pathways.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Pathway analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Username:admin\n",
      "Password:········\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'SUCCESS'"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import getpass\n",
    "from transmart_api import TransmartApi\n",
    "\n",
    "api = TransmartApi(\n",
    "    host = 'http://localhost:8080',\n",
    "    user = raw_input('Username:'),\n",
    "    password = getpass.getpass('Password:'))\n",
    "\n",
    "api.access()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas\n",
    "\n",
    "pandas.set_option('max_colwidth', 1000)\n",
    "pandas.set_option(\"display.max_rows\",100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>label</th>\n",
       "      <th>Biomarker Data\\GPL570</th>\n",
       "      <th>Endpoints\\Diagnosis</th>\n",
       "      <th>Endpoints\\FEV1</th>\n",
       "      <th>Endpoints\\Forced Expiratory Volume Ratio</th>\n",
       "      <th>Subjects\\Age</th>\n",
       "      <th>Subjects\\Height (inch)</th>\n",
       "      <th>Subjects\\Lung Disease</th>\n",
       "      <th>Subjects\\Organism</th>\n",
       "      <th>Subjects\\Race</th>\n",
       "      <th>Subjects\\Sex</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>subject.inTrialId</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM210004</th>\n",
       "      <td>None</td>\n",
       "      <td>non-small cell squamous cell carcinoma</td>\n",
       "      <td>2.54</td>\n",
       "      <td>58.00</td>\n",
       "      <td>63</td>\n",
       "      <td>72</td>\n",
       "      <td>chronic obstructive pulmonary disease</td>\n",
       "      <td>Homo sapiens</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM210005</th>\n",
       "      <td>None</td>\n",
       "      <td>non-small cell adenocarcinoma</td>\n",
       "      <td>1.69</td>\n",
       "      <td>83.66</td>\n",
       "      <td>84</td>\n",
       "      <td>60</td>\n",
       "      <td>control</td>\n",
       "      <td>Homo sapiens</td>\n",
       "      <td>Afro American</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM210006</th>\n",
       "      <td>None</td>\n",
       "      <td>non-small cell adenocarcinoma</td>\n",
       "      <td>1.41</td>\n",
       "      <td>51.00</td>\n",
       "      <td>65</td>\n",
       "      <td>66</td>\n",
       "      <td>chronic obstructive pulmonary disease</td>\n",
       "      <td>Homo sapiens</td>\n",
       "      <td>Afro American</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM210007</th>\n",
       "      <td>E</td>\n",
       "      <td>non-small cell adenocarcinoma</td>\n",
       "      <td>2.51</td>\n",
       "      <td>80.96</td>\n",
       "      <td>46</td>\n",
       "      <td>66</td>\n",
       "      <td>not specified</td>\n",
       "      <td>Homo sapiens</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM210008</th>\n",
       "      <td>E</td>\n",
       "      <td>non-small cell adenocarcinoma</td>\n",
       "      <td>1.64</td>\n",
       "      <td>57.00</td>\n",
       "      <td>53</td>\n",
       "      <td>65</td>\n",
       "      <td>chronic obstructive pulmonary disease</td>\n",
       "      <td>Homo sapiens</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM210009</th>\n",
       "      <td>E</td>\n",
       "      <td>non-small cell squamous cell carcinoma</td>\n",
       "      <td>2.72</td>\n",
       "      <td>74.00</td>\n",
       "      <td>53</td>\n",
       "      <td>64</td>\n",
       "      <td>control</td>\n",
       "      <td>Homo sapiens</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM210010</th>\n",
       "      <td>E</td>\n",
       "      <td>non-small cell adenocarcinoma</td>\n",
       "      <td>1.45</td>\n",
       "      <td>73.00</td>\n",
       "      <td>77</td>\n",
       "      <td>63</td>\n",
       "      <td>not specified</td>\n",
       "      <td>Homo sapiens</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM210011</th>\n",
       "      <td>E</td>\n",
       "      <td>non-small cell squamous cell carcinoma</td>\n",
       "      <td>1.87</td>\n",
       "      <td>56.00</td>\n",
       "      <td>56</td>\n",
       "      <td>72</td>\n",
       "      <td>chronic obstructive pulmonary disease</td>\n",
       "      <td>Homo sapiens</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM210012</th>\n",
       "      <td>E</td>\n",
       "      <td>non-small cell adenocarcinoma</td>\n",
       "      <td>2.76</td>\n",
       "      <td>70.58</td>\n",
       "      <td>61</td>\n",
       "      <td>69</td>\n",
       "      <td>not specified</td>\n",
       "      <td>Homo sapiens</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM210014</th>\n",
       "      <td>E</td>\n",
       "      <td>non-small cell adenocarcinoma</td>\n",
       "      <td>1.98</td>\n",
       "      <td>78.00</td>\n",
       "      <td>71</td>\n",
       "      <td>63</td>\n",
       "      <td>control</td>\n",
       "      <td>Homo sapiens</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM210015</th>\n",
       "      <td>E</td>\n",
       "      <td>non-small cell adenocarcinoma</td>\n",
       "      <td>2.59</td>\n",
       "      <td>74.00</td>\n",
       "      <td>68</td>\n",
       "      <td>65</td>\n",
       "      <td>control</td>\n",
       "      <td>Homo sapiens</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM210071</th>\n",
       "      <td>E</td>\n",
       "      <td>emphysema</td>\n",
       "      <td>1.16</td>\n",
       "      <td>43.00</td>\n",
       "      <td>68</td>\n",
       "      <td>67</td>\n",
       "      <td>chronic obstructive pulmonary disease</td>\n",
       "      <td>Homo sapiens</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM210087</th>\n",
       "      <td>E</td>\n",
       "      <td>non-small cell adenocarcinoma</td>\n",
       "      <td>2.59</td>\n",
       "      <td>74.00</td>\n",
       "      <td>68</td>\n",
       "      <td>65</td>\n",
       "      <td>control</td>\n",
       "      <td>Homo sapiens</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM210090</th>\n",
       "      <td>E</td>\n",
       "      <td>hematoma</td>\n",
       "      <td>4.08</td>\n",
       "      <td>68.00</td>\n",
       "      <td>50</td>\n",
       "      <td>72</td>\n",
       "      <td>not specified</td>\n",
       "      <td>Homo sapiens</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM210188</th>\n",
       "      <td>E</td>\n",
       "      <td>metastatic non-small cell adenocarcinoma</td>\n",
       "      <td>1.20</td>\n",
       "      <td>72.00</td>\n",
       "      <td>65</td>\n",
       "      <td>63</td>\n",
       "      <td>not specified</td>\n",
       "      <td>Homo sapiens</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM210192</th>\n",
       "      <td>E</td>\n",
       "      <td>non-small cell adenocarcinoma</td>\n",
       "      <td>2.31</td>\n",
       "      <td>75.00</td>\n",
       "      <td>50</td>\n",
       "      <td>65</td>\n",
       "      <td>control</td>\n",
       "      <td>Homo sapiens</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM210193</th>\n",
       "      <td>E</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>1.63</td>\n",
       "      <td>80.78</td>\n",
       "      <td>67</td>\n",
       "      <td>66</td>\n",
       "      <td>not specified</td>\n",
       "      <td>Homo sapiens</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM210194</th>\n",
       "      <td>E</td>\n",
       "      <td>non-small cell squamous cell carcinoma</td>\n",
       "      <td>0.52</td>\n",
       "      <td>58.00</td>\n",
       "      <td>56</td>\n",
       "      <td>60</td>\n",
       "      <td>chronic obstructive pulmonary disease</td>\n",
       "      <td>Homo sapiens</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM210196</th>\n",
       "      <td>E</td>\n",
       "      <td>non-small cell adenocarcinoma</td>\n",
       "      <td>2.30</td>\n",
       "      <td>74.00</td>\n",
       "      <td>57</td>\n",
       "      <td>65</td>\n",
       "      <td>control</td>\n",
       "      <td>Homo sapiens</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM210978</th>\n",
       "      <td>E</td>\n",
       "      <td>non-small cell adenocarcinoma</td>\n",
       "      <td>1.53</td>\n",
       "      <td>74.00</td>\n",
       "      <td>73</td>\n",
       "      <td>66</td>\n",
       "      <td>not specified</td>\n",
       "      <td>Homo sapiens</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM210979</th>\n",
       "      <td>E</td>\n",
       "      <td>non-small cell adenocarcinoma</td>\n",
       "      <td>2.17</td>\n",
       "      <td>76.00</td>\n",
       "      <td>55</td>\n",
       "      <td>63</td>\n",
       "      <td>control</td>\n",
       "      <td>Homo sapiens</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM210992</th>\n",
       "      <td>E</td>\n",
       "      <td>non-small cell squamous cell carcinoma</td>\n",
       "      <td>0.90</td>\n",
       "      <td>55.90</td>\n",
       "      <td>70</td>\n",
       "      <td>71</td>\n",
       "      <td>chronic obstructive pulmonary disease</td>\n",
       "      <td>Homo sapiens</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM210993</th>\n",
       "      <td>E</td>\n",
       "      <td>giant bullae</td>\n",
       "      <td>0.40</td>\n",
       "      <td>45.00</td>\n",
       "      <td>61</td>\n",
       "      <td>73</td>\n",
       "      <td>chronic obstructive pulmonary disease</td>\n",
       "      <td>Homo sapiens</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM210994</th>\n",
       "      <td>E</td>\n",
       "      <td>carcinoid</td>\n",
       "      <td>1.69</td>\n",
       "      <td>76.00</td>\n",
       "      <td>64</td>\n",
       "      <td>63</td>\n",
       "      <td>not specified</td>\n",
       "      <td>Homo sapiens</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM211007</th>\n",
       "      <td>E</td>\n",
       "      <td>non-small cell squamous cell carcinoma</td>\n",
       "      <td>1.70</td>\n",
       "      <td>59.00</td>\n",
       "      <td>61</td>\n",
       "      <td>66</td>\n",
       "      <td>chronic obstructive pulmonary disease</td>\n",
       "      <td>Homo sapiens</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM211008</th>\n",
       "      <td>E</td>\n",
       "      <td>non-small cell adenocarcinoma</td>\n",
       "      <td>3.66</td>\n",
       "      <td>72.00</td>\n",
       "      <td>71</td>\n",
       "      <td>71</td>\n",
       "      <td>control</td>\n",
       "      <td>Homo sapiens</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM211009</th>\n",
       "      <td>E</td>\n",
       "      <td>non-small cell adenocarcinoma</td>\n",
       "      <td>1.64</td>\n",
       "      <td>41.00</td>\n",
       "      <td>75</td>\n",
       "      <td>71</td>\n",
       "      <td>chronic obstructive pulmonary disease</td>\n",
       "      <td>Homo sapiens</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM211010</th>\n",
       "      <td>E</td>\n",
       "      <td>non-small cell adenocarcinoma</td>\n",
       "      <td>1.44</td>\n",
       "      <td>86.00</td>\n",
       "      <td>61</td>\n",
       "      <td>60</td>\n",
       "      <td>not specified</td>\n",
       "      <td>Homo sapiens</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM211865</th>\n",
       "      <td>E</td>\n",
       "      <td>non-small cell squamous cell carcinoma</td>\n",
       "      <td>2.13</td>\n",
       "      <td>71.00</td>\n",
       "      <td>69</td>\n",
       "      <td>67</td>\n",
       "      <td>not specified</td>\n",
       "      <td>Homo sapiens</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM211872</th>\n",
       "      <td>E</td>\n",
       "      <td>non-small cell squamous cell carcinoma</td>\n",
       "      <td>2.61</td>\n",
       "      <td>70.00</td>\n",
       "      <td>74</td>\n",
       "      <td>70</td>\n",
       "      <td>not specified</td>\n",
       "      <td>Homo sapiens</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM212067</th>\n",
       "      <td>E</td>\n",
       "      <td>inflammation</td>\n",
       "      <td>4.04</td>\n",
       "      <td>79.00</td>\n",
       "      <td>55</td>\n",
       "      <td>69</td>\n",
       "      <td>control</td>\n",
       "      <td>Homo sapiens</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM212068</th>\n",
       "      <td>E</td>\n",
       "      <td>metastatic renal cell carcinoma</td>\n",
       "      <td>1.99</td>\n",
       "      <td>85.00</td>\n",
       "      <td>78</td>\n",
       "      <td>63</td>\n",
       "      <td>control</td>\n",
       "      <td>Homo sapiens</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM212069</th>\n",
       "      <td>E</td>\n",
       "      <td>no malignancy</td>\n",
       "      <td>1.60</td>\n",
       "      <td>77.00</td>\n",
       "      <td>81</td>\n",
       "      <td>66</td>\n",
       "      <td>not specified</td>\n",
       "      <td>Homo sapiens</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM212070</th>\n",
       "      <td>E</td>\n",
       "      <td>carcinoid</td>\n",
       "      <td>3.70</td>\n",
       "      <td>81.86</td>\n",
       "      <td>40</td>\n",
       "      <td>67</td>\n",
       "      <td>control</td>\n",
       "      <td>Homo sapiens</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM212074</th>\n",
       "      <td>E</td>\n",
       "      <td>non-small cell squamous cell carcinoma</td>\n",
       "      <td>2.06</td>\n",
       "      <td>54.00</td>\n",
       "      <td>64</td>\n",
       "      <td>65</td>\n",
       "      <td>chronic obstructive pulmonary disease</td>\n",
       "      <td>Homo sapiens</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM212075</th>\n",
       "      <td>E</td>\n",
       "      <td>non-small cell squamous cell carcinoma</td>\n",
       "      <td>1.30</td>\n",
       "      <td>78.00</td>\n",
       "      <td>79</td>\n",
       "      <td>63</td>\n",
       "      <td>chronic obstructive pulmonary disease</td>\n",
       "      <td>Homo sapiens</td>\n",
       "      <td>Afro American</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM212787</th>\n",
       "      <td>E</td>\n",
       "      <td>NSC-Mixed</td>\n",
       "      <td>3.66</td>\n",
       "      <td>78.00</td>\n",
       "      <td>78</td>\n",
       "      <td>70</td>\n",
       "      <td>control</td>\n",
       "      <td>Homo sapiens</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM212788</th>\n",
       "      <td>E</td>\n",
       "      <td>non-small cell squamous cell carcinoma</td>\n",
       "      <td>1.29</td>\n",
       "      <td>53.00</td>\n",
       "      <td>77</td>\n",
       "      <td>67</td>\n",
       "      <td>chronic obstructive pulmonary disease</td>\n",
       "      <td>Homo sapiens</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM212789</th>\n",
       "      <td>E</td>\n",
       "      <td>non-small cell squamous cell carcinoma</td>\n",
       "      <td>1.94</td>\n",
       "      <td>86.00</td>\n",
       "      <td>62</td>\n",
       "      <td>62</td>\n",
       "      <td>control</td>\n",
       "      <td>Homo sapiens</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM212790</th>\n",
       "      <td>E</td>\n",
       "      <td>non-small cell squamous cell carcinoma</td>\n",
       "      <td>2.83</td>\n",
       "      <td>75.00</td>\n",
       "      <td>54</td>\n",
       "      <td>75</td>\n",
       "      <td>control</td>\n",
       "      <td>Homo sapiens</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM212809</th>\n",
       "      <td>E</td>\n",
       "      <td>non-small cell adenocarcinoma</td>\n",
       "      <td>1.28</td>\n",
       "      <td>89.00</td>\n",
       "      <td>61</td>\n",
       "      <td>65</td>\n",
       "      <td>not specified</td>\n",
       "      <td>Homo sapiens</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM212810</th>\n",
       "      <td>E</td>\n",
       "      <td>non-small cell squamous cell carcinoma</td>\n",
       "      <td>0.88</td>\n",
       "      <td>52.00</td>\n",
       "      <td>52</td>\n",
       "      <td>66</td>\n",
       "      <td>chronic obstructive pulmonary disease</td>\n",
       "      <td>Homo sapiens</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM212811</th>\n",
       "      <td>E</td>\n",
       "      <td>non-small cell squamous cell carcinoma</td>\n",
       "      <td>1.37</td>\n",
       "      <td>82.00</td>\n",
       "      <td>77</td>\n",
       "      <td>58</td>\n",
       "      <td>control</td>\n",
       "      <td>Homo sapiens</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM212848</th>\n",
       "      <td>E</td>\n",
       "      <td>non-small cell squamous cell carcinoma</td>\n",
       "      <td>0.55</td>\n",
       "      <td>44.00</td>\n",
       "      <td>59</td>\n",
       "      <td>58</td>\n",
       "      <td>chronic obstructive pulmonary disease</td>\n",
       "      <td>Homo sapiens</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM212849</th>\n",
       "      <td>E</td>\n",
       "      <td>non-small cell adenocarcinoma</td>\n",
       "      <td>2.73</td>\n",
       "      <td>80.00</td>\n",
       "      <td>39</td>\n",
       "      <td>73</td>\n",
       "      <td>not specified</td>\n",
       "      <td>Homo sapiens</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM212850</th>\n",
       "      <td>E</td>\n",
       "      <td>carcinoid</td>\n",
       "      <td>2.32</td>\n",
       "      <td>76.00</td>\n",
       "      <td>71</td>\n",
       "      <td>69</td>\n",
       "      <td>not specified</td>\n",
       "      <td>Homo sapiens</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM212852</th>\n",
       "      <td>E</td>\n",
       "      <td>Giant Cell Tumor</td>\n",
       "      <td>0.99</td>\n",
       "      <td>63.00</td>\n",
       "      <td>72</td>\n",
       "      <td>60</td>\n",
       "      <td>chronic obstructive pulmonary disease</td>\n",
       "      <td>Homo sapiens</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM212853</th>\n",
       "      <td>E</td>\n",
       "      <td>lymphoma</td>\n",
       "      <td>2.42</td>\n",
       "      <td>80.00</td>\n",
       "      <td>71</td>\n",
       "      <td>66</td>\n",
       "      <td>control</td>\n",
       "      <td>Homo sapiens</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM212854</th>\n",
       "      <td>E</td>\n",
       "      <td>non-small cell adenocarcinoma</td>\n",
       "      <td>2.26</td>\n",
       "      <td>83.00</td>\n",
       "      <td>64</td>\n",
       "      <td>66</td>\n",
       "      <td>not specified</td>\n",
       "      <td>Homo sapiens</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM212855</th>\n",
       "      <td>E</td>\n",
       "      <td>non-small cell adenocarcinoma</td>\n",
       "      <td>2.43</td>\n",
       "      <td>69.00</td>\n",
       "      <td>73</td>\n",
       "      <td>68</td>\n",
       "      <td>not specified</td>\n",
       "      <td>Homo sapiens</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM213017</th>\n",
       "      <td>E</td>\n",
       "      <td>non-small cell adenocarcinoma</td>\n",
       "      <td>2.12</td>\n",
       "      <td>73.00</td>\n",
       "      <td>79</td>\n",
       "      <td>69</td>\n",
       "      <td>not specified</td>\n",
       "      <td>Homo sapiens</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM213018</th>\n",
       "      <td>E</td>\n",
       "      <td>non-small cell adenocarcinoma</td>\n",
       "      <td>2.34</td>\n",
       "      <td>81.00</td>\n",
       "      <td>82</td>\n",
       "      <td>68</td>\n",
       "      <td>not specified</td>\n",
       "      <td>Homo sapiens</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM213019</th>\n",
       "      <td>E</td>\n",
       "      <td>non-small cell adenocarcinoma</td>\n",
       "      <td>1.70</td>\n",
       "      <td>72.00</td>\n",
       "      <td>71</td>\n",
       "      <td>71</td>\n",
       "      <td>not specified</td>\n",
       "      <td>Homo sapiens</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM213020</th>\n",
       "      <td>E</td>\n",
       "      <td>non-small cell adenocarcinoma</td>\n",
       "      <td>0.67</td>\n",
       "      <td>42.00</td>\n",
       "      <td>75</td>\n",
       "      <td>63</td>\n",
       "      <td>chronic obstructive pulmonary disease</td>\n",
       "      <td>Homo sapiens</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM213034</th>\n",
       "      <td>E</td>\n",
       "      <td>non-small cell adenocarcinoma</td>\n",
       "      <td>2.56</td>\n",
       "      <td>61.00</td>\n",
       "      <td>70</td>\n",
       "      <td>69</td>\n",
       "      <td>not specified</td>\n",
       "      <td>Homo sapiens</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM213035</th>\n",
       "      <td>E</td>\n",
       "      <td>non-small cell squamous cell carcinoma</td>\n",
       "      <td>3.11</td>\n",
       "      <td>73.00</td>\n",
       "      <td>67</td>\n",
       "      <td>71</td>\n",
       "      <td>control</td>\n",
       "      <td>Homo sapiens</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM213036</th>\n",
       "      <td>E</td>\n",
       "      <td>non-small cell squamous cell carcinoma</td>\n",
       "      <td>2.68</td>\n",
       "      <td>71.00</td>\n",
       "      <td>59</td>\n",
       "      <td>69</td>\n",
       "      <td>control</td>\n",
       "      <td>Homo sapiens</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM213037</th>\n",
       "      <td>E</td>\n",
       "      <td>non-small cell squamous cell carcinoma</td>\n",
       "      <td>2.25</td>\n",
       "      <td>72.00</td>\n",
       "      <td>77</td>\n",
       "      <td>66</td>\n",
       "      <td>not specified</td>\n",
       "      <td>Homo sapiens</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "label             Biomarker Data\\GPL570  \\\n",
       "subject.inTrialId                         \n",
       "GSE8581GSM210004                   None   \n",
       "GSE8581GSM210005                   None   \n",
       "GSE8581GSM210006                   None   \n",
       "GSE8581GSM210007                      E   \n",
       "GSE8581GSM210008                      E   \n",
       "GSE8581GSM210009                      E   \n",
       "GSE8581GSM210010                      E   \n",
       "GSE8581GSM210011                      E   \n",
       "GSE8581GSM210012                      E   \n",
       "GSE8581GSM210014                      E   \n",
       "GSE8581GSM210015                      E   \n",
       "GSE8581GSM210071                      E   \n",
       "GSE8581GSM210087                      E   \n",
       "GSE8581GSM210090                      E   \n",
       "GSE8581GSM210188                      E   \n",
       "GSE8581GSM210192                      E   \n",
       "GSE8581GSM210193                      E   \n",
       "GSE8581GSM210194                      E   \n",
       "GSE8581GSM210196                      E   \n",
       "GSE8581GSM210978                      E   \n",
       "GSE8581GSM210979                      E   \n",
       "GSE8581GSM210992                      E   \n",
       "GSE8581GSM210993                      E   \n",
       "GSE8581GSM210994                      E   \n",
       "GSE8581GSM211007                      E   \n",
       "GSE8581GSM211008                      E   \n",
       "GSE8581GSM211009                      E   \n",
       "GSE8581GSM211010                      E   \n",
       "GSE8581GSM211865                      E   \n",
       "GSE8581GSM211872                      E   \n",
       "GSE8581GSM212067                      E   \n",
       "GSE8581GSM212068                      E   \n",
       "GSE8581GSM212069                      E   \n",
       "GSE8581GSM212070                      E   \n",
       "GSE8581GSM212074                      E   \n",
       "GSE8581GSM212075                      E   \n",
       "GSE8581GSM212787                      E   \n",
       "GSE8581GSM212788                      E   \n",
       "GSE8581GSM212789                      E   \n",
       "GSE8581GSM212790                      E   \n",
       "GSE8581GSM212809                      E   \n",
       "GSE8581GSM212810                      E   \n",
       "GSE8581GSM212811                      E   \n",
       "GSE8581GSM212848                      E   \n",
       "GSE8581GSM212849                      E   \n",
       "GSE8581GSM212850                      E   \n",
       "GSE8581GSM212852                      E   \n",
       "GSE8581GSM212853                      E   \n",
       "GSE8581GSM212854                      E   \n",
       "GSE8581GSM212855                      E   \n",
       "GSE8581GSM213017                      E   \n",
       "GSE8581GSM213018                      E   \n",
       "GSE8581GSM213019                      E   \n",
       "GSE8581GSM213020                      E   \n",
       "GSE8581GSM213034                      E   \n",
       "GSE8581GSM213035                      E   \n",
       "GSE8581GSM213036                      E   \n",
       "GSE8581GSM213037                      E   \n",
       "\n",
       "label                                   Endpoints\\Diagnosis  Endpoints\\FEV1  \\\n",
       "subject.inTrialId                                                             \n",
       "GSE8581GSM210004     non-small cell squamous cell carcinoma            2.54   \n",
       "GSE8581GSM210005              non-small cell adenocarcinoma            1.69   \n",
       "GSE8581GSM210006              non-small cell adenocarcinoma            1.41   \n",
       "GSE8581GSM210007              non-small cell adenocarcinoma            2.51   \n",
       "GSE8581GSM210008              non-small cell adenocarcinoma            1.64   \n",
       "GSE8581GSM210009     non-small cell squamous cell carcinoma            2.72   \n",
       "GSE8581GSM210010              non-small cell adenocarcinoma            1.45   \n",
       "GSE8581GSM210011     non-small cell squamous cell carcinoma            1.87   \n",
       "GSE8581GSM210012              non-small cell adenocarcinoma            2.76   \n",
       "GSE8581GSM210014              non-small cell adenocarcinoma            1.98   \n",
       "GSE8581GSM210015              non-small cell adenocarcinoma            2.59   \n",
       "GSE8581GSM210071                                  emphysema            1.16   \n",
       "GSE8581GSM210087              non-small cell adenocarcinoma            2.59   \n",
       "GSE8581GSM210090                                   hematoma            4.08   \n",
       "GSE8581GSM210188   metastatic non-small cell adenocarcinoma            1.20   \n",
       "GSE8581GSM210192              non-small cell adenocarcinoma            2.31   \n",
       "GSE8581GSM210193                                    Unknown            1.63   \n",
       "GSE8581GSM210194     non-small cell squamous cell carcinoma            0.52   \n",
       "GSE8581GSM210196              non-small cell adenocarcinoma            2.30   \n",
       "GSE8581GSM210978              non-small cell adenocarcinoma            1.53   \n",
       "GSE8581GSM210979              non-small cell adenocarcinoma            2.17   \n",
       "GSE8581GSM210992     non-small cell squamous cell carcinoma            0.90   \n",
       "GSE8581GSM210993                               giant bullae            0.40   \n",
       "GSE8581GSM210994                                  carcinoid            1.69   \n",
       "GSE8581GSM211007     non-small cell squamous cell carcinoma            1.70   \n",
       "GSE8581GSM211008              non-small cell adenocarcinoma            3.66   \n",
       "GSE8581GSM211009              non-small cell adenocarcinoma            1.64   \n",
       "GSE8581GSM211010              non-small cell adenocarcinoma            1.44   \n",
       "GSE8581GSM211865     non-small cell squamous cell carcinoma            2.13   \n",
       "GSE8581GSM211872     non-small cell squamous cell carcinoma            2.61   \n",
       "GSE8581GSM212067                               inflammation            4.04   \n",
       "GSE8581GSM212068            metastatic renal cell carcinoma            1.99   \n",
       "GSE8581GSM212069                              no malignancy            1.60   \n",
       "GSE8581GSM212070                                  carcinoid            3.70   \n",
       "GSE8581GSM212074     non-small cell squamous cell carcinoma            2.06   \n",
       "GSE8581GSM212075     non-small cell squamous cell carcinoma            1.30   \n",
       "GSE8581GSM212787                                  NSC-Mixed            3.66   \n",
       "GSE8581GSM212788     non-small cell squamous cell carcinoma            1.29   \n",
       "GSE8581GSM212789     non-small cell squamous cell carcinoma            1.94   \n",
       "GSE8581GSM212790     non-small cell squamous cell carcinoma            2.83   \n",
       "GSE8581GSM212809              non-small cell adenocarcinoma            1.28   \n",
       "GSE8581GSM212810     non-small cell squamous cell carcinoma            0.88   \n",
       "GSE8581GSM212811     non-small cell squamous cell carcinoma            1.37   \n",
       "GSE8581GSM212848     non-small cell squamous cell carcinoma            0.55   \n",
       "GSE8581GSM212849              non-small cell adenocarcinoma            2.73   \n",
       "GSE8581GSM212850                                  carcinoid            2.32   \n",
       "GSE8581GSM212852                           Giant Cell Tumor            0.99   \n",
       "GSE8581GSM212853                                   lymphoma            2.42   \n",
       "GSE8581GSM212854              non-small cell adenocarcinoma            2.26   \n",
       "GSE8581GSM212855              non-small cell adenocarcinoma            2.43   \n",
       "GSE8581GSM213017              non-small cell adenocarcinoma            2.12   \n",
       "GSE8581GSM213018              non-small cell adenocarcinoma            2.34   \n",
       "GSE8581GSM213019              non-small cell adenocarcinoma            1.70   \n",
       "GSE8581GSM213020              non-small cell adenocarcinoma            0.67   \n",
       "GSE8581GSM213034              non-small cell adenocarcinoma            2.56   \n",
       "GSE8581GSM213035     non-small cell squamous cell carcinoma            3.11   \n",
       "GSE8581GSM213036     non-small cell squamous cell carcinoma            2.68   \n",
       "GSE8581GSM213037     non-small cell squamous cell carcinoma            2.25   \n",
       "\n",
       "label              Endpoints\\Forced Expiratory Volume Ratio  Subjects\\Age  \\\n",
       "subject.inTrialId                                                           \n",
       "GSE8581GSM210004                                      58.00            63   \n",
       "GSE8581GSM210005                                      83.66            84   \n",
       "GSE8581GSM210006                                      51.00            65   \n",
       "GSE8581GSM210007                                      80.96            46   \n",
       "GSE8581GSM210008                                      57.00            53   \n",
       "GSE8581GSM210009                                      74.00            53   \n",
       "GSE8581GSM210010                                      73.00            77   \n",
       "GSE8581GSM210011                                      56.00            56   \n",
       "GSE8581GSM210012                                      70.58            61   \n",
       "GSE8581GSM210014                                      78.00            71   \n",
       "GSE8581GSM210015                                      74.00            68   \n",
       "GSE8581GSM210071                                      43.00            68   \n",
       "GSE8581GSM210087                                      74.00            68   \n",
       "GSE8581GSM210090                                      68.00            50   \n",
       "GSE8581GSM210188                                      72.00            65   \n",
       "GSE8581GSM210192                                      75.00            50   \n",
       "GSE8581GSM210193                                      80.78            67   \n",
       "GSE8581GSM210194                                      58.00            56   \n",
       "GSE8581GSM210196                                      74.00            57   \n",
       "GSE8581GSM210978                                      74.00            73   \n",
       "GSE8581GSM210979                                      76.00            55   \n",
       "GSE8581GSM210992                                      55.90            70   \n",
       "GSE8581GSM210993                                      45.00            61   \n",
       "GSE8581GSM210994                                      76.00            64   \n",
       "GSE8581GSM211007                                      59.00            61   \n",
       "GSE8581GSM211008                                      72.00            71   \n",
       "GSE8581GSM211009                                      41.00            75   \n",
       "GSE8581GSM211010                                      86.00            61   \n",
       "GSE8581GSM211865                                      71.00            69   \n",
       "GSE8581GSM211872                                      70.00            74   \n",
       "GSE8581GSM212067                                      79.00            55   \n",
       "GSE8581GSM212068                                      85.00            78   \n",
       "GSE8581GSM212069                                      77.00            81   \n",
       "GSE8581GSM212070                                      81.86            40   \n",
       "GSE8581GSM212074                                      54.00            64   \n",
       "GSE8581GSM212075                                      78.00            79   \n",
       "GSE8581GSM212787                                      78.00            78   \n",
       "GSE8581GSM212788                                      53.00            77   \n",
       "GSE8581GSM212789                                      86.00            62   \n",
       "GSE8581GSM212790                                      75.00            54   \n",
       "GSE8581GSM212809                                      89.00            61   \n",
       "GSE8581GSM212810                                      52.00            52   \n",
       "GSE8581GSM212811                                      82.00            77   \n",
       "GSE8581GSM212848                                      44.00            59   \n",
       "GSE8581GSM212849                                      80.00            39   \n",
       "GSE8581GSM212850                                      76.00            71   \n",
       "GSE8581GSM212852                                      63.00            72   \n",
       "GSE8581GSM212853                                      80.00            71   \n",
       "GSE8581GSM212854                                      83.00            64   \n",
       "GSE8581GSM212855                                      69.00            73   \n",
       "GSE8581GSM213017                                      73.00            79   \n",
       "GSE8581GSM213018                                      81.00            82   \n",
       "GSE8581GSM213019                                      72.00            71   \n",
       "GSE8581GSM213020                                      42.00            75   \n",
       "GSE8581GSM213034                                      61.00            70   \n",
       "GSE8581GSM213035                                      73.00            67   \n",
       "GSE8581GSM213036                                      71.00            59   \n",
       "GSE8581GSM213037                                      72.00            77   \n",
       "\n",
       "label              Subjects\\Height (inch)  \\\n",
       "subject.inTrialId                           \n",
       "GSE8581GSM210004                       72   \n",
       "GSE8581GSM210005                       60   \n",
       "GSE8581GSM210006                       66   \n",
       "GSE8581GSM210007                       66   \n",
       "GSE8581GSM210008                       65   \n",
       "GSE8581GSM210009                       64   \n",
       "GSE8581GSM210010                       63   \n",
       "GSE8581GSM210011                       72   \n",
       "GSE8581GSM210012                       69   \n",
       "GSE8581GSM210014                       63   \n",
       "GSE8581GSM210015                       65   \n",
       "GSE8581GSM210071                       67   \n",
       "GSE8581GSM210087                       65   \n",
       "GSE8581GSM210090                       72   \n",
       "GSE8581GSM210188                       63   \n",
       "GSE8581GSM210192                       65   \n",
       "GSE8581GSM210193                       66   \n",
       "GSE8581GSM210194                       60   \n",
       "GSE8581GSM210196                       65   \n",
       "GSE8581GSM210978                       66   \n",
       "GSE8581GSM210979                       63   \n",
       "GSE8581GSM210992                       71   \n",
       "GSE8581GSM210993                       73   \n",
       "GSE8581GSM210994                       63   \n",
       "GSE8581GSM211007                       66   \n",
       "GSE8581GSM211008                       71   \n",
       "GSE8581GSM211009                       71   \n",
       "GSE8581GSM211010                       60   \n",
       "GSE8581GSM211865                       67   \n",
       "GSE8581GSM211872                       70   \n",
       "GSE8581GSM212067                       69   \n",
       "GSE8581GSM212068                       63   \n",
       "GSE8581GSM212069                       66   \n",
       "GSE8581GSM212070                       67   \n",
       "GSE8581GSM212074                       65   \n",
       "GSE8581GSM212075                       63   \n",
       "GSE8581GSM212787                       70   \n",
       "GSE8581GSM212788                       67   \n",
       "GSE8581GSM212789                       62   \n",
       "GSE8581GSM212790                       75   \n",
       "GSE8581GSM212809                       65   \n",
       "GSE8581GSM212810                       66   \n",
       "GSE8581GSM212811                       58   \n",
       "GSE8581GSM212848                       58   \n",
       "GSE8581GSM212849                       73   \n",
       "GSE8581GSM212850                       69   \n",
       "GSE8581GSM212852                       60   \n",
       "GSE8581GSM212853                       66   \n",
       "GSE8581GSM212854                       66   \n",
       "GSE8581GSM212855                       68   \n",
       "GSE8581GSM213017                       69   \n",
       "GSE8581GSM213018                       68   \n",
       "GSE8581GSM213019                       71   \n",
       "GSE8581GSM213020                       63   \n",
       "GSE8581GSM213034                       69   \n",
       "GSE8581GSM213035                       71   \n",
       "GSE8581GSM213036                       69   \n",
       "GSE8581GSM213037                       66   \n",
       "\n",
       "label                              Subjects\\Lung Disease Subjects\\Organism  \\\n",
       "subject.inTrialId                                                            \n",
       "GSE8581GSM210004   chronic obstructive pulmonary disease      Homo sapiens   \n",
       "GSE8581GSM210005                                 control      Homo sapiens   \n",
       "GSE8581GSM210006   chronic obstructive pulmonary disease      Homo sapiens   \n",
       "GSE8581GSM210007                           not specified      Homo sapiens   \n",
       "GSE8581GSM210008   chronic obstructive pulmonary disease      Homo sapiens   \n",
       "GSE8581GSM210009                                 control      Homo sapiens   \n",
       "GSE8581GSM210010                           not specified      Homo sapiens   \n",
       "GSE8581GSM210011   chronic obstructive pulmonary disease      Homo sapiens   \n",
       "GSE8581GSM210012                           not specified      Homo sapiens   \n",
       "GSE8581GSM210014                                 control      Homo sapiens   \n",
       "GSE8581GSM210015                                 control      Homo sapiens   \n",
       "GSE8581GSM210071   chronic obstructive pulmonary disease      Homo sapiens   \n",
       "GSE8581GSM210087                                 control      Homo sapiens   \n",
       "GSE8581GSM210090                           not specified      Homo sapiens   \n",
       "GSE8581GSM210188                           not specified      Homo sapiens   \n",
       "GSE8581GSM210192                                 control      Homo sapiens   \n",
       "GSE8581GSM210193                           not specified      Homo sapiens   \n",
       "GSE8581GSM210194   chronic obstructive pulmonary disease      Homo sapiens   \n",
       "GSE8581GSM210196                                 control      Homo sapiens   \n",
       "GSE8581GSM210978                           not specified      Homo sapiens   \n",
       "GSE8581GSM210979                                 control      Homo sapiens   \n",
       "GSE8581GSM210992   chronic obstructive pulmonary disease      Homo sapiens   \n",
       "GSE8581GSM210993   chronic obstructive pulmonary disease      Homo sapiens   \n",
       "GSE8581GSM210994                           not specified      Homo sapiens   \n",
       "GSE8581GSM211007   chronic obstructive pulmonary disease      Homo sapiens   \n",
       "GSE8581GSM211008                                 control      Homo sapiens   \n",
       "GSE8581GSM211009   chronic obstructive pulmonary disease      Homo sapiens   \n",
       "GSE8581GSM211010                           not specified      Homo sapiens   \n",
       "GSE8581GSM211865                           not specified      Homo sapiens   \n",
       "GSE8581GSM211872                           not specified      Homo sapiens   \n",
       "GSE8581GSM212067                                 control      Homo sapiens   \n",
       "GSE8581GSM212068                                 control      Homo sapiens   \n",
       "GSE8581GSM212069                           not specified      Homo sapiens   \n",
       "GSE8581GSM212070                                 control      Homo sapiens   \n",
       "GSE8581GSM212074   chronic obstructive pulmonary disease      Homo sapiens   \n",
       "GSE8581GSM212075   chronic obstructive pulmonary disease      Homo sapiens   \n",
       "GSE8581GSM212787                                 control      Homo sapiens   \n",
       "GSE8581GSM212788   chronic obstructive pulmonary disease      Homo sapiens   \n",
       "GSE8581GSM212789                                 control      Homo sapiens   \n",
       "GSE8581GSM212790                                 control      Homo sapiens   \n",
       "GSE8581GSM212809                           not specified      Homo sapiens   \n",
       "GSE8581GSM212810   chronic obstructive pulmonary disease      Homo sapiens   \n",
       "GSE8581GSM212811                                 control      Homo sapiens   \n",
       "GSE8581GSM212848   chronic obstructive pulmonary disease      Homo sapiens   \n",
       "GSE8581GSM212849                           not specified      Homo sapiens   \n",
       "GSE8581GSM212850                           not specified      Homo sapiens   \n",
       "GSE8581GSM212852   chronic obstructive pulmonary disease      Homo sapiens   \n",
       "GSE8581GSM212853                                 control      Homo sapiens   \n",
       "GSE8581GSM212854                           not specified      Homo sapiens   \n",
       "GSE8581GSM212855                           not specified      Homo sapiens   \n",
       "GSE8581GSM213017                           not specified      Homo sapiens   \n",
       "GSE8581GSM213018                           not specified      Homo sapiens   \n",
       "GSE8581GSM213019                           not specified      Homo sapiens   \n",
       "GSE8581GSM213020   chronic obstructive pulmonary disease      Homo sapiens   \n",
       "GSE8581GSM213034                           not specified      Homo sapiens   \n",
       "GSE8581GSM213035                                 control      Homo sapiens   \n",
       "GSE8581GSM213036                                 control      Homo sapiens   \n",
       "GSE8581GSM213037                           not specified      Homo sapiens   \n",
       "\n",
       "label              Subjects\\Race Subjects\\Sex  \n",
       "subject.inTrialId                              \n",
       "GSE8581GSM210004       Caucasian         male  \n",
       "GSE8581GSM210005   Afro American       female  \n",
       "GSE8581GSM210006   Afro American       female  \n",
       "GSE8581GSM210007       Caucasian         male  \n",
       "GSE8581GSM210008       Caucasian       female  \n",
       "GSE8581GSM210009       Caucasian       female  \n",
       "GSE8581GSM210010       Caucasian       female  \n",
       "GSE8581GSM210011       Caucasian         male  \n",
       "GSE8581GSM210012       Caucasian         male  \n",
       "GSE8581GSM210014       Caucasian       female  \n",
       "GSE8581GSM210015       Caucasian         male  \n",
       "GSE8581GSM210071       Caucasian         male  \n",
       "GSE8581GSM210087       Caucasian       female  \n",
       "GSE8581GSM210090       Caucasian         male  \n",
       "GSE8581GSM210188       Caucasian       female  \n",
       "GSE8581GSM210192       Caucasian       female  \n",
       "GSE8581GSM210193       Caucasian       female  \n",
       "GSE8581GSM210194       Caucasian       female  \n",
       "GSE8581GSM210196       Caucasian       female  \n",
       "GSE8581GSM210978       Caucasian       female  \n",
       "GSE8581GSM210979       Caucasian       female  \n",
       "GSE8581GSM210992       Caucasian         male  \n",
       "GSE8581GSM210993       Caucasian         male  \n",
       "GSE8581GSM210994       Caucasian       female  \n",
       "GSE8581GSM211007       Caucasian         male  \n",
       "GSE8581GSM211008       Caucasian         male  \n",
       "GSE8581GSM211009       Caucasian         male  \n",
       "GSE8581GSM211010       Caucasian       female  \n",
       "GSE8581GSM211865       Caucasian         male  \n",
       "GSE8581GSM211872       Caucasian         male  \n",
       "GSE8581GSM212067       Caucasian         male  \n",
       "GSE8581GSM212068       Caucasian       female  \n",
       "GSE8581GSM212069       Caucasian       female  \n",
       "GSE8581GSM212070       Caucasian         male  \n",
       "GSE8581GSM212074       Caucasian         male  \n",
       "GSE8581GSM212075   Afro American       female  \n",
       "GSE8581GSM212787       Caucasian         male  \n",
       "GSE8581GSM212788       Caucasian       female  \n",
       "GSE8581GSM212789       Caucasian       female  \n",
       "GSE8581GSM212790       Caucasian       female  \n",
       "GSE8581GSM212809       Caucasian       female  \n",
       "GSE8581GSM212810       Caucasian       female  \n",
       "GSE8581GSM212811       Caucasian       female  \n",
       "GSE8581GSM212848       Caucasian       female  \n",
       "GSE8581GSM212849       Caucasian         male  \n",
       "GSE8581GSM212850       Caucasian         male  \n",
       "GSE8581GSM212852       Caucasian       female  \n",
       "GSE8581GSM212853       Caucasian       female  \n",
       "GSE8581GSM212854       Caucasian         male  \n",
       "GSE8581GSM212855       Caucasian         male  \n",
       "GSE8581GSM213017       Caucasian         male  \n",
       "GSE8581GSM213018       Caucasian         male  \n",
       "GSE8581GSM213019       Caucasian       female  \n",
       "GSE8581GSM213020       Caucasian         male  \n",
       "GSE8581GSM213034       Caucasian         male  \n",
       "GSE8581GSM213035       Caucasian         male  \n",
       "GSE8581GSM213036       Caucasian       female  \n",
       "GSE8581GSM213037       Caucasian         male  "
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pandas.io.json import json_normalize\n",
    "\n",
    "obs = api.get_observations(study = 'GSE8581')\n",
    "\n",
    "obs_df1 = json_normalize(obs)\n",
    "obs_df2 = obs_df1.pivot(index = 'subject.inTrialId', columns = 'label', values = 'value')\n",
    "obs_df3 = obs_df2.convert_objects()\n",
    "obs_df4 = obs_df3.rename(\n",
    "    columns = lambda c: c.replace('\\Public Studies\\GSE8581\\\\', '')[:-1],\n",
    "    inplace = False)\n",
    "obs_df4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "control = obs_df4['Subjects\\Lung Disease'] == 'control'\n",
    "treatment = obs_df4['Subjects\\Lung Disease'] == 'chronic obstructive pulmonary disease'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Endpoints\\FEV1</th>\n",
       "      <th>Endpoints\\Forced Expiratory Volume Ratio</th>\n",
       "      <th>Subjects\\Age</th>\n",
       "      <th>Subjects\\Height (inch)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>19.000000</td>\n",
       "      <td>19.000000</td>\n",
       "      <td>19.000000</td>\n",
       "      <td>19.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>2.618421</td>\n",
       "      <td>77.448421</td>\n",
       "      <td>64.105263</td>\n",
       "      <td>65.842105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.737219</td>\n",
       "      <td>4.540892</td>\n",
       "      <td>11.503114</td>\n",
       "      <td>4.193423</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.370000</td>\n",
       "      <td>71.000000</td>\n",
       "      <td>40.000000</td>\n",
       "      <td>58.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>2.080000</td>\n",
       "      <td>74.000000</td>\n",
       "      <td>55.000000</td>\n",
       "      <td>63.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>2.590000</td>\n",
       "      <td>76.000000</td>\n",
       "      <td>67.000000</td>\n",
       "      <td>65.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>2.970000</td>\n",
       "      <td>80.930000</td>\n",
       "      <td>71.000000</td>\n",
       "      <td>69.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>4.040000</td>\n",
       "      <td>86.000000</td>\n",
       "      <td>84.000000</td>\n",
       "      <td>75.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Endpoints\\FEV1  Endpoints\\Forced Expiratory Volume Ratio  Subjects\\Age  \\\n",
       "count       19.000000                                 19.000000     19.000000   \n",
       "mean         2.618421                                 77.448421     64.105263   \n",
       "std          0.737219                                  4.540892     11.503114   \n",
       "min          1.370000                                 71.000000     40.000000   \n",
       "25%          2.080000                                 74.000000     55.000000   \n",
       "50%          2.590000                                 76.000000     67.000000   \n",
       "75%          2.970000                                 80.930000     71.000000   \n",
       "max          4.040000                                 86.000000     84.000000   \n",
       "\n",
       "       Subjects\\Height (inch)  \n",
       "count               19.000000  \n",
       "mean                65.842105  \n",
       "std                  4.193423  \n",
       "min                 58.000000  \n",
       "25%                 63.000000  \n",
       "50%                 65.000000  \n",
       "75%                 69.000000  \n",
       "max                 75.000000  "
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "obs_df4[control].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Endpoints\\FEV1</th>\n",
       "      <th>Endpoints\\Forced Expiratory Volume Ratio</th>\n",
       "      <th>Subjects\\Age</th>\n",
       "      <th>Subjects\\Height (inch)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>17.000000</td>\n",
       "      <td>17.000000</td>\n",
       "      <td>17.000000</td>\n",
       "      <td>17.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>1.265882</td>\n",
       "      <td>53.523529</td>\n",
       "      <td>65.058824</td>\n",
       "      <td>66.176471</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.594433</td>\n",
       "      <td>9.205130</td>\n",
       "      <td>8.554754</td>\n",
       "      <td>4.530939</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.400000</td>\n",
       "      <td>41.000000</td>\n",
       "      <td>52.000000</td>\n",
       "      <td>58.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.880000</td>\n",
       "      <td>45.000000</td>\n",
       "      <td>59.000000</td>\n",
       "      <td>63.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>1.290000</td>\n",
       "      <td>54.000000</td>\n",
       "      <td>64.000000</td>\n",
       "      <td>66.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>1.640000</td>\n",
       "      <td>58.000000</td>\n",
       "      <td>72.000000</td>\n",
       "      <td>71.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>2.540000</td>\n",
       "      <td>78.000000</td>\n",
       "      <td>79.000000</td>\n",
       "      <td>73.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Endpoints\\FEV1  Endpoints\\Forced Expiratory Volume Ratio  Subjects\\Age  \\\n",
       "count       17.000000                                 17.000000     17.000000   \n",
       "mean         1.265882                                 53.523529     65.058824   \n",
       "std          0.594433                                  9.205130      8.554754   \n",
       "min          0.400000                                 41.000000     52.000000   \n",
       "25%          0.880000                                 45.000000     59.000000   \n",
       "50%          1.290000                                 54.000000     64.000000   \n",
       "75%          1.640000                                 58.000000     72.000000   \n",
       "max          2.540000                                 78.000000     79.000000   \n",
       "\n",
       "       Subjects\\Height (inch)  \n",
       "count               17.000000  \n",
       "mean                66.176471  \n",
       "std                  4.530939  \n",
       "min                 58.000000  \n",
       "25%                 63.000000  \n",
       "50%                 66.000000  \n",
       "75%                 71.000000  \n",
       "max                 73.000000  "
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "obs_df4[treatment].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "(hdHeader, hdRows) = api.get_hd_node_data(study = 'GSE8581',\n",
    "                                          node_name = 'Lung',\n",
    "                                          projection='zscore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "rows = [row.value[0].doubleValue._values for row in hdRows if row.bioMarker != 'null']\n",
    "row_names = [row.bioMarker + \"\\\\\" + row.label for row in hdRows if row.bioMarker != 'null']\n",
    "col_names = [assay.patientId for assay in hdHeader.assay]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>GSE8581GSM213034</th>\n",
       "      <th>GSE8581GSM212811</th>\n",
       "      <th>GSE8581GSM213036</th>\n",
       "      <th>GSE8581GSM212075</th>\n",
       "      <th>GSE8581GSM211008</th>\n",
       "      <th>GSE8581GSM210090</th>\n",
       "      <th>GSE8581GSM212855</th>\n",
       "      <th>GSE8581GSM212070</th>\n",
       "      <th>GSE8581GSM212810</th>\n",
       "      <th>GSE8581GSM210193</th>\n",
       "      <th>...</th>\n",
       "      <th>GSE8581GSM210979</th>\n",
       "      <th>GSE8581GSM213017</th>\n",
       "      <th>GSE8581GSM211007</th>\n",
       "      <th>GSE8581GSM210192</th>\n",
       "      <th>GSE8581GSM213020</th>\n",
       "      <th>GSE8581GSM210994</th>\n",
       "      <th>GSE8581GSM210010</th>\n",
       "      <th>GSE8581GSM210011</th>\n",
       "      <th>GSE8581GSM210007</th>\n",
       "      <th>GSE8581GSM213019</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>KIAA1377\\235956_at</th>\n",
       "      <td>-2.374995e-01</td>\n",
       "      <td>7.941626e-01</td>\n",
       "      <td>0.222018</td>\n",
       "      <td>1.117909</td>\n",
       "      <td>6.363410e-01</td>\n",
       "      <td>-4.181891e-01</td>\n",
       "      <td>-1.823707e+00</td>\n",
       "      <td>1.354521</td>\n",
       "      <td>-2.500000</td>\n",
       "      <td>-2.198561e-02</td>\n",
       "      <td>...</td>\n",
       "      <td>1.234281e+00</td>\n",
       "      <td>-1.578853e-01</td>\n",
       "      <td>0.642150</td>\n",
       "      <td>-0.824503</td>\n",
       "      <td>-1.418721e-01</td>\n",
       "      <td>7.586432e-01</td>\n",
       "      <td>-1.102181e+00</td>\n",
       "      <td>-1.168079e+00</td>\n",
       "      <td>-6.064866e-01</td>\n",
       "      <td>2.864873e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZNF358\\226260_x_at</th>\n",
       "      <td>4.708822e-01</td>\n",
       "      <td>-2.500000e+00</td>\n",
       "      <td>0.551998</td>\n",
       "      <td>0.298824</td>\n",
       "      <td>-7.286189e-01</td>\n",
       "      <td>4.696274e-01</td>\n",
       "      <td>-2.807687e-01</td>\n",
       "      <td>0.299635</td>\n",
       "      <td>-2.500000</td>\n",
       "      <td>-3.315997e-01</td>\n",
       "      <td>...</td>\n",
       "      <td>3.100759e-01</td>\n",
       "      <td>1.628198e-01</td>\n",
       "      <td>0.695030</td>\n",
       "      <td>0.129990</td>\n",
       "      <td>1.036752e-01</td>\n",
       "      <td>-1.037046e+00</td>\n",
       "      <td>-3.647481e-01</td>\n",
       "      <td>3.708714e-01</td>\n",
       "      <td>-3.854062e-01</td>\n",
       "      <td>1.054395e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GPR135\\214503_x_at</th>\n",
       "      <td>6.308876e-02</td>\n",
       "      <td>-1.971560e+00</td>\n",
       "      <td>0.429403</td>\n",
       "      <td>-0.606546</td>\n",
       "      <td>-7.913499e-17</td>\n",
       "      <td>-2.291924e-01</td>\n",
       "      <td>1.167696e+00</td>\n",
       "      <td>1.319348</td>\n",
       "      <td>-2.267266</td>\n",
       "      <td>9.553151e-01</td>\n",
       "      <td>...</td>\n",
       "      <td>5.955446e-01</td>\n",
       "      <td>6.090966e-01</td>\n",
       "      <td>1.238395</td>\n",
       "      <td>-0.078148</td>\n",
       "      <td>9.911758e-01</td>\n",
       "      <td>-7.427790e-01</td>\n",
       "      <td>-7.761581e-02</td>\n",
       "      <td>4.237702e-01</td>\n",
       "      <td>-2.863704e-01</td>\n",
       "      <td>-7.628633e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GPATCH2\\242224_at</th>\n",
       "      <td>1.101496e-01</td>\n",
       "      <td>-3.358226e-01</td>\n",
       "      <td>-0.656001</td>\n",
       "      <td>-0.014406</td>\n",
       "      <td>-2.024513e-01</td>\n",
       "      <td>-1.037138e-02</td>\n",
       "      <td>-1.055835e+00</td>\n",
       "      <td>0.522693</td>\n",
       "      <td>-2.500000</td>\n",
       "      <td>4.395237e-01</td>\n",
       "      <td>...</td>\n",
       "      <td>3.377338e-01</td>\n",
       "      <td>-1.245019e+00</td>\n",
       "      <td>0.809489</td>\n",
       "      <td>0.112782</td>\n",
       "      <td>1.517590e-01</td>\n",
       "      <td>5.940620e-01</td>\n",
       "      <td>-1.477183e-01</td>\n",
       "      <td>-1.779910e-01</td>\n",
       "      <td>1.171425e-01</td>\n",
       "      <td>1.539858e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RPL24\\214143_x_at</th>\n",
       "      <td>1.868383e-01</td>\n",
       "      <td>1.476438e-02</td>\n",
       "      <td>0.003760</td>\n",
       "      <td>-0.026180</td>\n",
       "      <td>5.286380e-02</td>\n",
       "      <td>-2.765255e-15</td>\n",
       "      <td>1.267947e-01</td>\n",
       "      <td>0.125205</td>\n",
       "      <td>-2.500000</td>\n",
       "      <td>-8.126549e-02</td>\n",
       "      <td>...</td>\n",
       "      <td>5.964594e-02</td>\n",
       "      <td>-5.714644e-02</td>\n",
       "      <td>0.044090</td>\n",
       "      <td>-0.187937</td>\n",
       "      <td>1.330189e-01</td>\n",
       "      <td>1.035764e-01</td>\n",
       "      <td>-1.438904e-01</td>\n",
       "      <td>-2.244213e-01</td>\n",
       "      <td>-3.951937e-01</td>\n",
       "      <td>3.198973e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PALM2\\1554640_at</th>\n",
       "      <td>-1.460607e-01</td>\n",
       "      <td>-2.671897e-01</td>\n",
       "      <td>-0.625874</td>\n",
       "      <td>0.321917</td>\n",
       "      <td>-2.148522e+00</td>\n",
       "      <td>-1.406787e+00</td>\n",
       "      <td>1.648780e+00</td>\n",
       "      <td>1.031431</td>\n",
       "      <td>-2.370058</td>\n",
       "      <td>-1.142304e-01</td>\n",
       "      <td>...</td>\n",
       "      <td>7.204935e-01</td>\n",
       "      <td>6.870224e-01</td>\n",
       "      <td>1.292842</td>\n",
       "      <td>-0.257120</td>\n",
       "      <td>5.744479e-01</td>\n",
       "      <td>3.985112e-01</td>\n",
       "      <td>4.682653e-02</td>\n",
       "      <td>2.494825e-01</td>\n",
       "      <td>1.336069e-01</td>\n",
       "      <td>9.463886e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LOC339316\\242084_at</th>\n",
       "      <td>-8.695599e-02</td>\n",
       "      <td>-1.501149e-01</td>\n",
       "      <td>2.208113</td>\n",
       "      <td>-0.725581</td>\n",
       "      <td>1.596191e+00</td>\n",
       "      <td>5.343815e-02</td>\n",
       "      <td>1.648072e-01</td>\n",
       "      <td>0.454762</td>\n",
       "      <td>1.022814</td>\n",
       "      <td>-8.821926e-01</td>\n",
       "      <td>...</td>\n",
       "      <td>1.952618e-01</td>\n",
       "      <td>-6.714563e-01</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>-0.980878</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>4.029939e-01</td>\n",
       "      <td>-8.271509e-01</td>\n",
       "      <td>-6.114075e-01</td>\n",
       "      <td>2.050778e+00</td>\n",
       "      <td>2.693141e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FECH\\203115_at</th>\n",
       "      <td>3.809356e-01</td>\n",
       "      <td>1.352984e-01</td>\n",
       "      <td>-0.442387</td>\n",
       "      <td>-0.219601</td>\n",
       "      <td>3.856423e-01</td>\n",
       "      <td>1.784519e-01</td>\n",
       "      <td>-1.081562e+00</td>\n",
       "      <td>0.720528</td>\n",
       "      <td>-2.500000</td>\n",
       "      <td>2.179938e-01</td>\n",
       "      <td>...</td>\n",
       "      <td>1.106194e+00</td>\n",
       "      <td>-1.906898e-01</td>\n",
       "      <td>0.315945</td>\n",
       "      <td>-0.107265</td>\n",
       "      <td>-4.421974e-01</td>\n",
       "      <td>2.162255e-01</td>\n",
       "      <td>-9.024499e-02</td>\n",
       "      <td>-4.498444e-01</td>\n",
       "      <td>2.732963e-01</td>\n",
       "      <td>6.115749e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KCNJ9\\207527_at</th>\n",
       "      <td>2.446787e-01</td>\n",
       "      <td>-7.501915e-01</td>\n",
       "      <td>0.221697</td>\n",
       "      <td>0.497712</td>\n",
       "      <td>-2.342015e-02</td>\n",
       "      <td>8.869240e-01</td>\n",
       "      <td>-5.943556e-01</td>\n",
       "      <td>0.204983</td>\n",
       "      <td>-2.500000</td>\n",
       "      <td>1.110048e+00</td>\n",
       "      <td>...</td>\n",
       "      <td>7.171176e-01</td>\n",
       "      <td>9.340802e-02</td>\n",
       "      <td>0.381381</td>\n",
       "      <td>-0.367554</td>\n",
       "      <td>-1.282485e-15</td>\n",
       "      <td>5.520371e-01</td>\n",
       "      <td>3.760669e-01</td>\n",
       "      <td>-1.293106e+00</td>\n",
       "      <td>-1.034804e+00</td>\n",
       "      <td>6.951946e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C21orf96\\220918_at</th>\n",
       "      <td>6.877719e-01</td>\n",
       "      <td>4.009709e-01</td>\n",
       "      <td>0.859799</td>\n",
       "      <td>1.189436</td>\n",
       "      <td>-1.291472e+00</td>\n",
       "      <td>-4.096633e-01</td>\n",
       "      <td>-4.467567e-01</td>\n",
       "      <td>0.340609</td>\n",
       "      <td>-2.500000</td>\n",
       "      <td>6.170242e-01</td>\n",
       "      <td>...</td>\n",
       "      <td>1.322267e-01</td>\n",
       "      <td>-2.444516e+00</td>\n",
       "      <td>0.736984</td>\n",
       "      <td>-0.937333</td>\n",
       "      <td>1.411358e-01</td>\n",
       "      <td>-8.504788e-01</td>\n",
       "      <td>1.726166e-02</td>\n",
       "      <td>-4.542636e-01</td>\n",
       "      <td>-8.424365e-01</td>\n",
       "      <td>1.258965e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SAT2\\225272_at</th>\n",
       "      <td>5.220952e-01</td>\n",
       "      <td>3.603069e-01</td>\n",
       "      <td>0.197867</td>\n",
       "      <td>0.709173</td>\n",
       "      <td>-1.437147e-01</td>\n",
       "      <td>6.631793e-01</td>\n",
       "      <td>-5.187783e-01</td>\n",
       "      <td>0.918461</td>\n",
       "      <td>-2.500000</td>\n",
       "      <td>-2.303941e-01</td>\n",
       "      <td>...</td>\n",
       "      <td>-4.467455e-01</td>\n",
       "      <td>-7.023133e-01</td>\n",
       "      <td>-0.510265</td>\n",
       "      <td>0.211429</td>\n",
       "      <td>-1.295257e-02</td>\n",
       "      <td>-7.275942e-01</td>\n",
       "      <td>1.857135e-01</td>\n",
       "      <td>-2.238315e-01</td>\n",
       "      <td>-3.345544e-01</td>\n",
       "      <td>5.608342e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EHD1\\209038_s_at</th>\n",
       "      <td>-1.151206e-01</td>\n",
       "      <td>7.838067e-01</td>\n",
       "      <td>0.384543</td>\n",
       "      <td>0.581821</td>\n",
       "      <td>1.054911e-01</td>\n",
       "      <td>2.080865e-01</td>\n",
       "      <td>7.126174e-01</td>\n",
       "      <td>1.657426</td>\n",
       "      <td>-2.500000</td>\n",
       "      <td>-5.027341e-02</td>\n",
       "      <td>...</td>\n",
       "      <td>2.102385e-01</td>\n",
       "      <td>-9.875349e-01</td>\n",
       "      <td>-1.849258</td>\n",
       "      <td>-0.533168</td>\n",
       "      <td>4.666680e-01</td>\n",
       "      <td>-2.500000e+00</td>\n",
       "      <td>-6.914566e-01</td>\n",
       "      <td>-4.362436e-01</td>\n",
       "      <td>-1.043725e-01</td>\n",
       "      <td>3.922175e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CBLB\\208348_s_at</th>\n",
       "      <td>7.738033e-01</td>\n",
       "      <td>-1.933735e+00</td>\n",
       "      <td>0.082362</td>\n",
       "      <td>0.469809</td>\n",
       "      <td>1.340361e+00</td>\n",
       "      <td>-1.081758e+00</td>\n",
       "      <td>-6.607074e-01</td>\n",
       "      <td>0.263457</td>\n",
       "      <td>-0.694266</td>\n",
       "      <td>1.307891e+00</td>\n",
       "      <td>...</td>\n",
       "      <td>1.983327e+00</td>\n",
       "      <td>8.274782e-01</td>\n",
       "      <td>-0.140937</td>\n",
       "      <td>0.570401</td>\n",
       "      <td>-7.240150e-01</td>\n",
       "      <td>1.757159e-01</td>\n",
       "      <td>-9.647979e-01</td>\n",
       "      <td>5.032972e-01</td>\n",
       "      <td>1.024542e+00</td>\n",
       "      <td>-9.315211e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C20orf85\\229542_at</th>\n",
       "      <td>-2.908508e-03</td>\n",
       "      <td>5.987500e-01</td>\n",
       "      <td>0.254282</td>\n",
       "      <td>0.753694</td>\n",
       "      <td>-6.652577e-01</td>\n",
       "      <td>3.341133e-02</td>\n",
       "      <td>-1.511821e+00</td>\n",
       "      <td>0.860719</td>\n",
       "      <td>-2.485342</td>\n",
       "      <td>-2.410139e-01</td>\n",
       "      <td>...</td>\n",
       "      <td>-8.473255e-16</td>\n",
       "      <td>8.755296e-02</td>\n",
       "      <td>0.088931</td>\n",
       "      <td>-0.375043</td>\n",
       "      <td>2.624213e-01</td>\n",
       "      <td>-6.056148e-02</td>\n",
       "      <td>-1.464985e+00</td>\n",
       "      <td>6.121084e-02</td>\n",
       "      <td>1.220506e-01</td>\n",
       "      <td>-4.128167e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UGGT1\\218257_s_at</th>\n",
       "      <td>1.782258e-01</td>\n",
       "      <td>-1.137344e-01</td>\n",
       "      <td>-0.617899</td>\n",
       "      <td>0.513928</td>\n",
       "      <td>3.984019e-01</td>\n",
       "      <td>6.856900e-01</td>\n",
       "      <td>-1.595056e-01</td>\n",
       "      <td>1.127709</td>\n",
       "      <td>-2.500000</td>\n",
       "      <td>4.515102e-01</td>\n",
       "      <td>...</td>\n",
       "      <td>4.807792e-01</td>\n",
       "      <td>-1.718055e+00</td>\n",
       "      <td>0.321934</td>\n",
       "      <td>-0.424538</td>\n",
       "      <td>7.535896e-02</td>\n",
       "      <td>1.116358e-01</td>\n",
       "      <td>1.440283e-01</td>\n",
       "      <td>2.094979e-03</td>\n",
       "      <td>-8.030938e-02</td>\n",
       "      <td>6.544336e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LOC283585\\1561442_at</th>\n",
       "      <td>-6.699713e-01</td>\n",
       "      <td>-6.624370e-01</td>\n",
       "      <td>0.700004</td>\n",
       "      <td>-2.500000</td>\n",
       "      <td>1.482911e+00</td>\n",
       "      <td>8.532391e-01</td>\n",
       "      <td>4.876661e-02</td>\n",
       "      <td>-0.356320</td>\n",
       "      <td>-2.500000</td>\n",
       "      <td>4.831032e-01</td>\n",
       "      <td>...</td>\n",
       "      <td>3.031844e-01</td>\n",
       "      <td>-1.996948e+00</td>\n",
       "      <td>0.973158</td>\n",
       "      <td>-0.977061</td>\n",
       "      <td>1.243125e+00</td>\n",
       "      <td>9.759445e-01</td>\n",
       "      <td>7.292454e-02</td>\n",
       "      <td>6.582480e-01</td>\n",
       "      <td>3.560563e-01</td>\n",
       "      <td>1.075439e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EMP2\\204975_at</th>\n",
       "      <td>-1.648862e-02</td>\n",
       "      <td>-4.951437e-01</td>\n",
       "      <td>-0.333029</td>\n",
       "      <td>0.105847</td>\n",
       "      <td>2.403381e-02</td>\n",
       "      <td>2.640703e-01</td>\n",
       "      <td>-2.462476e-01</td>\n",
       "      <td>0.435395</td>\n",
       "      <td>-2.500000</td>\n",
       "      <td>-1.813071e-01</td>\n",
       "      <td>...</td>\n",
       "      <td>3.241176e-01</td>\n",
       "      <td>4.882364e-02</td>\n",
       "      <td>0.215725</td>\n",
       "      <td>-0.207513</td>\n",
       "      <td>4.261064e-01</td>\n",
       "      <td>1.583930e-01</td>\n",
       "      <td>-2.786914e-01</td>\n",
       "      <td>-4.835402e-01</td>\n",
       "      <td>-1.116450e-01</td>\n",
       "      <td>2.027803e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LHFP\\218656_s_at</th>\n",
       "      <td>-1.672177e-01</td>\n",
       "      <td>-8.173977e-02</td>\n",
       "      <td>0.082007</td>\n",
       "      <td>-0.039112</td>\n",
       "      <td>2.256442e-01</td>\n",
       "      <td>-1.412568e-15</td>\n",
       "      <td>-1.941996e-01</td>\n",
       "      <td>0.587759</td>\n",
       "      <td>-2.500000</td>\n",
       "      <td>6.075659e-01</td>\n",
       "      <td>...</td>\n",
       "      <td>6.274778e-01</td>\n",
       "      <td>-2.734732e-01</td>\n",
       "      <td>0.124004</td>\n",
       "      <td>0.031477</td>\n",
       "      <td>2.239015e-01</td>\n",
       "      <td>4.204985e-01</td>\n",
       "      <td>2.847553e-02</td>\n",
       "      <td>-6.270991e-01</td>\n",
       "      <td>-2.628937e-01</td>\n",
       "      <td>3.536542e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SNCAIP\\237834_at</th>\n",
       "      <td>4.284552e-01</td>\n",
       "      <td>-1.163575e+00</td>\n",
       "      <td>0.243658</td>\n",
       "      <td>-0.489694</td>\n",
       "      <td>-8.015225e-02</td>\n",
       "      <td>-4.781464e-02</td>\n",
       "      <td>-1.275460e-01</td>\n",
       "      <td>-0.762873</td>\n",
       "      <td>-0.175935</td>\n",
       "      <td>-2.769998e-01</td>\n",
       "      <td>...</td>\n",
       "      <td>4.296933e-01</td>\n",
       "      <td>-2.500000e+00</td>\n",
       "      <td>1.247165</td>\n",
       "      <td>0.317115</td>\n",
       "      <td>4.454265e-01</td>\n",
       "      <td>-1.746180e+00</td>\n",
       "      <td>-6.298814e-01</td>\n",
       "      <td>-7.808986e-01</td>\n",
       "      <td>3.364997e-01</td>\n",
       "      <td>-7.405259e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RDH8\\220683_at</th>\n",
       "      <td>-3.343337e-04</td>\n",
       "      <td>2.719586e-01</td>\n",
       "      <td>-2.500000</td>\n",
       "      <td>0.331118</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>4.078399e-01</td>\n",
       "      <td>-1.036219e+00</td>\n",
       "      <td>0.762181</td>\n",
       "      <td>-2.500000</td>\n",
       "      <td>4.214579e-01</td>\n",
       "      <td>...</td>\n",
       "      <td>-6.652780e-01</td>\n",
       "      <td>-2.310751e+00</td>\n",
       "      <td>1.231245</td>\n",
       "      <td>0.406053</td>\n",
       "      <td>2.393105e-01</td>\n",
       "      <td>1.022069e+00</td>\n",
       "      <td>-9.697710e-01</td>\n",
       "      <td>-1.266995e+00</td>\n",
       "      <td>1.571626e-01</td>\n",
       "      <td>7.023662e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SRSF4\\239512_at</th>\n",
       "      <td>3.433336e-02</td>\n",
       "      <td>-1.190874e+00</td>\n",
       "      <td>-0.029209</td>\n",
       "      <td>0.606425</td>\n",
       "      <td>4.751952e-01</td>\n",
       "      <td>2.473199e-01</td>\n",
       "      <td>-9.144223e-02</td>\n",
       "      <td>0.660245</td>\n",
       "      <td>-2.500000</td>\n",
       "      <td>1.593003e-02</td>\n",
       "      <td>...</td>\n",
       "      <td>8.720908e-01</td>\n",
       "      <td>-7.960976e-01</td>\n",
       "      <td>0.753250</td>\n",
       "      <td>0.027204</td>\n",
       "      <td>5.499334e-01</td>\n",
       "      <td>7.468201e-01</td>\n",
       "      <td>1.441688e-01</td>\n",
       "      <td>3.253595e-02</td>\n",
       "      <td>5.998565e-01</td>\n",
       "      <td>7.623570e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ACTB\\213867_x_at</th>\n",
       "      <td>3.806367e-01</td>\n",
       "      <td>-2.437849e-02</td>\n",
       "      <td>0.235402</td>\n",
       "      <td>0.203462</td>\n",
       "      <td>-8.948707e-02</td>\n",
       "      <td>7.836163e-02</td>\n",
       "      <td>3.256786e-01</td>\n",
       "      <td>0.262792</td>\n",
       "      <td>-2.500000</td>\n",
       "      <td>-6.313343e-02</td>\n",
       "      <td>...</td>\n",
       "      <td>-3.470505e-14</td>\n",
       "      <td>1.877330e-01</td>\n",
       "      <td>0.066712</td>\n",
       "      <td>-0.231704</td>\n",
       "      <td>3.914000e-01</td>\n",
       "      <td>-1.944697e-01</td>\n",
       "      <td>-3.105753e-01</td>\n",
       "      <td>-1.443515e-01</td>\n",
       "      <td>-3.226865e-01</td>\n",
       "      <td>3.269460e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FAM182B\\215487_x_at</th>\n",
       "      <td>-7.827940e-01</td>\n",
       "      <td>-1.743531e+00</td>\n",
       "      <td>1.542259</td>\n",
       "      <td>-0.815641</td>\n",
       "      <td>7.408833e-01</td>\n",
       "      <td>8.590252e-01</td>\n",
       "      <td>-5.966756e-01</td>\n",
       "      <td>0.922570</td>\n",
       "      <td>-0.327944</td>\n",
       "      <td>-1.910653e-01</td>\n",
       "      <td>...</td>\n",
       "      <td>2.551106e-15</td>\n",
       "      <td>-1.221011e+00</td>\n",
       "      <td>0.357840</td>\n",
       "      <td>-0.717567</td>\n",
       "      <td>-1.581761e+00</td>\n",
       "      <td>5.548705e-01</td>\n",
       "      <td>1.118574e+00</td>\n",
       "      <td>4.014430e-01</td>\n",
       "      <td>6.299936e-01</td>\n",
       "      <td>-7.558542e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C6orf108\\213871_s_at</th>\n",
       "      <td>1.283673e+00</td>\n",
       "      <td>-8.853416e-01</td>\n",
       "      <td>-0.148429</td>\n",
       "      <td>-0.091426</td>\n",
       "      <td>1.303612e+00</td>\n",
       "      <td>9.460156e-01</td>\n",
       "      <td>-9.347134e-01</td>\n",
       "      <td>-0.421391</td>\n",
       "      <td>-1.730166</td>\n",
       "      <td>2.410012e-01</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.440800e-01</td>\n",
       "      <td>1.992118e-01</td>\n",
       "      <td>1.008553</td>\n",
       "      <td>1.869795</td>\n",
       "      <td>2.182196e-01</td>\n",
       "      <td>4.145624e-16</td>\n",
       "      <td>-3.242178e-02</td>\n",
       "      <td>-1.134264e-01</td>\n",
       "      <td>-3.916806e-01</td>\n",
       "      <td>-1.043065e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CSRNP2\\225042_s_at</th>\n",
       "      <td>4.124055e-01</td>\n",
       "      <td>-8.381178e-01</td>\n",
       "      <td>0.435375</td>\n",
       "      <td>0.529975</td>\n",
       "      <td>1.396664e-01</td>\n",
       "      <td>3.393898e-02</td>\n",
       "      <td>3.863428e-01</td>\n",
       "      <td>0.942473</td>\n",
       "      <td>-2.500000</td>\n",
       "      <td>1.824226e-01</td>\n",
       "      <td>...</td>\n",
       "      <td>-2.157490e-01</td>\n",
       "      <td>-3.603765e-01</td>\n",
       "      <td>0.423193</td>\n",
       "      <td>0.130419</td>\n",
       "      <td>2.230886e-01</td>\n",
       "      <td>-1.696119e-01</td>\n",
       "      <td>-2.235140e-15</td>\n",
       "      <td>-6.171768e-03</td>\n",
       "      <td>3.178128e-01</td>\n",
       "      <td>7.780457e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SLCO2B1\\203473_at</th>\n",
       "      <td>8.176764e-01</td>\n",
       "      <td>-2.952853e-02</td>\n",
       "      <td>0.454380</td>\n",
       "      <td>0.590203</td>\n",
       "      <td>1.299635e-01</td>\n",
       "      <td>3.416065e-01</td>\n",
       "      <td>-3.586638e-01</td>\n",
       "      <td>0.675063</td>\n",
       "      <td>-2.500000</td>\n",
       "      <td>-1.824153e-01</td>\n",
       "      <td>...</td>\n",
       "      <td>-3.013392e-01</td>\n",
       "      <td>-1.904205e-01</td>\n",
       "      <td>0.384603</td>\n",
       "      <td>0.289718</td>\n",
       "      <td>3.438642e-01</td>\n",
       "      <td>-3.036421e-01</td>\n",
       "      <td>-2.657001e-01</td>\n",
       "      <td>1.615090e-01</td>\n",
       "      <td>5.801628e-02</td>\n",
       "      <td>6.904673e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MYNN\\237510_at</th>\n",
       "      <td>-8.085378e-01</td>\n",
       "      <td>-2.362796e+00</td>\n",
       "      <td>-0.099629</td>\n",
       "      <td>-0.447579</td>\n",
       "      <td>9.998493e-01</td>\n",
       "      <td>-7.860182e-02</td>\n",
       "      <td>2.155692e-01</td>\n",
       "      <td>0.385779</td>\n",
       "      <td>-1.658656</td>\n",
       "      <td>2.851661e-01</td>\n",
       "      <td>...</td>\n",
       "      <td>8.639631e-01</td>\n",
       "      <td>-1.698898e-01</td>\n",
       "      <td>0.028395</td>\n",
       "      <td>0.537210</td>\n",
       "      <td>2.123092e-01</td>\n",
       "      <td>2.644444e-01</td>\n",
       "      <td>-8.311871e-01</td>\n",
       "      <td>-4.848538e-02</td>\n",
       "      <td>-1.477602e-01</td>\n",
       "      <td>8.573179e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NAP1L1\\208752_x_at</th>\n",
       "      <td>9.602593e-02</td>\n",
       "      <td>7.153991e-02</td>\n",
       "      <td>-0.160236</td>\n",
       "      <td>0.107609</td>\n",
       "      <td>2.225467e-01</td>\n",
       "      <td>1.687107e-01</td>\n",
       "      <td>-3.239409e-02</td>\n",
       "      <td>0.271276</td>\n",
       "      <td>-2.500000</td>\n",
       "      <td>1.624003e-01</td>\n",
       "      <td>...</td>\n",
       "      <td>1.767542e-01</td>\n",
       "      <td>-3.788714e-01</td>\n",
       "      <td>0.297318</td>\n",
       "      <td>-0.034827</td>\n",
       "      <td>3.441874e-01</td>\n",
       "      <td>2.408059e-01</td>\n",
       "      <td>-1.646946e-01</td>\n",
       "      <td>-1.708129e-03</td>\n",
       "      <td>-2.785391e-01</td>\n",
       "      <td>4.158654e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ADAM28\\205997_at</th>\n",
       "      <td>1.772528e-01</td>\n",
       "      <td>1.117742e+00</td>\n",
       "      <td>-0.731367</td>\n",
       "      <td>1.274166</td>\n",
       "      <td>1.885729e-01</td>\n",
       "      <td>2.602659e-01</td>\n",
       "      <td>-1.066456e+00</td>\n",
       "      <td>0.863145</td>\n",
       "      <td>-2.500000</td>\n",
       "      <td>-1.823998e-01</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.079184e+00</td>\n",
       "      <td>3.550066e-01</td>\n",
       "      <td>-2.500000</td>\n",
       "      <td>0.006168</td>\n",
       "      <td>8.469244e-01</td>\n",
       "      <td>-7.686321e-02</td>\n",
       "      <td>-8.059085e-01</td>\n",
       "      <td>5.649578e-02</td>\n",
       "      <td>-9.739542e-01</td>\n",
       "      <td>-1.514475e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LOC100507248\\235236_at</th>\n",
       "      <td>-1.072643e+00</td>\n",
       "      <td>4.594174e-01</td>\n",
       "      <td>-0.927991</td>\n",
       "      <td>-0.655609</td>\n",
       "      <td>-7.862437e-01</td>\n",
       "      <td>-2.286303e+00</td>\n",
       "      <td>-5.365266e-02</td>\n",
       "      <td>-2.491841</td>\n",
       "      <td>-1.202169</td>\n",
       "      <td>1.742903e-15</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.297602e+00</td>\n",
       "      <td>1.865324e-01</td>\n",
       "      <td>-0.693526</td>\n",
       "      <td>-1.443704</td>\n",
       "      <td>2.288546e-02</td>\n",
       "      <td>7.171869e-01</td>\n",
       "      <td>-3.005735e-01</td>\n",
       "      <td>4.729783e-02</td>\n",
       "      <td>-1.715550e+00</td>\n",
       "      <td>5.227358e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PHF8\\238837_at</th>\n",
       "      <td>-2.947776e-01</td>\n",
       "      <td>-2.915566e-01</td>\n",
       "      <td>-0.060843</td>\n",
       "      <td>-0.705987</td>\n",
       "      <td>-2.392442e-01</td>\n",
       "      <td>-4.892896e-01</td>\n",
       "      <td>-6.090763e-01</td>\n",
       "      <td>1.377218</td>\n",
       "      <td>-1.571625</td>\n",
       "      <td>1.116291e-01</td>\n",
       "      <td>...</td>\n",
       "      <td>9.266539e-01</td>\n",
       "      <td>-3.207794e-01</td>\n",
       "      <td>1.748153</td>\n",
       "      <td>0.145365</td>\n",
       "      <td>8.748371e-03</td>\n",
       "      <td>9.995139e-01</td>\n",
       "      <td>-8.309919e-01</td>\n",
       "      <td>-4.290229e-01</td>\n",
       "      <td>-5.363052e-01</td>\n",
       "      <td>7.551622e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C9orf96\\1554787_at</th>\n",
       "      <td>1.149944e+00</td>\n",
       "      <td>-9.559984e-01</td>\n",
       "      <td>-0.343755</td>\n",
       "      <td>-1.705164</td>\n",
       "      <td>1.327615e+00</td>\n",
       "      <td>1.246688e+00</td>\n",
       "      <td>-1.392792e-01</td>\n",
       "      <td>-0.472804</td>\n",
       "      <td>-0.277043</td>\n",
       "      <td>5.783098e-01</td>\n",
       "      <td>...</td>\n",
       "      <td>-7.369633e-01</td>\n",
       "      <td>4.219920e-01</td>\n",
       "      <td>1.099040</td>\n",
       "      <td>-0.259896</td>\n",
       "      <td>3.860776e-01</td>\n",
       "      <td>-6.389184e-01</td>\n",
       "      <td>2.974728e-01</td>\n",
       "      <td>6.941508e-01</td>\n",
       "      <td>8.204310e-01</td>\n",
       "      <td>-1.153295e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TNPO2\\210585_s_at</th>\n",
       "      <td>8.415549e-01</td>\n",
       "      <td>-1.558058e+00</td>\n",
       "      <td>-0.108350</td>\n",
       "      <td>1.293719</td>\n",
       "      <td>2.108132e-01</td>\n",
       "      <td>1.376872e+00</td>\n",
       "      <td>6.629526e-01</td>\n",
       "      <td>1.427286</td>\n",
       "      <td>-2.259321</td>\n",
       "      <td>-4.671707e-01</td>\n",
       "      <td>...</td>\n",
       "      <td>-6.485810e-01</td>\n",
       "      <td>-7.156987e-01</td>\n",
       "      <td>-0.157029</td>\n",
       "      <td>0.966534</td>\n",
       "      <td>1.498387e-01</td>\n",
       "      <td>-6.615023e-01</td>\n",
       "      <td>-5.128144e-01</td>\n",
       "      <td>-2.662810e-02</td>\n",
       "      <td>2.944100e-01</td>\n",
       "      <td>5.898351e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FLJ31485\\239569_at</th>\n",
       "      <td>-5.540852e-01</td>\n",
       "      <td>-1.379922e+00</td>\n",
       "      <td>0.198699</td>\n",
       "      <td>-0.409129</td>\n",
       "      <td>-1.486759e+00</td>\n",
       "      <td>6.456342e-01</td>\n",
       "      <td>-3.645415e-01</td>\n",
       "      <td>0.323915</td>\n",
       "      <td>-2.500000</td>\n",
       "      <td>3.639542e-01</td>\n",
       "      <td>...</td>\n",
       "      <td>-2.603269e-15</td>\n",
       "      <td>-1.020649e+00</td>\n",
       "      <td>1.020018</td>\n",
       "      <td>0.373374</td>\n",
       "      <td>5.062770e-01</td>\n",
       "      <td>-1.502273e-01</td>\n",
       "      <td>3.419281e-01</td>\n",
       "      <td>6.765752e-02</td>\n",
       "      <td>3.784114e-01</td>\n",
       "      <td>-1.268814e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PUM1\\201164_s_at</th>\n",
       "      <td>3.616000e-01</td>\n",
       "      <td>-8.103959e-02</td>\n",
       "      <td>-0.073435</td>\n",
       "      <td>0.156986</td>\n",
       "      <td>3.594612e-01</td>\n",
       "      <td>5.380874e-02</td>\n",
       "      <td>-4.399876e-01</td>\n",
       "      <td>0.345643</td>\n",
       "      <td>-2.500000</td>\n",
       "      <td>-2.482161e-01</td>\n",
       "      <td>...</td>\n",
       "      <td>5.972622e-01</td>\n",
       "      <td>-2.876168e-01</td>\n",
       "      <td>0.429244</td>\n",
       "      <td>-0.091790</td>\n",
       "      <td>6.488431e-01</td>\n",
       "      <td>5.650431e-01</td>\n",
       "      <td>-5.263984e-01</td>\n",
       "      <td>-5.719179e-01</td>\n",
       "      <td>-4.366248e-01</td>\n",
       "      <td>6.478936e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>COX4I1\\202698_x_at</th>\n",
       "      <td>4.272540e-01</td>\n",
       "      <td>1.905541e-01</td>\n",
       "      <td>0.160764</td>\n",
       "      <td>0.231704</td>\n",
       "      <td>-2.588752e-01</td>\n",
       "      <td>2.185515e-01</td>\n",
       "      <td>1.461314e-01</td>\n",
       "      <td>0.416512</td>\n",
       "      <td>-2.500000</td>\n",
       "      <td>-4.172664e-02</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.665304e-01</td>\n",
       "      <td>-4.477226e-02</td>\n",
       "      <td>0.132276</td>\n",
       "      <td>-0.099144</td>\n",
       "      <td>3.437716e-01</td>\n",
       "      <td>1.535771e-02</td>\n",
       "      <td>-1.547498e-01</td>\n",
       "      <td>-1.107080e-01</td>\n",
       "      <td>-1.705950e-02</td>\n",
       "      <td>4.616539e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IZUMO4\\215734_at</th>\n",
       "      <td>9.570135e-01</td>\n",
       "      <td>-8.113009e-01</td>\n",
       "      <td>0.330161</td>\n",
       "      <td>0.648157</td>\n",
       "      <td>6.302402e-01</td>\n",
       "      <td>5.921951e-01</td>\n",
       "      <td>5.853311e-01</td>\n",
       "      <td>0.311937</td>\n",
       "      <td>-2.500000</td>\n",
       "      <td>-7.680267e-01</td>\n",
       "      <td>...</td>\n",
       "      <td>-5.166969e-01</td>\n",
       "      <td>8.629959e-02</td>\n",
       "      <td>-1.336871</td>\n",
       "      <td>0.426588</td>\n",
       "      <td>-1.975528e-02</td>\n",
       "      <td>-2.494942e-01</td>\n",
       "      <td>-2.396816e-01</td>\n",
       "      <td>1.031394e+00</td>\n",
       "      <td>7.834997e-03</td>\n",
       "      <td>8.988842e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TPSAB1\\216485_s_at</th>\n",
       "      <td>-6.078397e-01</td>\n",
       "      <td>1.184266e+00</td>\n",
       "      <td>0.983453</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>1.250009e+00</td>\n",
       "      <td>-5.077744e-01</td>\n",
       "      <td>1.048912e+00</td>\n",
       "      <td>1.714357</td>\n",
       "      <td>-0.355648</td>\n",
       "      <td>-2.467265e-02</td>\n",
       "      <td>...</td>\n",
       "      <td>-4.449256e-01</td>\n",
       "      <td>-5.165284e-01</td>\n",
       "      <td>0.478172</td>\n",
       "      <td>-0.708736</td>\n",
       "      <td>-1.101193e-01</td>\n",
       "      <td>9.643122e-01</td>\n",
       "      <td>-1.608353e-01</td>\n",
       "      <td>1.718105e-01</td>\n",
       "      <td>-8.349604e-01</td>\n",
       "      <td>7.185777e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LMAN1L\\220420_at</th>\n",
       "      <td>-3.930113e-01</td>\n",
       "      <td>1.297623e+00</td>\n",
       "      <td>-0.190354</td>\n",
       "      <td>1.930165</td>\n",
       "      <td>1.658784e+00</td>\n",
       "      <td>5.384069e-03</td>\n",
       "      <td>-3.424678e-01</td>\n",
       "      <td>-0.334402</td>\n",
       "      <td>0.136873</td>\n",
       "      <td>-6.443848e-02</td>\n",
       "      <td>...</td>\n",
       "      <td>1.369716e+00</td>\n",
       "      <td>-1.247334e+00</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>-0.578041</td>\n",
       "      <td>5.389191e-01</td>\n",
       "      <td>5.576721e-01</td>\n",
       "      <td>2.955870e-01</td>\n",
       "      <td>3.838427e-01</td>\n",
       "      <td>-4.748444e-01</td>\n",
       "      <td>8.219235e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LY6K\\223687_s_at</th>\n",
       "      <td>-1.461647e+00</td>\n",
       "      <td>-2.265928e-02</td>\n",
       "      <td>0.145340</td>\n",
       "      <td>0.641209</td>\n",
       "      <td>1.941769e-01</td>\n",
       "      <td>-1.522822e+00</td>\n",
       "      <td>7.950834e-01</td>\n",
       "      <td>0.541757</td>\n",
       "      <td>-2.044659</td>\n",
       "      <td>1.781366e-01</td>\n",
       "      <td>...</td>\n",
       "      <td>3.818696e-01</td>\n",
       "      <td>-1.102716e+00</td>\n",
       "      <td>0.495548</td>\n",
       "      <td>-0.542092</td>\n",
       "      <td>-1.535721e+00</td>\n",
       "      <td>5.965487e-01</td>\n",
       "      <td>2.741282e-01</td>\n",
       "      <td>-5.391458e-01</td>\n",
       "      <td>-1.108703e-15</td>\n",
       "      <td>-1.547624e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ACAD10\\238655_at</th>\n",
       "      <td>3.744543e-01</td>\n",
       "      <td>-2.191149e+00</td>\n",
       "      <td>0.452272</td>\n",
       "      <td>-2.198740</td>\n",
       "      <td>-1.868530e-01</td>\n",
       "      <td>5.587617e-01</td>\n",
       "      <td>3.074604e-15</td>\n",
       "      <td>0.222280</td>\n",
       "      <td>-2.500000</td>\n",
       "      <td>7.626799e-02</td>\n",
       "      <td>...</td>\n",
       "      <td>1.423953e-01</td>\n",
       "      <td>-4.586533e-01</td>\n",
       "      <td>0.768854</td>\n",
       "      <td>0.201477</td>\n",
       "      <td>1.869591e-01</td>\n",
       "      <td>6.070856e-01</td>\n",
       "      <td>-5.366020e-01</td>\n",
       "      <td>-2.556770e-01</td>\n",
       "      <td>2.514190e-02</td>\n",
       "      <td>4.341299e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TIMM22\\219184_x_at</th>\n",
       "      <td>1.860355e-01</td>\n",
       "      <td>-4.626873e-01</td>\n",
       "      <td>0.259960</td>\n",
       "      <td>0.374713</td>\n",
       "      <td>5.352339e-01</td>\n",
       "      <td>-3.145453e-02</td>\n",
       "      <td>-1.147574e+00</td>\n",
       "      <td>0.528904</td>\n",
       "      <td>-2.500000</td>\n",
       "      <td>1.228076e-01</td>\n",
       "      <td>...</td>\n",
       "      <td>7.864175e-01</td>\n",
       "      <td>-1.967618e-01</td>\n",
       "      <td>0.741393</td>\n",
       "      <td>-0.230203</td>\n",
       "      <td>4.937277e-01</td>\n",
       "      <td>8.848425e-16</td>\n",
       "      <td>-1.197899e+00</td>\n",
       "      <td>-6.914155e-01</td>\n",
       "      <td>-4.348508e-01</td>\n",
       "      <td>2.612987e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HUS1\\217618_x_at</th>\n",
       "      <td>-3.573032e-01</td>\n",
       "      <td>-7.975662e-01</td>\n",
       "      <td>1.097615</td>\n",
       "      <td>0.183515</td>\n",
       "      <td>6.254582e-01</td>\n",
       "      <td>1.400126e+00</td>\n",
       "      <td>-8.121844e-01</td>\n",
       "      <td>0.702328</td>\n",
       "      <td>-2.500000</td>\n",
       "      <td>9.160469e-01</td>\n",
       "      <td>...</td>\n",
       "      <td>6.075843e-01</td>\n",
       "      <td>9.858510e-02</td>\n",
       "      <td>0.306931</td>\n",
       "      <td>0.394713</td>\n",
       "      <td>4.329534e-01</td>\n",
       "      <td>9.430008e-01</td>\n",
       "      <td>2.014285e-01</td>\n",
       "      <td>6.965350e-01</td>\n",
       "      <td>6.140034e-01</td>\n",
       "      <td>2.169261e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EPHA7\\206852_at</th>\n",
       "      <td>9.453371e-01</td>\n",
       "      <td>1.055212e+00</td>\n",
       "      <td>1.330655</td>\n",
       "      <td>-1.462244</td>\n",
       "      <td>9.950828e-01</td>\n",
       "      <td>6.651014e-01</td>\n",
       "      <td>1.403666e+00</td>\n",
       "      <td>-0.917735</td>\n",
       "      <td>-2.025684</td>\n",
       "      <td>1.031804e+00</td>\n",
       "      <td>...</td>\n",
       "      <td>1.284141e+00</td>\n",
       "      <td>1.716224e-01</td>\n",
       "      <td>-0.295550</td>\n",
       "      <td>-0.472820</td>\n",
       "      <td>5.728688e-01</td>\n",
       "      <td>-7.848282e-01</td>\n",
       "      <td>1.158740e+00</td>\n",
       "      <td>-1.160183e+00</td>\n",
       "      <td>7.239862e-01</td>\n",
       "      <td>1.487858e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CSH1\\208069_x_at</th>\n",
       "      <td>8.291225e-01</td>\n",
       "      <td>3.785826e-01</td>\n",
       "      <td>0.508698</td>\n",
       "      <td>-0.611269</td>\n",
       "      <td>6.796478e-01</td>\n",
       "      <td>6.744793e-01</td>\n",
       "      <td>-5.521105e-01</td>\n",
       "      <td>-0.501059</td>\n",
       "      <td>-1.350985</td>\n",
       "      <td>-7.695647e-01</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.704326e-01</td>\n",
       "      <td>-1.103740e-01</td>\n",
       "      <td>1.161543</td>\n",
       "      <td>-0.046680</td>\n",
       "      <td>2.500000e+00</td>\n",
       "      <td>-7.618032e-02</td>\n",
       "      <td>1.701280e+00</td>\n",
       "      <td>-4.317074e-01</td>\n",
       "      <td>-1.565720e-01</td>\n",
       "      <td>9.939125e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FMNL2\\242665_at</th>\n",
       "      <td>-4.044236e-02</td>\n",
       "      <td>-5.865016e-01</td>\n",
       "      <td>0.694424</td>\n",
       "      <td>-0.088772</td>\n",
       "      <td>4.113713e-01</td>\n",
       "      <td>8.806274e-02</td>\n",
       "      <td>-1.591566e+00</td>\n",
       "      <td>-0.115378</td>\n",
       "      <td>-2.500000</td>\n",
       "      <td>6.792634e-01</td>\n",
       "      <td>...</td>\n",
       "      <td>3.431706e-01</td>\n",
       "      <td>-8.605117e-01</td>\n",
       "      <td>0.268740</td>\n",
       "      <td>0.598927</td>\n",
       "      <td>-6.343997e-01</td>\n",
       "      <td>3.910055e-01</td>\n",
       "      <td>1.036978e+00</td>\n",
       "      <td>1.723116e-01</td>\n",
       "      <td>3.036245e-01</td>\n",
       "      <td>-3.656789e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PUS3\\221277_s_at</th>\n",
       "      <td>1.923533e-01</td>\n",
       "      <td>4.075534e-01</td>\n",
       "      <td>-0.082974</td>\n",
       "      <td>0.539869</td>\n",
       "      <td>2.213191e-01</td>\n",
       "      <td>4.199566e-01</td>\n",
       "      <td>-5.393975e-01</td>\n",
       "      <td>0.568746</td>\n",
       "      <td>-2.500000</td>\n",
       "      <td>-8.174332e-02</td>\n",
       "      <td>...</td>\n",
       "      <td>4.791909e-01</td>\n",
       "      <td>-4.053745e-01</td>\n",
       "      <td>-0.244712</td>\n",
       "      <td>-0.093528</td>\n",
       "      <td>-1.603453e-01</td>\n",
       "      <td>2.567217e-01</td>\n",
       "      <td>1.749341e-01</td>\n",
       "      <td>-8.780012e-02</td>\n",
       "      <td>-4.179677e-01</td>\n",
       "      <td>6.323481e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CELF4\\231220_at</th>\n",
       "      <td>1.376934e-02</td>\n",
       "      <td>-6.964947e-01</td>\n",
       "      <td>1.562912</td>\n",
       "      <td>1.683338</td>\n",
       "      <td>3.190191e-03</td>\n",
       "      <td>1.506210e+00</td>\n",
       "      <td>-6.010970e-01</td>\n",
       "      <td>2.389317</td>\n",
       "      <td>-0.016451</td>\n",
       "      <td>-4.306440e-01</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.978729e-01</td>\n",
       "      <td>-5.503310e-01</td>\n",
       "      <td>0.073438</td>\n",
       "      <td>1.548142</td>\n",
       "      <td>3.880176e-02</td>\n",
       "      <td>2.120659e+00</td>\n",
       "      <td>1.215759e+00</td>\n",
       "      <td>-8.241560e-02</td>\n",
       "      <td>-9.420770e-01</td>\n",
       "      <td>-4.496815e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RBM6\\228030_at</th>\n",
       "      <td>4.779255e-01</td>\n",
       "      <td>2.041114e-01</td>\n",
       "      <td>0.923409</td>\n",
       "      <td>0.414006</td>\n",
       "      <td>8.910700e-01</td>\n",
       "      <td>-1.997272e-01</td>\n",
       "      <td>-6.127431e-01</td>\n",
       "      <td>0.487421</td>\n",
       "      <td>-2.500000</td>\n",
       "      <td>1.069007e-01</td>\n",
       "      <td>...</td>\n",
       "      <td>5.565498e-01</td>\n",
       "      <td>3.281905e-01</td>\n",
       "      <td>0.694981</td>\n",
       "      <td>-0.560279</td>\n",
       "      <td>3.989280e-01</td>\n",
       "      <td>1.095893e+00</td>\n",
       "      <td>-8.442382e-01</td>\n",
       "      <td>-8.199109e-01</td>\n",
       "      <td>-9.166730e-02</td>\n",
       "      <td>6.334560e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AVIL\\233333_x_at</th>\n",
       "      <td>-9.783464e-01</td>\n",
       "      <td>-8.856929e-01</td>\n",
       "      <td>0.766268</td>\n",
       "      <td>0.590044</td>\n",
       "      <td>8.821904e-01</td>\n",
       "      <td>6.341817e-15</td>\n",
       "      <td>-6.550214e-01</td>\n",
       "      <td>1.043906</td>\n",
       "      <td>-2.500000</td>\n",
       "      <td>-9.072674e-02</td>\n",
       "      <td>...</td>\n",
       "      <td>9.266262e-01</td>\n",
       "      <td>-2.048787e+00</td>\n",
       "      <td>1.667175</td>\n",
       "      <td>0.164728</td>\n",
       "      <td>4.518892e-02</td>\n",
       "      <td>-2.652245e-01</td>\n",
       "      <td>-1.004089e-01</td>\n",
       "      <td>-5.809123e-01</td>\n",
       "      <td>-7.326943e-01</td>\n",
       "      <td>9.717940e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MON1B\\233557_s_at</th>\n",
       "      <td>8.810125e-01</td>\n",
       "      <td>-8.945361e-01</td>\n",
       "      <td>0.859893</td>\n",
       "      <td>1.026511</td>\n",
       "      <td>-1.432378e-01</td>\n",
       "      <td>1.829283e-15</td>\n",
       "      <td>6.114901e-01</td>\n",
       "      <td>1.870331</td>\n",
       "      <td>-2.500000</td>\n",
       "      <td>-3.662924e-01</td>\n",
       "      <td>...</td>\n",
       "      <td>-5.728325e-02</td>\n",
       "      <td>-2.661090e-02</td>\n",
       "      <td>1.288685</td>\n",
       "      <td>0.026459</td>\n",
       "      <td>9.216581e-01</td>\n",
       "      <td>-1.923043e-01</td>\n",
       "      <td>1.823643e-01</td>\n",
       "      <td>7.080469e-01</td>\n",
       "      <td>-6.358982e-02</td>\n",
       "      <td>5.178159e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CLLU1\\1558185_at</th>\n",
       "      <td>1.430754e+00</td>\n",
       "      <td>1.600067e+00</td>\n",
       "      <td>0.205752</td>\n",
       "      <td>1.844058</td>\n",
       "      <td>1.180818e+00</td>\n",
       "      <td>-7.810344e-01</td>\n",
       "      <td>1.170296e+00</td>\n",
       "      <td>1.839945</td>\n",
       "      <td>0.358849</td>\n",
       "      <td>1.499494e+00</td>\n",
       "      <td>...</td>\n",
       "      <td>-8.249987e-01</td>\n",
       "      <td>1.817452e+00</td>\n",
       "      <td>0.213771</td>\n",
       "      <td>-1.334990</td>\n",
       "      <td>-6.085725e-01</td>\n",
       "      <td>-6.868481e-01</td>\n",
       "      <td>1.461691e+00</td>\n",
       "      <td>-3.411989e-01</td>\n",
       "      <td>1.006889e+00</td>\n",
       "      <td>-4.339588e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KTN1\\214709_s_at</th>\n",
       "      <td>3.844828e-02</td>\n",
       "      <td>-1.179759e-01</td>\n",
       "      <td>0.128939</td>\n",
       "      <td>-0.142158</td>\n",
       "      <td>6.254535e-01</td>\n",
       "      <td>3.115187e-01</td>\n",
       "      <td>-5.017092e-01</td>\n",
       "      <td>0.439360</td>\n",
       "      <td>-2.500000</td>\n",
       "      <td>1.275202e-01</td>\n",
       "      <td>...</td>\n",
       "      <td>6.770990e-01</td>\n",
       "      <td>-4.167230e-01</td>\n",
       "      <td>0.304909</td>\n",
       "      <td>-0.190950</td>\n",
       "      <td>3.769602e-01</td>\n",
       "      <td>2.094832e-01</td>\n",
       "      <td>-1.297410e-01</td>\n",
       "      <td>-1.386177e-01</td>\n",
       "      <td>-3.966711e-01</td>\n",
       "      <td>4.634931e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KRTAP4-7\\216810_at</th>\n",
       "      <td>1.320582e-01</td>\n",
       "      <td>-3.909804e-01</td>\n",
       "      <td>0.371147</td>\n",
       "      <td>-1.050310</td>\n",
       "      <td>2.146137e-01</td>\n",
       "      <td>-1.459212e-01</td>\n",
       "      <td>1.285379e+00</td>\n",
       "      <td>0.313965</td>\n",
       "      <td>-0.859916</td>\n",
       "      <td>2.764068e-01</td>\n",
       "      <td>...</td>\n",
       "      <td>7.241434e-01</td>\n",
       "      <td>-6.335071e-02</td>\n",
       "      <td>1.508098</td>\n",
       "      <td>-0.823065</td>\n",
       "      <td>1.238118e+00</td>\n",
       "      <td>-1.143154e-01</td>\n",
       "      <td>-5.926425e-02</td>\n",
       "      <td>1.169225e+00</td>\n",
       "      <td>3.633507e-01</td>\n",
       "      <td>-4.482008e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RBKS\\219222_at</th>\n",
       "      <td>8.771964e-01</td>\n",
       "      <td>6.335409e-01</td>\n",
       "      <td>0.379687</td>\n",
       "      <td>1.048153</td>\n",
       "      <td>-3.290674e-01</td>\n",
       "      <td>-6.103011e-01</td>\n",
       "      <td>2.530613e-01</td>\n",
       "      <td>1.375255</td>\n",
       "      <td>-2.500000</td>\n",
       "      <td>-6.246420e-01</td>\n",
       "      <td>...</td>\n",
       "      <td>1.816752e-01</td>\n",
       "      <td>4.958249e-02</td>\n",
       "      <td>0.869107</td>\n",
       "      <td>-0.619181</td>\n",
       "      <td>6.231288e-01</td>\n",
       "      <td>5.711128e-01</td>\n",
       "      <td>-4.304674e-01</td>\n",
       "      <td>4.280768e-01</td>\n",
       "      <td>-9.638054e-01</td>\n",
       "      <td>8.646066e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LOC100506621\\227061_at</th>\n",
       "      <td>-9.809685e-02</td>\n",
       "      <td>1.704357e-02</td>\n",
       "      <td>1.378401</td>\n",
       "      <td>0.101114</td>\n",
       "      <td>-3.492839e-15</td>\n",
       "      <td>-1.135276e+00</td>\n",
       "      <td>2.534411e-01</td>\n",
       "      <td>0.526410</td>\n",
       "      <td>-2.500000</td>\n",
       "      <td>4.511687e-01</td>\n",
       "      <td>...</td>\n",
       "      <td>-3.947754e-01</td>\n",
       "      <td>-5.189949e-02</td>\n",
       "      <td>0.768363</td>\n",
       "      <td>-0.989644</td>\n",
       "      <td>-4.984056e-02</td>\n",
       "      <td>2.476006e-01</td>\n",
       "      <td>-9.890471e-02</td>\n",
       "      <td>-4.462636e-01</td>\n",
       "      <td>4.291749e-02</td>\n",
       "      <td>4.474606e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCDC67\\1554071_at</th>\n",
       "      <td>8.725676e-01</td>\n",
       "      <td>1.336801e+00</td>\n",
       "      <td>-0.277102</td>\n",
       "      <td>1.659277</td>\n",
       "      <td>-1.640883e-16</td>\n",
       "      <td>-8.522715e-01</td>\n",
       "      <td>1.393413e+00</td>\n",
       "      <td>0.394425</td>\n",
       "      <td>-2.500000</td>\n",
       "      <td>-1.011547e+00</td>\n",
       "      <td>...</td>\n",
       "      <td>1.246248e-01</td>\n",
       "      <td>-4.246001e-01</td>\n",
       "      <td>1.143442</td>\n",
       "      <td>-0.145376</td>\n",
       "      <td>1.621148e+00</td>\n",
       "      <td>-1.311573e-01</td>\n",
       "      <td>1.093230e+00</td>\n",
       "      <td>1.401844e+00</td>\n",
       "      <td>-2.792740e-01</td>\n",
       "      <td>-7.094043e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MCM9\\219673_at</th>\n",
       "      <td>3.667066e-01</td>\n",
       "      <td>-3.280029e-01</td>\n",
       "      <td>0.178328</td>\n",
       "      <td>0.352335</td>\n",
       "      <td>5.635915e-01</td>\n",
       "      <td>8.023715e-01</td>\n",
       "      <td>-8.550817e-01</td>\n",
       "      <td>0.681810</td>\n",
       "      <td>-2.500000</td>\n",
       "      <td>5.930072e-01</td>\n",
       "      <td>...</td>\n",
       "      <td>1.829210e-01</td>\n",
       "      <td>-1.001783e+00</td>\n",
       "      <td>0.065792</td>\n",
       "      <td>0.150269</td>\n",
       "      <td>3.375726e-01</td>\n",
       "      <td>-1.414786e-01</td>\n",
       "      <td>1.637869e-01</td>\n",
       "      <td>-2.240233e-01</td>\n",
       "      <td>5.632103e-02</td>\n",
       "      <td>4.680923e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LOC730101\\213248_at</th>\n",
       "      <td>1.105918e-01</td>\n",
       "      <td>6.911357e-01</td>\n",
       "      <td>0.480355</td>\n",
       "      <td>0.364861</td>\n",
       "      <td>7.344180e-01</td>\n",
       "      <td>6.011730e-01</td>\n",
       "      <td>-1.075058e+00</td>\n",
       "      <td>0.623014</td>\n",
       "      <td>-2.500000</td>\n",
       "      <td>2.793485e-01</td>\n",
       "      <td>...</td>\n",
       "      <td>7.322634e-01</td>\n",
       "      <td>-1.684741e-01</td>\n",
       "      <td>0.452439</td>\n",
       "      <td>-0.302283</td>\n",
       "      <td>-6.829856e-02</td>\n",
       "      <td>7.417542e-01</td>\n",
       "      <td>2.116920e-01</td>\n",
       "      <td>-4.113453e-01</td>\n",
       "      <td>-3.517702e-01</td>\n",
       "      <td>1.225708e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LOC100508546\\244037_at</th>\n",
       "      <td>2.490395e-01</td>\n",
       "      <td>4.797762e-01</td>\n",
       "      <td>0.456635</td>\n",
       "      <td>0.498514</td>\n",
       "      <td>1.499252e+00</td>\n",
       "      <td>-2.834839e-02</td>\n",
       "      <td>-1.883011e+00</td>\n",
       "      <td>0.673851</td>\n",
       "      <td>-2.500000</td>\n",
       "      <td>4.316784e-01</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.763166e-01</td>\n",
       "      <td>-6.568147e-01</td>\n",
       "      <td>-0.730289</td>\n",
       "      <td>0.285510</td>\n",
       "      <td>-2.138232e+00</td>\n",
       "      <td>-2.682613e-01</td>\n",
       "      <td>-9.140803e-01</td>\n",
       "      <td>-2.113736e+00</td>\n",
       "      <td>-3.117951e-01</td>\n",
       "      <td>6.025652e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RNPS1\\200060_s_at</th>\n",
       "      <td>1.969155e-01</td>\n",
       "      <td>8.339107e-02</td>\n",
       "      <td>0.060937</td>\n",
       "      <td>0.563833</td>\n",
       "      <td>-1.760587e-01</td>\n",
       "      <td>2.259313e-01</td>\n",
       "      <td>-1.988471e-01</td>\n",
       "      <td>0.948589</td>\n",
       "      <td>-2.500000</td>\n",
       "      <td>-1.236302e-02</td>\n",
       "      <td>...</td>\n",
       "      <td>-2.785834e-02</td>\n",
       "      <td>-7.577448e-01</td>\n",
       "      <td>0.083098</td>\n",
       "      <td>0.104838</td>\n",
       "      <td>2.969498e-01</td>\n",
       "      <td>-9.367385e-02</td>\n",
       "      <td>-5.940128e-02</td>\n",
       "      <td>-1.382211e-15</td>\n",
       "      <td>-1.962634e-01</td>\n",
       "      <td>4.175789e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C8orf74\\1569246_a_at</th>\n",
       "      <td>-1.588470e-15</td>\n",
       "      <td>-1.263879e+00</td>\n",
       "      <td>-0.568192</td>\n",
       "      <td>0.916387</td>\n",
       "      <td>1.467641e+00</td>\n",
       "      <td>1.005052e+00</td>\n",
       "      <td>4.655200e-01</td>\n",
       "      <td>1.023241</td>\n",
       "      <td>-1.648073</td>\n",
       "      <td>-1.059640e+00</td>\n",
       "      <td>...</td>\n",
       "      <td>8.633091e-01</td>\n",
       "      <td>7.904270e-01</td>\n",
       "      <td>1.893826</td>\n",
       "      <td>1.071859</td>\n",
       "      <td>-8.684117e-03</td>\n",
       "      <td>6.454497e-01</td>\n",
       "      <td>7.726947e-01</td>\n",
       "      <td>-1.148032e+00</td>\n",
       "      <td>1.151162e+00</td>\n",
       "      <td>-9.630953e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UTP14C\\203614_at</th>\n",
       "      <td>2.956424e-01</td>\n",
       "      <td>-4.169494e-02</td>\n",
       "      <td>-0.051720</td>\n",
       "      <td>0.094925</td>\n",
       "      <td>2.115923e-01</td>\n",
       "      <td>1.629282e-01</td>\n",
       "      <td>-4.304645e-01</td>\n",
       "      <td>0.403530</td>\n",
       "      <td>-2.500000</td>\n",
       "      <td>8.880886e-02</td>\n",
       "      <td>...</td>\n",
       "      <td>3.864589e-01</td>\n",
       "      <td>-1.518737e-01</td>\n",
       "      <td>0.269590</td>\n",
       "      <td>0.031779</td>\n",
       "      <td>3.964468e-01</td>\n",
       "      <td>3.702738e-01</td>\n",
       "      <td>-7.403777e-02</td>\n",
       "      <td>-4.434015e-01</td>\n",
       "      <td>-1.775024e-01</td>\n",
       "      <td>4.281801e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RHEB\\201452_at</th>\n",
       "      <td>7.536154e-01</td>\n",
       "      <td>-1.326204e+00</td>\n",
       "      <td>0.549601</td>\n",
       "      <td>-0.296880</td>\n",
       "      <td>-2.060105e+00</td>\n",
       "      <td>-9.396856e-01</td>\n",
       "      <td>7.855606e-01</td>\n",
       "      <td>0.724879</td>\n",
       "      <td>-2.500000</td>\n",
       "      <td>-7.087826e-01</td>\n",
       "      <td>...</td>\n",
       "      <td>-2.097672e+00</td>\n",
       "      <td>2.704643e-01</td>\n",
       "      <td>-1.281542</td>\n",
       "      <td>0.897462</td>\n",
       "      <td>6.127546e-01</td>\n",
       "      <td>6.354196e-01</td>\n",
       "      <td>-7.908111e-01</td>\n",
       "      <td>4.390502e-01</td>\n",
       "      <td>-8.706542e-02</td>\n",
       "      <td>5.826829e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CXCL16\\223454_at</th>\n",
       "      <td>6.844901e-01</td>\n",
       "      <td>-2.374285e-01</td>\n",
       "      <td>0.502841</td>\n",
       "      <td>1.002893</td>\n",
       "      <td>-1.351760e-03</td>\n",
       "      <td>4.880478e-01</td>\n",
       "      <td>7.649009e-03</td>\n",
       "      <td>0.700994</td>\n",
       "      <td>-2.500000</td>\n",
       "      <td>-2.956657e-01</td>\n",
       "      <td>...</td>\n",
       "      <td>-7.074534e-01</td>\n",
       "      <td>-4.119786e-01</td>\n",
       "      <td>0.303856</td>\n",
       "      <td>0.100922</td>\n",
       "      <td>2.757123e-01</td>\n",
       "      <td>-2.456973e-01</td>\n",
       "      <td>1.392537e-15</td>\n",
       "      <td>2.917335e-01</td>\n",
       "      <td>1.385660e-01</td>\n",
       "      <td>3.440072e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PSPC1\\218371_s_at</th>\n",
       "      <td>1.626253e-01</td>\n",
       "      <td>5.674949e-02</td>\n",
       "      <td>0.221091</td>\n",
       "      <td>0.411380</td>\n",
       "      <td>2.193392e-01</td>\n",
       "      <td>2.966490e-01</td>\n",
       "      <td>-4.952883e-01</td>\n",
       "      <td>0.757099</td>\n",
       "      <td>-2.500000</td>\n",
       "      <td>3.823820e-01</td>\n",
       "      <td>...</td>\n",
       "      <td>1.847272e-01</td>\n",
       "      <td>-7.089064e-01</td>\n",
       "      <td>0.112730</td>\n",
       "      <td>0.307784</td>\n",
       "      <td>4.462130e-01</td>\n",
       "      <td>-4.546926e-02</td>\n",
       "      <td>-2.685357e-01</td>\n",
       "      <td>-2.925314e-01</td>\n",
       "      <td>-4.102348e-01</td>\n",
       "      <td>4.417630e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SIK3\\213034_at</th>\n",
       "      <td>2.113850e-01</td>\n",
       "      <td>4.319275e-02</td>\n",
       "      <td>-0.160323</td>\n",
       "      <td>0.061715</td>\n",
       "      <td>2.944546e-01</td>\n",
       "      <td>1.844371e-01</td>\n",
       "      <td>3.111475e-01</td>\n",
       "      <td>0.951732</td>\n",
       "      <td>-2.500000</td>\n",
       "      <td>3.382042e-02</td>\n",
       "      <td>...</td>\n",
       "      <td>4.818038e-01</td>\n",
       "      <td>-4.862550e-01</td>\n",
       "      <td>0.166349</td>\n",
       "      <td>-0.084095</td>\n",
       "      <td>6.242145e-01</td>\n",
       "      <td>-8.634988e-02</td>\n",
       "      <td>-3.233842e-01</td>\n",
       "      <td>-6.604433e-02</td>\n",
       "      <td>-3.057007e-01</td>\n",
       "      <td>8.177099e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ACOT9\\221641_s_at</th>\n",
       "      <td>7.807096e-01</td>\n",
       "      <td>6.206924e-02</td>\n",
       "      <td>0.177504</td>\n",
       "      <td>0.466942</td>\n",
       "      <td>-2.468935e-01</td>\n",
       "      <td>3.845749e-01</td>\n",
       "      <td>9.261722e-01</td>\n",
       "      <td>0.874142</td>\n",
       "      <td>-2.500000</td>\n",
       "      <td>-1.452015e-01</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.259537e-01</td>\n",
       "      <td>-3.770752e-01</td>\n",
       "      <td>0.300626</td>\n",
       "      <td>-0.163270</td>\n",
       "      <td>4.699680e-01</td>\n",
       "      <td>4.756456e-02</td>\n",
       "      <td>-3.029091e-01</td>\n",
       "      <td>2.857613e-01</td>\n",
       "      <td>1.896554e-01</td>\n",
       "      <td>2.485417e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KIAA1661\\215943_at</th>\n",
       "      <td>6.726885e-01</td>\n",
       "      <td>1.706044e-01</td>\n",
       "      <td>0.382563</td>\n",
       "      <td>-1.789371</td>\n",
       "      <td>-1.751758e+00</td>\n",
       "      <td>2.479091e-01</td>\n",
       "      <td>5.441798e-01</td>\n",
       "      <td>1.195781</td>\n",
       "      <td>-0.542833</td>\n",
       "      <td>-7.176655e-01</td>\n",
       "      <td>...</td>\n",
       "      <td>-7.684039e-01</td>\n",
       "      <td>-1.853766e+00</td>\n",
       "      <td>1.193023</td>\n",
       "      <td>-1.313194</td>\n",
       "      <td>-1.589782e+00</td>\n",
       "      <td>1.376141e+00</td>\n",
       "      <td>-1.193792e-02</td>\n",
       "      <td>-1.992654e+00</td>\n",
       "      <td>-1.971444e+00</td>\n",
       "      <td>9.655266e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>STEAP2\\225871_at</th>\n",
       "      <td>1.372030e-01</td>\n",
       "      <td>1.417692e+00</td>\n",
       "      <td>0.573894</td>\n",
       "      <td>0.425106</td>\n",
       "      <td>1.618731e-01</td>\n",
       "      <td>9.512809e-02</td>\n",
       "      <td>1.014428e+00</td>\n",
       "      <td>0.575258</td>\n",
       "      <td>-2.500000</td>\n",
       "      <td>-9.830552e-02</td>\n",
       "      <td>...</td>\n",
       "      <td>2.959283e-01</td>\n",
       "      <td>-6.333808e-01</td>\n",
       "      <td>0.039590</td>\n",
       "      <td>-0.342473</td>\n",
       "      <td>-2.063003e-02</td>\n",
       "      <td>2.447803e-01</td>\n",
       "      <td>-4.129984e-01</td>\n",
       "      <td>4.213754e-01</td>\n",
       "      <td>-5.859930e-01</td>\n",
       "      <td>2.143950e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AKAP5\\207800_at</th>\n",
       "      <td>-3.620299e-01</td>\n",
       "      <td>1.467300e-01</td>\n",
       "      <td>0.022813</td>\n",
       "      <td>-0.369833</td>\n",
       "      <td>-6.366712e-01</td>\n",
       "      <td>-5.551043e-02</td>\n",
       "      <td>-4.435810e-01</td>\n",
       "      <td>-0.490820</td>\n",
       "      <td>-2.500000</td>\n",
       "      <td>1.217579e+00</td>\n",
       "      <td>...</td>\n",
       "      <td>1.125127e+00</td>\n",
       "      <td>-3.930062e-01</td>\n",
       "      <td>1.293941</td>\n",
       "      <td>1.228261</td>\n",
       "      <td>2.201931e-02</td>\n",
       "      <td>-4.610851e-01</td>\n",
       "      <td>-5.629784e-01</td>\n",
       "      <td>3.899632e-01</td>\n",
       "      <td>-4.174401e-01</td>\n",
       "      <td>1.039304e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C1orf57\\223272_s_at</th>\n",
       "      <td>2.111401e-01</td>\n",
       "      <td>-4.749875e-01</td>\n",
       "      <td>0.036480</td>\n",
       "      <td>0.124417</td>\n",
       "      <td>1.142755e-01</td>\n",
       "      <td>8.470742e-02</td>\n",
       "      <td>-6.151017e-02</td>\n",
       "      <td>0.462233</td>\n",
       "      <td>-2.500000</td>\n",
       "      <td>8.278270e-02</td>\n",
       "      <td>...</td>\n",
       "      <td>1.108331e-01</td>\n",
       "      <td>-6.756677e-16</td>\n",
       "      <td>0.068329</td>\n",
       "      <td>0.399466</td>\n",
       "      <td>5.782434e-01</td>\n",
       "      <td>-1.678051e-01</td>\n",
       "      <td>-8.818476e-02</td>\n",
       "      <td>-1.767640e+00</td>\n",
       "      <td>-3.915039e-01</td>\n",
       "      <td>6.837272e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C7orf30\\226385_s_at</th>\n",
       "      <td>2.030614e-01</td>\n",
       "      <td>1.313962e-01</td>\n",
       "      <td>-0.370263</td>\n",
       "      <td>0.286871</td>\n",
       "      <td>-8.362649e-02</td>\n",
       "      <td>2.782752e-01</td>\n",
       "      <td>-1.951197e-01</td>\n",
       "      <td>0.743667</td>\n",
       "      <td>-2.500000</td>\n",
       "      <td>8.539293e-02</td>\n",
       "      <td>...</td>\n",
       "      <td>1.817853e-01</td>\n",
       "      <td>-5.463139e-01</td>\n",
       "      <td>0.073956</td>\n",
       "      <td>0.021864</td>\n",
       "      <td>1.023310e-01</td>\n",
       "      <td>3.883427e-02</td>\n",
       "      <td>-8.576460e-02</td>\n",
       "      <td>-2.361815e-01</td>\n",
       "      <td>-4.026115e-01</td>\n",
       "      <td>6.456563e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BAX\\208478_s_at</th>\n",
       "      <td>6.522254e-01</td>\n",
       "      <td>-9.436456e-02</td>\n",
       "      <td>0.175317</td>\n",
       "      <td>0.388198</td>\n",
       "      <td>-1.991714e+00</td>\n",
       "      <td>1.828135e+00</td>\n",
       "      <td>-1.100958e+00</td>\n",
       "      <td>0.427227</td>\n",
       "      <td>-2.500000</td>\n",
       "      <td>9.623890e-01</td>\n",
       "      <td>...</td>\n",
       "      <td>-7.993298e-01</td>\n",
       "      <td>-1.042535e+00</td>\n",
       "      <td>-0.461467</td>\n",
       "      <td>1.065001</td>\n",
       "      <td>2.012570e-01</td>\n",
       "      <td>-4.096498e-01</td>\n",
       "      <td>6.740900e-01</td>\n",
       "      <td>1.247874e+00</td>\n",
       "      <td>2.074081e-01</td>\n",
       "      <td>-2.205594e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MAN1C1\\218918_at</th>\n",
       "      <td>2.800930e-01</td>\n",
       "      <td>2.238196e-01</td>\n",
       "      <td>0.273756</td>\n",
       "      <td>0.033026</td>\n",
       "      <td>-1.798884e-01</td>\n",
       "      <td>5.012985e-15</td>\n",
       "      <td>-5.929027e-01</td>\n",
       "      <td>1.029952</td>\n",
       "      <td>-2.500000</td>\n",
       "      <td>3.992565e-02</td>\n",
       "      <td>...</td>\n",
       "      <td>-3.852458e-01</td>\n",
       "      <td>-4.932705e-01</td>\n",
       "      <td>0.028520</td>\n",
       "      <td>0.219546</td>\n",
       "      <td>7.410833e-01</td>\n",
       "      <td>1.358944e-01</td>\n",
       "      <td>-1.385487e-01</td>\n",
       "      <td>-5.581595e-01</td>\n",
       "      <td>6.404567e-03</td>\n",
       "      <td>6.373228e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SGSM3\\214779_s_at</th>\n",
       "      <td>-1.736405e-01</td>\n",
       "      <td>-1.414195e-02</td>\n",
       "      <td>0.157717</td>\n",
       "      <td>0.864444</td>\n",
       "      <td>2.873663e-01</td>\n",
       "      <td>8.659728e-01</td>\n",
       "      <td>-8.545423e-01</td>\n",
       "      <td>1.186905</td>\n",
       "      <td>-2.500000</td>\n",
       "      <td>3.561603e-01</td>\n",
       "      <td>...</td>\n",
       "      <td>-3.425757e-01</td>\n",
       "      <td>-1.025167e+00</td>\n",
       "      <td>-0.241786</td>\n",
       "      <td>0.283231</td>\n",
       "      <td>-4.412527e-01</td>\n",
       "      <td>-2.509460e-01</td>\n",
       "      <td>3.779060e-01</td>\n",
       "      <td>3.711572e-02</td>\n",
       "      <td>3.272294e-01</td>\n",
       "      <td>3.290084e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LOC100508009\\231516_at</th>\n",
       "      <td>-7.673898e-01</td>\n",
       "      <td>1.022311e-01</td>\n",
       "      <td>-0.403244</td>\n",
       "      <td>2.475959</td>\n",
       "      <td>-1.423754e-01</td>\n",
       "      <td>7.237218e-01</td>\n",
       "      <td>1.692347e-03</td>\n",
       "      <td>-0.233173</td>\n",
       "      <td>-1.494539</td>\n",
       "      <td>2.179593e-01</td>\n",
       "      <td>...</td>\n",
       "      <td>1.722962e+00</td>\n",
       "      <td>-7.545144e-02</td>\n",
       "      <td>1.021933</td>\n",
       "      <td>0.293152</td>\n",
       "      <td>-6.434770e-01</td>\n",
       "      <td>1.028962e+00</td>\n",
       "      <td>-1.087279e+00</td>\n",
       "      <td>1.851378e+00</td>\n",
       "      <td>7.203381e-01</td>\n",
       "      <td>2.696586e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ASCL3\\221161_at</th>\n",
       "      <td>-2.650266e-01</td>\n",
       "      <td>-1.325737e-15</td>\n",
       "      <td>-1.215097</td>\n",
       "      <td>-1.083043</td>\n",
       "      <td>-7.659126e-01</td>\n",
       "      <td>-6.959607e-01</td>\n",
       "      <td>-3.357083e-01</td>\n",
       "      <td>-0.056452</td>\n",
       "      <td>-2.324118</td>\n",
       "      <td>-1.157994e+00</td>\n",
       "      <td>...</td>\n",
       "      <td>-6.936359e-01</td>\n",
       "      <td>-6.844133e-02</td>\n",
       "      <td>1.191375</td>\n",
       "      <td>0.437159</td>\n",
       "      <td>-2.974882e-01</td>\n",
       "      <td>8.986177e-01</td>\n",
       "      <td>-2.547238e-01</td>\n",
       "      <td>-7.817435e-01</td>\n",
       "      <td>6.498341e-02</td>\n",
       "      <td>1.799959e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DALRD3\\221934_s_at</th>\n",
       "      <td>3.619755e-02</td>\n",
       "      <td>1.309325e-01</td>\n",
       "      <td>0.605709</td>\n",
       "      <td>1.211953</td>\n",
       "      <td>-1.332750e-01</td>\n",
       "      <td>1.277186e-01</td>\n",
       "      <td>-5.967899e-01</td>\n",
       "      <td>1.513510</td>\n",
       "      <td>-2.500000</td>\n",
       "      <td>1.499669e-01</td>\n",
       "      <td>...</td>\n",
       "      <td>6.480116e-02</td>\n",
       "      <td>-6.160821e-01</td>\n",
       "      <td>-0.041037</td>\n",
       "      <td>0.099933</td>\n",
       "      <td>-9.786916e-02</td>\n",
       "      <td>2.601851e-02</td>\n",
       "      <td>-4.701461e-01</td>\n",
       "      <td>-3.642525e-01</td>\n",
       "      <td>-1.471343e-15</td>\n",
       "      <td>5.833984e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DAPK2\\206324_s_at</th>\n",
       "      <td>-1.390897e-01</td>\n",
       "      <td>-1.290547e+00</td>\n",
       "      <td>0.091410</td>\n",
       "      <td>-0.476111</td>\n",
       "      <td>1.444616e-01</td>\n",
       "      <td>-3.197286e-02</td>\n",
       "      <td>-3.866668e-01</td>\n",
       "      <td>1.612002</td>\n",
       "      <td>-2.500000</td>\n",
       "      <td>-3.402872e-02</td>\n",
       "      <td>...</td>\n",
       "      <td>3.369926e-01</td>\n",
       "      <td>-4.244189e-01</td>\n",
       "      <td>0.385729</td>\n",
       "      <td>0.068463</td>\n",
       "      <td>4.582797e-01</td>\n",
       "      <td>-3.322440e-01</td>\n",
       "      <td>2.358460e-01</td>\n",
       "      <td>-7.145301e-01</td>\n",
       "      <td>9.155446e-02</td>\n",
       "      <td>2.796026e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NUP155\\206550_s_at</th>\n",
       "      <td>3.562320e-02</td>\n",
       "      <td>1.544426e-01</td>\n",
       "      <td>-0.124364</td>\n",
       "      <td>0.108441</td>\n",
       "      <td>1.064240e-01</td>\n",
       "      <td>1.284462e-01</td>\n",
       "      <td>-2.895961e-01</td>\n",
       "      <td>0.553523</td>\n",
       "      <td>-2.500000</td>\n",
       "      <td>1.393357e-02</td>\n",
       "      <td>...</td>\n",
       "      <td>9.987133e-02</td>\n",
       "      <td>-2.454252e-01</td>\n",
       "      <td>0.117596</td>\n",
       "      <td>-0.315022</td>\n",
       "      <td>1.098486e-02</td>\n",
       "      <td>2.075482e-01</td>\n",
       "      <td>-4.582731e-01</td>\n",
       "      <td>-5.106113e-01</td>\n",
       "      <td>1.502304e-01</td>\n",
       "      <td>3.054965e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TMF1\\215855_s_at</th>\n",
       "      <td>-2.901360e-01</td>\n",
       "      <td>-4.651857e-02</td>\n",
       "      <td>0.144372</td>\n",
       "      <td>0.909981</td>\n",
       "      <td>5.628572e-01</td>\n",
       "      <td>-1.369268e-01</td>\n",
       "      <td>-8.955115e-01</td>\n",
       "      <td>0.935953</td>\n",
       "      <td>-2.500000</td>\n",
       "      <td>-1.370132e-01</td>\n",
       "      <td>...</td>\n",
       "      <td>8.288251e-01</td>\n",
       "      <td>2.629762e-01</td>\n",
       "      <td>0.961501</td>\n",
       "      <td>-0.311875</td>\n",
       "      <td>7.434090e-01</td>\n",
       "      <td>6.298310e-01</td>\n",
       "      <td>-2.527550e-01</td>\n",
       "      <td>-5.429247e-01</td>\n",
       "      <td>-3.419514e-02</td>\n",
       "      <td>7.723467e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LOC100505584\\216336_x_at</th>\n",
       "      <td>-4.826152e-01</td>\n",
       "      <td>1.493645e-01</td>\n",
       "      <td>0.333728</td>\n",
       "      <td>0.444856</td>\n",
       "      <td>-6.005730e-01</td>\n",
       "      <td>3.951811e-01</td>\n",
       "      <td>1.598540e+00</td>\n",
       "      <td>0.604569</td>\n",
       "      <td>-2.500000</td>\n",
       "      <td>-2.678052e-01</td>\n",
       "      <td>...</td>\n",
       "      <td>-8.367125e-02</td>\n",
       "      <td>-5.951153e-01</td>\n",
       "      <td>0.174207</td>\n",
       "      <td>-0.295462</td>\n",
       "      <td>6.472981e-01</td>\n",
       "      <td>1.078961e-01</td>\n",
       "      <td>-1.850171e-02</td>\n",
       "      <td>6.805104e-01</td>\n",
       "      <td>2.702985e-01</td>\n",
       "      <td>2.198597e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ARID1B\\1566990_x_at</th>\n",
       "      <td>-8.956404e-01</td>\n",
       "      <td>-5.731021e-01</td>\n",
       "      <td>0.254280</td>\n",
       "      <td>0.525842</td>\n",
       "      <td>7.699408e-01</td>\n",
       "      <td>4.785215e-01</td>\n",
       "      <td>-1.556190e+00</td>\n",
       "      <td>0.859796</td>\n",
       "      <td>-2.500000</td>\n",
       "      <td>7.274728e-01</td>\n",
       "      <td>...</td>\n",
       "      <td>6.735043e-01</td>\n",
       "      <td>-2.276432e+00</td>\n",
       "      <td>0.880813</td>\n",
       "      <td>0.524485</td>\n",
       "      <td>-3.145565e-01</td>\n",
       "      <td>7.334851e-01</td>\n",
       "      <td>5.185571e-01</td>\n",
       "      <td>-6.726688e-16</td>\n",
       "      <td>5.869926e-01</td>\n",
       "      <td>6.323548e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LOC100287105\\1570171_at</th>\n",
       "      <td>3.669336e-01</td>\n",
       "      <td>-2.334089e+00</td>\n",
       "      <td>0.654090</td>\n",
       "      <td>-2.121761</td>\n",
       "      <td>6.198339e-01</td>\n",
       "      <td>4.949633e-01</td>\n",
       "      <td>-4.233259e-01</td>\n",
       "      <td>-1.688630</td>\n",
       "      <td>-2.500000</td>\n",
       "      <td>3.427960e-01</td>\n",
       "      <td>...</td>\n",
       "      <td>6.813099e-01</td>\n",
       "      <td>-9.100254e-02</td>\n",
       "      <td>1.191427</td>\n",
       "      <td>0.239410</td>\n",
       "      <td>-5.198894e-02</td>\n",
       "      <td>1.776968e-01</td>\n",
       "      <td>1.601922e-01</td>\n",
       "      <td>4.530840e-01</td>\n",
       "      <td>3.078466e-01</td>\n",
       "      <td>6.194966e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UTRN\\225093_at</th>\n",
       "      <td>2.110852e-01</td>\n",
       "      <td>-2.492763e-01</td>\n",
       "      <td>-0.009004</td>\n",
       "      <td>0.107533</td>\n",
       "      <td>2.733667e-01</td>\n",
       "      <td>5.203354e-02</td>\n",
       "      <td>-2.838437e-01</td>\n",
       "      <td>0.671443</td>\n",
       "      <td>-2.500000</td>\n",
       "      <td>2.746188e-02</td>\n",
       "      <td>...</td>\n",
       "      <td>5.733829e-01</td>\n",
       "      <td>-2.718756e-01</td>\n",
       "      <td>0.359423</td>\n",
       "      <td>-0.107341</td>\n",
       "      <td>6.024932e-01</td>\n",
       "      <td>2.935127e-01</td>\n",
       "      <td>-2.982864e-01</td>\n",
       "      <td>-4.122579e-01</td>\n",
       "      <td>-3.569925e-01</td>\n",
       "      <td>7.365671e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HIST3H3\\208572_at</th>\n",
       "      <td>4.576939e-01</td>\n",
       "      <td>-1.722807e+00</td>\n",
       "      <td>0.453559</td>\n",
       "      <td>-0.402484</td>\n",
       "      <td>1.055068e-01</td>\n",
       "      <td>1.041188e-02</td>\n",
       "      <td>-1.265198e+00</td>\n",
       "      <td>1.267053</td>\n",
       "      <td>0.456003</td>\n",
       "      <td>-1.124851e+00</td>\n",
       "      <td>...</td>\n",
       "      <td>6.130563e-01</td>\n",
       "      <td>-1.454852e+00</td>\n",
       "      <td>-0.149284</td>\n",
       "      <td>1.013416</td>\n",
       "      <td>-6.808040e-01</td>\n",
       "      <td>2.418817e+00</td>\n",
       "      <td>6.606057e-01</td>\n",
       "      <td>-9.158784e-01</td>\n",
       "      <td>-2.269791e-01</td>\n",
       "      <td>-6.137322e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZNF316\\227170_at</th>\n",
       "      <td>-2.507152e-01</td>\n",
       "      <td>-3.592175e-01</td>\n",
       "      <td>0.408765</td>\n",
       "      <td>1.594587</td>\n",
       "      <td>-3.635144e-02</td>\n",
       "      <td>3.424956e-01</td>\n",
       "      <td>-1.861386e+00</td>\n",
       "      <td>1.867112</td>\n",
       "      <td>-2.500000</td>\n",
       "      <td>-2.878322e-01</td>\n",
       "      <td>...</td>\n",
       "      <td>5.983806e-01</td>\n",
       "      <td>-5.050046e-01</td>\n",
       "      <td>0.746700</td>\n",
       "      <td>0.263718</td>\n",
       "      <td>8.621742e-02</td>\n",
       "      <td>-6.545053e-01</td>\n",
       "      <td>-1.689681e-01</td>\n",
       "      <td>1.603481e-01</td>\n",
       "      <td>-7.618066e-01</td>\n",
       "      <td>3.682123e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ETV6\\205585_at</th>\n",
       "      <td>-2.991069e-01</td>\n",
       "      <td>-4.313853e-02</td>\n",
       "      <td>0.164672</td>\n",
       "      <td>0.776184</td>\n",
       "      <td>9.948931e-01</td>\n",
       "      <td>-1.696238e-01</td>\n",
       "      <td>-1.300322e-01</td>\n",
       "      <td>1.418278</td>\n",
       "      <td>-2.500000</td>\n",
       "      <td>-5.578391e-01</td>\n",
       "      <td>...</td>\n",
       "      <td>-2.082721e-01</td>\n",
       "      <td>-3.309314e-01</td>\n",
       "      <td>0.685810</td>\n",
       "      <td>0.360216</td>\n",
       "      <td>-6.797032e-02</td>\n",
       "      <td>7.947080e-02</td>\n",
       "      <td>1.413004e+00</td>\n",
       "      <td>3.015267e-01</td>\n",
       "      <td>7.651200e-01</td>\n",
       "      <td>-2.822372e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LOC400550\\243059_at</th>\n",
       "      <td>3.272600e-01</td>\n",
       "      <td>-1.919577e+00</td>\n",
       "      <td>0.467922</td>\n",
       "      <td>0.263556</td>\n",
       "      <td>-1.140731e+00</td>\n",
       "      <td>7.985130e-01</td>\n",
       "      <td>-3.743171e-01</td>\n",
       "      <td>1.090638</td>\n",
       "      <td>-2.500000</td>\n",
       "      <td>5.887833e-01</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.039014e+00</td>\n",
       "      <td>-1.392440e-01</td>\n",
       "      <td>-0.083357</td>\n",
       "      <td>1.058742</td>\n",
       "      <td>1.019857e+00</td>\n",
       "      <td>3.933854e-01</td>\n",
       "      <td>-3.014409e-01</td>\n",
       "      <td>-6.822756e-01</td>\n",
       "      <td>5.185212e-01</td>\n",
       "      <td>3.989441e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B3GAT2\\234146_at</th>\n",
       "      <td>-9.805872e-01</td>\n",
       "      <td>3.168191e-16</td>\n",
       "      <td>2.257970</td>\n",
       "      <td>-0.466146</td>\n",
       "      <td>6.546636e-01</td>\n",
       "      <td>4.193820e-01</td>\n",
       "      <td>1.345748e-01</td>\n",
       "      <td>0.456639</td>\n",
       "      <td>-0.615108</td>\n",
       "      <td>2.781852e-01</td>\n",
       "      <td>...</td>\n",
       "      <td>1.944672e+00</td>\n",
       "      <td>1.190688e+00</td>\n",
       "      <td>1.062559</td>\n",
       "      <td>0.110046</td>\n",
       "      <td>-6.473686e-01</td>\n",
       "      <td>1.818159e+00</td>\n",
       "      <td>-2.247820e-01</td>\n",
       "      <td>-1.332021e-01</td>\n",
       "      <td>1.705207e-01</td>\n",
       "      <td>-1.003410e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HMGB4\\230473_s_at</th>\n",
       "      <td>-8.205253e-01</td>\n",
       "      <td>3.830290e-01</td>\n",
       "      <td>-0.424356</td>\n",
       "      <td>-1.008983</td>\n",
       "      <td>3.071867e-01</td>\n",
       "      <td>-8.664867e-01</td>\n",
       "      <td>1.288813e+00</td>\n",
       "      <td>-0.028566</td>\n",
       "      <td>-0.459913</td>\n",
       "      <td>1.310405e-01</td>\n",
       "      <td>...</td>\n",
       "      <td>-5.256141e-01</td>\n",
       "      <td>-4.916938e-01</td>\n",
       "      <td>1.890940</td>\n",
       "      <td>1.571216</td>\n",
       "      <td>1.680680e+00</td>\n",
       "      <td>1.689341e-01</td>\n",
       "      <td>1.654385e+00</td>\n",
       "      <td>-1.252686e+00</td>\n",
       "      <td>-3.768941e-01</td>\n",
       "      <td>4.776298e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CMTM6\\217947_at</th>\n",
       "      <td>2.871199e-01</td>\n",
       "      <td>1.925319e-01</td>\n",
       "      <td>0.066176</td>\n",
       "      <td>0.192016</td>\n",
       "      <td>3.497992e-01</td>\n",
       "      <td>-1.374658e-01</td>\n",
       "      <td>3.960978e-02</td>\n",
       "      <td>0.357320</td>\n",
       "      <td>-2.500000</td>\n",
       "      <td>-4.072392e-01</td>\n",
       "      <td>...</td>\n",
       "      <td>2.346540e-01</td>\n",
       "      <td>-2.945002e-01</td>\n",
       "      <td>0.515876</td>\n",
       "      <td>-0.228873</td>\n",
       "      <td>2.877550e-01</td>\n",
       "      <td>1.303690e-01</td>\n",
       "      <td>-2.318001e-01</td>\n",
       "      <td>-1.057098e-01</td>\n",
       "      <td>-3.018645e-01</td>\n",
       "      <td>3.103722e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BRAP\\209922_at</th>\n",
       "      <td>2.883632e-01</td>\n",
       "      <td>3.656153e-01</td>\n",
       "      <td>-1.425366</td>\n",
       "      <td>0.573506</td>\n",
       "      <td>-1.313536e-01</td>\n",
       "      <td>6.251475e-01</td>\n",
       "      <td>-8.979595e-01</td>\n",
       "      <td>0.938397</td>\n",
       "      <td>-2.500000</td>\n",
       "      <td>-5.492051e-02</td>\n",
       "      <td>...</td>\n",
       "      <td>3.275027e-02</td>\n",
       "      <td>-2.500000e+00</td>\n",
       "      <td>-1.223492</td>\n",
       "      <td>0.123448</td>\n",
       "      <td>1.318926e-01</td>\n",
       "      <td>-6.709925e-02</td>\n",
       "      <td>-1.196013e+00</td>\n",
       "      <td>-3.523880e-15</td>\n",
       "      <td>1.273002e-02</td>\n",
       "      <td>1.054824e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BARD1\\205345_at</th>\n",
       "      <td>4.120692e-01</td>\n",
       "      <td>8.377061e-01</td>\n",
       "      <td>0.050744</td>\n",
       "      <td>0.618542</td>\n",
       "      <td>7.031704e-01</td>\n",
       "      <td>-3.162949e-02</td>\n",
       "      <td>-5.587457e-01</td>\n",
       "      <td>0.663091</td>\n",
       "      <td>-2.500000</td>\n",
       "      <td>-3.677368e-01</td>\n",
       "      <td>...</td>\n",
       "      <td>1.196425e+00</td>\n",
       "      <td>-4.250562e-01</td>\n",
       "      <td>1.041858</td>\n",
       "      <td>-0.439212</td>\n",
       "      <td>3.288060e-01</td>\n",
       "      <td>3.428453e-01</td>\n",
       "      <td>-6.847699e-01</td>\n",
       "      <td>-6.303019e-01</td>\n",
       "      <td>-3.214081e-01</td>\n",
       "      <td>7.341888e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MR1\\207565_s_at</th>\n",
       "      <td>5.335984e-01</td>\n",
       "      <td>-5.450360e-01</td>\n",
       "      <td>0.386406</td>\n",
       "      <td>0.285703</td>\n",
       "      <td>-5.637429e-01</td>\n",
       "      <td>-4.158945e-15</td>\n",
       "      <td>-4.111376e-01</td>\n",
       "      <td>0.770155</td>\n",
       "      <td>-2.500000</td>\n",
       "      <td>1.582400e-01</td>\n",
       "      <td>...</td>\n",
       "      <td>-5.757536e-01</td>\n",
       "      <td>-5.854919e-01</td>\n",
       "      <td>0.503805</td>\n",
       "      <td>0.092773</td>\n",
       "      <td>2.414565e-01</td>\n",
       "      <td>1.434490e-01</td>\n",
       "      <td>2.827439e-01</td>\n",
       "      <td>1.890089e-01</td>\n",
       "      <td>1.101660e-01</td>\n",
       "      <td>1.935011e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SORT1\\212797_at</th>\n",
       "      <td>6.156220e-01</td>\n",
       "      <td>-1.648567e+00</td>\n",
       "      <td>-0.077905</td>\n",
       "      <td>0.099130</td>\n",
       "      <td>-4.616306e-01</td>\n",
       "      <td>7.210408e-01</td>\n",
       "      <td>-1.818820e-01</td>\n",
       "      <td>0.795778</td>\n",
       "      <td>-2.500000</td>\n",
       "      <td>4.109577e-01</td>\n",
       "      <td>...</td>\n",
       "      <td>-4.905258e-01</td>\n",
       "      <td>-4.931033e-01</td>\n",
       "      <td>0.246322</td>\n",
       "      <td>0.293623</td>\n",
       "      <td>7.029947e-01</td>\n",
       "      <td>3.494057e-01</td>\n",
       "      <td>-4.095347e-02</td>\n",
       "      <td>1.013247e-01</td>\n",
       "      <td>1.701813e-01</td>\n",
       "      <td>3.615812e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FLJ31485\\243351_at</th>\n",
       "      <td>8.793840e-01</td>\n",
       "      <td>4.511735e-01</td>\n",
       "      <td>-0.101133</td>\n",
       "      <td>0.709585</td>\n",
       "      <td>1.520049e+00</td>\n",
       "      <td>1.788267e-01</td>\n",
       "      <td>5.830351e-02</td>\n",
       "      <td>0.267418</td>\n",
       "      <td>-1.713196</td>\n",
       "      <td>2.380288e-02</td>\n",
       "      <td>...</td>\n",
       "      <td>8.141621e-01</td>\n",
       "      <td>-4.732190e-01</td>\n",
       "      <td>1.408914</td>\n",
       "      <td>-0.250313</td>\n",
       "      <td>-1.316088e+00</td>\n",
       "      <td>2.594872e-01</td>\n",
       "      <td>-1.300986e-01</td>\n",
       "      <td>-7.129734e-01</td>\n",
       "      <td>1.771152e-02</td>\n",
       "      <td>-1.846044e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BPI\\205557_at</th>\n",
       "      <td>2.617538e-01</td>\n",
       "      <td>-8.212551e-01</td>\n",
       "      <td>1.276366</td>\n",
       "      <td>1.074141</td>\n",
       "      <td>-8.965759e-01</td>\n",
       "      <td>1.498612e+00</td>\n",
       "      <td>1.481477e+00</td>\n",
       "      <td>1.118083</td>\n",
       "      <td>-0.380919</td>\n",
       "      <td>1.550287e+00</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.012536e+00</td>\n",
       "      <td>7.006553e-01</td>\n",
       "      <td>-0.088471</td>\n",
       "      <td>-1.236672</td>\n",
       "      <td>1.183149e+00</td>\n",
       "      <td>1.338136e-01</td>\n",
       "      <td>-8.761095e-02</td>\n",
       "      <td>2.194417e+00</td>\n",
       "      <td>-5.984596e-01</td>\n",
       "      <td>1.404617e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CECR3\\1564352_at</th>\n",
       "      <td>-1.160974e+00</td>\n",
       "      <td>-2.776760e-01</td>\n",
       "      <td>0.050318</td>\n",
       "      <td>-0.114216</td>\n",
       "      <td>1.531258e-01</td>\n",
       "      <td>4.567647e-01</td>\n",
       "      <td>-1.399043e+00</td>\n",
       "      <td>0.450699</td>\n",
       "      <td>-2.500000</td>\n",
       "      <td>5.172905e-01</td>\n",
       "      <td>...</td>\n",
       "      <td>6.292538e-01</td>\n",
       "      <td>5.616309e-01</td>\n",
       "      <td>-1.321470</td>\n",
       "      <td>0.141950</td>\n",
       "      <td>2.682927e-01</td>\n",
       "      <td>6.744392e-01</td>\n",
       "      <td>1.913051e-01</td>\n",
       "      <td>7.238533e-03</td>\n",
       "      <td>-1.794781e-01</td>\n",
       "      <td>-3.650810e-15</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>42449 rows × 55 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                          GSE8581GSM213034  GSE8581GSM212811  \\\n",
       "KIAA1377\\235956_at           -2.374995e-01      7.941626e-01   \n",
       "ZNF358\\226260_x_at            4.708822e-01     -2.500000e+00   \n",
       "GPR135\\214503_x_at            6.308876e-02     -1.971560e+00   \n",
       "GPATCH2\\242224_at             1.101496e-01     -3.358226e-01   \n",
       "RPL24\\214143_x_at             1.868383e-01      1.476438e-02   \n",
       "PALM2\\1554640_at             -1.460607e-01     -2.671897e-01   \n",
       "LOC339316\\242084_at          -8.695599e-02     -1.501149e-01   \n",
       "FECH\\203115_at                3.809356e-01      1.352984e-01   \n",
       "KCNJ9\\207527_at               2.446787e-01     -7.501915e-01   \n",
       "C21orf96\\220918_at            6.877719e-01      4.009709e-01   \n",
       "SAT2\\225272_at                5.220952e-01      3.603069e-01   \n",
       "EHD1\\209038_s_at             -1.151206e-01      7.838067e-01   \n",
       "CBLB\\208348_s_at              7.738033e-01     -1.933735e+00   \n",
       "C20orf85\\229542_at           -2.908508e-03      5.987500e-01   \n",
       "UGGT1\\218257_s_at             1.782258e-01     -1.137344e-01   \n",
       "LOC283585\\1561442_at         -6.699713e-01     -6.624370e-01   \n",
       "EMP2\\204975_at               -1.648862e-02     -4.951437e-01   \n",
       "LHFP\\218656_s_at             -1.672177e-01     -8.173977e-02   \n",
       "SNCAIP\\237834_at              4.284552e-01     -1.163575e+00   \n",
       "RDH8\\220683_at               -3.343337e-04      2.719586e-01   \n",
       "SRSF4\\239512_at               3.433336e-02     -1.190874e+00   \n",
       "ACTB\\213867_x_at              3.806367e-01     -2.437849e-02   \n",
       "FAM182B\\215487_x_at          -7.827940e-01     -1.743531e+00   \n",
       "C6orf108\\213871_s_at          1.283673e+00     -8.853416e-01   \n",
       "CSRNP2\\225042_s_at            4.124055e-01     -8.381178e-01   \n",
       "SLCO2B1\\203473_at             8.176764e-01     -2.952853e-02   \n",
       "MYNN\\237510_at               -8.085378e-01     -2.362796e+00   \n",
       "NAP1L1\\208752_x_at            9.602593e-02      7.153991e-02   \n",
       "ADAM28\\205997_at              1.772528e-01      1.117742e+00   \n",
       "LOC100507248\\235236_at       -1.072643e+00      4.594174e-01   \n",
       "PHF8\\238837_at               -2.947776e-01     -2.915566e-01   \n",
       "C9orf96\\1554787_at            1.149944e+00     -9.559984e-01   \n",
       "TNPO2\\210585_s_at             8.415549e-01     -1.558058e+00   \n",
       "FLJ31485\\239569_at           -5.540852e-01     -1.379922e+00   \n",
       "PUM1\\201164_s_at              3.616000e-01     -8.103959e-02   \n",
       "COX4I1\\202698_x_at            4.272540e-01      1.905541e-01   \n",
       "IZUMO4\\215734_at              9.570135e-01     -8.113009e-01   \n",
       "TPSAB1\\216485_s_at           -6.078397e-01      1.184266e+00   \n",
       "LMAN1L\\220420_at             -3.930113e-01      1.297623e+00   \n",
       "LY6K\\223687_s_at             -1.461647e+00     -2.265928e-02   \n",
       "ACAD10\\238655_at              3.744543e-01     -2.191149e+00   \n",
       "TIMM22\\219184_x_at            1.860355e-01     -4.626873e-01   \n",
       "HUS1\\217618_x_at             -3.573032e-01     -7.975662e-01   \n",
       "EPHA7\\206852_at               9.453371e-01      1.055212e+00   \n",
       "CSH1\\208069_x_at              8.291225e-01      3.785826e-01   \n",
       "FMNL2\\242665_at              -4.044236e-02     -5.865016e-01   \n",
       "PUS3\\221277_s_at              1.923533e-01      4.075534e-01   \n",
       "CELF4\\231220_at               1.376934e-02     -6.964947e-01   \n",
       "RBM6\\228030_at                4.779255e-01      2.041114e-01   \n",
       "AVIL\\233333_x_at             -9.783464e-01     -8.856929e-01   \n",
       "...                                    ...               ...   \n",
       "MON1B\\233557_s_at             8.810125e-01     -8.945361e-01   \n",
       "CLLU1\\1558185_at              1.430754e+00      1.600067e+00   \n",
       "KTN1\\214709_s_at              3.844828e-02     -1.179759e-01   \n",
       "KRTAP4-7\\216810_at            1.320582e-01     -3.909804e-01   \n",
       "RBKS\\219222_at                8.771964e-01      6.335409e-01   \n",
       "LOC100506621\\227061_at       -9.809685e-02      1.704357e-02   \n",
       "CCDC67\\1554071_at             8.725676e-01      1.336801e+00   \n",
       "MCM9\\219673_at                3.667066e-01     -3.280029e-01   \n",
       "LOC730101\\213248_at           1.105918e-01      6.911357e-01   \n",
       "LOC100508546\\244037_at        2.490395e-01      4.797762e-01   \n",
       "RNPS1\\200060_s_at             1.969155e-01      8.339107e-02   \n",
       "C8orf74\\1569246_a_at         -1.588470e-15     -1.263879e+00   \n",
       "UTP14C\\203614_at              2.956424e-01     -4.169494e-02   \n",
       "RHEB\\201452_at                7.536154e-01     -1.326204e+00   \n",
       "CXCL16\\223454_at              6.844901e-01     -2.374285e-01   \n",
       "PSPC1\\218371_s_at             1.626253e-01      5.674949e-02   \n",
       "SIK3\\213034_at                2.113850e-01      4.319275e-02   \n",
       "ACOT9\\221641_s_at             7.807096e-01      6.206924e-02   \n",
       "KIAA1661\\215943_at            6.726885e-01      1.706044e-01   \n",
       "STEAP2\\225871_at              1.372030e-01      1.417692e+00   \n",
       "AKAP5\\207800_at              -3.620299e-01      1.467300e-01   \n",
       "C1orf57\\223272_s_at           2.111401e-01     -4.749875e-01   \n",
       "C7orf30\\226385_s_at           2.030614e-01      1.313962e-01   \n",
       "BAX\\208478_s_at               6.522254e-01     -9.436456e-02   \n",
       "MAN1C1\\218918_at              2.800930e-01      2.238196e-01   \n",
       "SGSM3\\214779_s_at            -1.736405e-01     -1.414195e-02   \n",
       "LOC100508009\\231516_at       -7.673898e-01      1.022311e-01   \n",
       "ASCL3\\221161_at              -2.650266e-01     -1.325737e-15   \n",
       "DALRD3\\221934_s_at            3.619755e-02      1.309325e-01   \n",
       "DAPK2\\206324_s_at            -1.390897e-01     -1.290547e+00   \n",
       "NUP155\\206550_s_at            3.562320e-02      1.544426e-01   \n",
       "TMF1\\215855_s_at             -2.901360e-01     -4.651857e-02   \n",
       "LOC100505584\\216336_x_at     -4.826152e-01      1.493645e-01   \n",
       "ARID1B\\1566990_x_at          -8.956404e-01     -5.731021e-01   \n",
       "LOC100287105\\1570171_at       3.669336e-01     -2.334089e+00   \n",
       "UTRN\\225093_at                2.110852e-01     -2.492763e-01   \n",
       "HIST3H3\\208572_at             4.576939e-01     -1.722807e+00   \n",
       "ZNF316\\227170_at             -2.507152e-01     -3.592175e-01   \n",
       "ETV6\\205585_at               -2.991069e-01     -4.313853e-02   \n",
       "LOC400550\\243059_at           3.272600e-01     -1.919577e+00   \n",
       "B3GAT2\\234146_at             -9.805872e-01      3.168191e-16   \n",
       "HMGB4\\230473_s_at            -8.205253e-01      3.830290e-01   \n",
       "CMTM6\\217947_at               2.871199e-01      1.925319e-01   \n",
       "BRAP\\209922_at                2.883632e-01      3.656153e-01   \n",
       "BARD1\\205345_at               4.120692e-01      8.377061e-01   \n",
       "MR1\\207565_s_at               5.335984e-01     -5.450360e-01   \n",
       "SORT1\\212797_at               6.156220e-01     -1.648567e+00   \n",
       "FLJ31485\\243351_at            8.793840e-01      4.511735e-01   \n",
       "BPI\\205557_at                 2.617538e-01     -8.212551e-01   \n",
       "CECR3\\1564352_at             -1.160974e+00     -2.776760e-01   \n",
       "\n",
       "                          GSE8581GSM213036  GSE8581GSM212075  \\\n",
       "KIAA1377\\235956_at                0.222018          1.117909   \n",
       "ZNF358\\226260_x_at                0.551998          0.298824   \n",
       "GPR135\\214503_x_at                0.429403         -0.606546   \n",
       "GPATCH2\\242224_at                -0.656001         -0.014406   \n",
       "RPL24\\214143_x_at                 0.003760         -0.026180   \n",
       "PALM2\\1554640_at                 -0.625874          0.321917   \n",
       "LOC339316\\242084_at               2.208113         -0.725581   \n",
       "FECH\\203115_at                   -0.442387         -0.219601   \n",
       "KCNJ9\\207527_at                   0.221697          0.497712   \n",
       "C21orf96\\220918_at                0.859799          1.189436   \n",
       "SAT2\\225272_at                    0.197867          0.709173   \n",
       "EHD1\\209038_s_at                  0.384543          0.581821   \n",
       "CBLB\\208348_s_at                  0.082362          0.469809   \n",
       "C20orf85\\229542_at                0.254282          0.753694   \n",
       "UGGT1\\218257_s_at                -0.617899          0.513928   \n",
       "LOC283585\\1561442_at              0.700004         -2.500000   \n",
       "EMP2\\204975_at                   -0.333029          0.105847   \n",
       "LHFP\\218656_s_at                  0.082007         -0.039112   \n",
       "SNCAIP\\237834_at                  0.243658         -0.489694   \n",
       "RDH8\\220683_at                   -2.500000          0.331118   \n",
       "SRSF4\\239512_at                  -0.029209          0.606425   \n",
       "ACTB\\213867_x_at                  0.235402          0.203462   \n",
       "FAM182B\\215487_x_at               1.542259         -0.815641   \n",
       "C6orf108\\213871_s_at             -0.148429         -0.091426   \n",
       "CSRNP2\\225042_s_at                0.435375          0.529975   \n",
       "SLCO2B1\\203473_at                 0.454380          0.590203   \n",
       "MYNN\\237510_at                   -0.099629         -0.447579   \n",
       "NAP1L1\\208752_x_at               -0.160236          0.107609   \n",
       "ADAM28\\205997_at                 -0.731367          1.274166   \n",
       "LOC100507248\\235236_at           -0.927991         -0.655609   \n",
       "PHF8\\238837_at                   -0.060843         -0.705987   \n",
       "C9orf96\\1554787_at               -0.343755         -1.705164   \n",
       "TNPO2\\210585_s_at                -0.108350          1.293719   \n",
       "FLJ31485\\239569_at                0.198699         -0.409129   \n",
       "PUM1\\201164_s_at                 -0.073435          0.156986   \n",
       "COX4I1\\202698_x_at                0.160764          0.231704   \n",
       "IZUMO4\\215734_at                  0.330161          0.648157   \n",
       "TPSAB1\\216485_s_at                0.983453          2.500000   \n",
       "LMAN1L\\220420_at                 -0.190354          1.930165   \n",
       "LY6K\\223687_s_at                  0.145340          0.641209   \n",
       "ACAD10\\238655_at                  0.452272         -2.198740   \n",
       "TIMM22\\219184_x_at                0.259960          0.374713   \n",
       "HUS1\\217618_x_at                  1.097615          0.183515   \n",
       "EPHA7\\206852_at                   1.330655         -1.462244   \n",
       "CSH1\\208069_x_at                  0.508698         -0.611269   \n",
       "FMNL2\\242665_at                   0.694424         -0.088772   \n",
       "PUS3\\221277_s_at                 -0.082974          0.539869   \n",
       "CELF4\\231220_at                   1.562912          1.683338   \n",
       "RBM6\\228030_at                    0.923409          0.414006   \n",
       "AVIL\\233333_x_at                  0.766268          0.590044   \n",
       "...                                    ...               ...   \n",
       "MON1B\\233557_s_at                 0.859893          1.026511   \n",
       "CLLU1\\1558185_at                  0.205752          1.844058   \n",
       "KTN1\\214709_s_at                  0.128939         -0.142158   \n",
       "KRTAP4-7\\216810_at                0.371147         -1.050310   \n",
       "RBKS\\219222_at                    0.379687          1.048153   \n",
       "LOC100506621\\227061_at            1.378401          0.101114   \n",
       "CCDC67\\1554071_at                -0.277102          1.659277   \n",
       "MCM9\\219673_at                    0.178328          0.352335   \n",
       "LOC730101\\213248_at               0.480355          0.364861   \n",
       "LOC100508546\\244037_at            0.456635          0.498514   \n",
       "RNPS1\\200060_s_at                 0.060937          0.563833   \n",
       "C8orf74\\1569246_a_at             -0.568192          0.916387   \n",
       "UTP14C\\203614_at                 -0.051720          0.094925   \n",
       "RHEB\\201452_at                    0.549601         -0.296880   \n",
       "CXCL16\\223454_at                  0.502841          1.002893   \n",
       "PSPC1\\218371_s_at                 0.221091          0.411380   \n",
       "SIK3\\213034_at                   -0.160323          0.061715   \n",
       "ACOT9\\221641_s_at                 0.177504          0.466942   \n",
       "KIAA1661\\215943_at                0.382563         -1.789371   \n",
       "STEAP2\\225871_at                  0.573894          0.425106   \n",
       "AKAP5\\207800_at                   0.022813         -0.369833   \n",
       "C1orf57\\223272_s_at               0.036480          0.124417   \n",
       "C7orf30\\226385_s_at              -0.370263          0.286871   \n",
       "BAX\\208478_s_at                   0.175317          0.388198   \n",
       "MAN1C1\\218918_at                  0.273756          0.033026   \n",
       "SGSM3\\214779_s_at                 0.157717          0.864444   \n",
       "LOC100508009\\231516_at           -0.403244          2.475959   \n",
       "ASCL3\\221161_at                  -1.215097         -1.083043   \n",
       "DALRD3\\221934_s_at                0.605709          1.211953   \n",
       "DAPK2\\206324_s_at                 0.091410         -0.476111   \n",
       "NUP155\\206550_s_at               -0.124364          0.108441   \n",
       "TMF1\\215855_s_at                  0.144372          0.909981   \n",
       "LOC100505584\\216336_x_at          0.333728          0.444856   \n",
       "ARID1B\\1566990_x_at               0.254280          0.525842   \n",
       "LOC100287105\\1570171_at           0.654090         -2.121761   \n",
       "UTRN\\225093_at                   -0.009004          0.107533   \n",
       "HIST3H3\\208572_at                 0.453559         -0.402484   \n",
       "ZNF316\\227170_at                  0.408765          1.594587   \n",
       "ETV6\\205585_at                    0.164672          0.776184   \n",
       "LOC400550\\243059_at               0.467922          0.263556   \n",
       "B3GAT2\\234146_at                  2.257970         -0.466146   \n",
       "HMGB4\\230473_s_at                -0.424356         -1.008983   \n",
       "CMTM6\\217947_at                   0.066176          0.192016   \n",
       "BRAP\\209922_at                   -1.425366          0.573506   \n",
       "BARD1\\205345_at                   0.050744          0.618542   \n",
       "MR1\\207565_s_at                   0.386406          0.285703   \n",
       "SORT1\\212797_at                  -0.077905          0.099130   \n",
       "FLJ31485\\243351_at               -0.101133          0.709585   \n",
       "BPI\\205557_at                     1.276366          1.074141   \n",
       "CECR3\\1564352_at                  0.050318         -0.114216   \n",
       "\n",
       "                          GSE8581GSM211008  GSE8581GSM210090  \\\n",
       "KIAA1377\\235956_at            6.363410e-01     -4.181891e-01   \n",
       "ZNF358\\226260_x_at           -7.286189e-01      4.696274e-01   \n",
       "GPR135\\214503_x_at           -7.913499e-17     -2.291924e-01   \n",
       "GPATCH2\\242224_at            -2.024513e-01     -1.037138e-02   \n",
       "RPL24\\214143_x_at             5.286380e-02     -2.765255e-15   \n",
       "PALM2\\1554640_at             -2.148522e+00     -1.406787e+00   \n",
       "LOC339316\\242084_at           1.596191e+00      5.343815e-02   \n",
       "FECH\\203115_at                3.856423e-01      1.784519e-01   \n",
       "KCNJ9\\207527_at              -2.342015e-02      8.869240e-01   \n",
       "C21orf96\\220918_at           -1.291472e+00     -4.096633e-01   \n",
       "SAT2\\225272_at               -1.437147e-01      6.631793e-01   \n",
       "EHD1\\209038_s_at              1.054911e-01      2.080865e-01   \n",
       "CBLB\\208348_s_at              1.340361e+00     -1.081758e+00   \n",
       "C20orf85\\229542_at           -6.652577e-01      3.341133e-02   \n",
       "UGGT1\\218257_s_at             3.984019e-01      6.856900e-01   \n",
       "LOC283585\\1561442_at          1.482911e+00      8.532391e-01   \n",
       "EMP2\\204975_at                2.403381e-02      2.640703e-01   \n",
       "LHFP\\218656_s_at              2.256442e-01     -1.412568e-15   \n",
       "SNCAIP\\237834_at             -8.015225e-02     -4.781464e-02   \n",
       "RDH8\\220683_at                0.000000e+00      4.078399e-01   \n",
       "SRSF4\\239512_at               4.751952e-01      2.473199e-01   \n",
       "ACTB\\213867_x_at             -8.948707e-02      7.836163e-02   \n",
       "FAM182B\\215487_x_at           7.408833e-01      8.590252e-01   \n",
       "C6orf108\\213871_s_at          1.303612e+00      9.460156e-01   \n",
       "CSRNP2\\225042_s_at            1.396664e-01      3.393898e-02   \n",
       "SLCO2B1\\203473_at             1.299635e-01      3.416065e-01   \n",
       "MYNN\\237510_at                9.998493e-01     -7.860182e-02   \n",
       "NAP1L1\\208752_x_at            2.225467e-01      1.687107e-01   \n",
       "ADAM28\\205997_at              1.885729e-01      2.602659e-01   \n",
       "LOC100507248\\235236_at       -7.862437e-01     -2.286303e+00   \n",
       "PHF8\\238837_at               -2.392442e-01     -4.892896e-01   \n",
       "C9orf96\\1554787_at            1.327615e+00      1.246688e+00   \n",
       "TNPO2\\210585_s_at             2.108132e-01      1.376872e+00   \n",
       "FLJ31485\\239569_at           -1.486759e+00      6.456342e-01   \n",
       "PUM1\\201164_s_at              3.594612e-01      5.380874e-02   \n",
       "COX4I1\\202698_x_at           -2.588752e-01      2.185515e-01   \n",
       "IZUMO4\\215734_at              6.302402e-01      5.921951e-01   \n",
       "TPSAB1\\216485_s_at            1.250009e+00     -5.077744e-01   \n",
       "LMAN1L\\220420_at              1.658784e+00      5.384069e-03   \n",
       "LY6K\\223687_s_at              1.941769e-01     -1.522822e+00   \n",
       "ACAD10\\238655_at             -1.868530e-01      5.587617e-01   \n",
       "TIMM22\\219184_x_at            5.352339e-01     -3.145453e-02   \n",
       "HUS1\\217618_x_at              6.254582e-01      1.400126e+00   \n",
       "EPHA7\\206852_at               9.950828e-01      6.651014e-01   \n",
       "CSH1\\208069_x_at              6.796478e-01      6.744793e-01   \n",
       "FMNL2\\242665_at               4.113713e-01      8.806274e-02   \n",
       "PUS3\\221277_s_at              2.213191e-01      4.199566e-01   \n",
       "CELF4\\231220_at               3.190191e-03      1.506210e+00   \n",
       "RBM6\\228030_at                8.910700e-01     -1.997272e-01   \n",
       "AVIL\\233333_x_at              8.821904e-01      6.341817e-15   \n",
       "...                                    ...               ...   \n",
       "MON1B\\233557_s_at            -1.432378e-01      1.829283e-15   \n",
       "CLLU1\\1558185_at              1.180818e+00     -7.810344e-01   \n",
       "KTN1\\214709_s_at              6.254535e-01      3.115187e-01   \n",
       "KRTAP4-7\\216810_at            2.146137e-01     -1.459212e-01   \n",
       "RBKS\\219222_at               -3.290674e-01     -6.103011e-01   \n",
       "LOC100506621\\227061_at       -3.492839e-15     -1.135276e+00   \n",
       "CCDC67\\1554071_at            -1.640883e-16     -8.522715e-01   \n",
       "MCM9\\219673_at                5.635915e-01      8.023715e-01   \n",
       "LOC730101\\213248_at           7.344180e-01      6.011730e-01   \n",
       "LOC100508546\\244037_at        1.499252e+00     -2.834839e-02   \n",
       "RNPS1\\200060_s_at            -1.760587e-01      2.259313e-01   \n",
       "C8orf74\\1569246_a_at          1.467641e+00      1.005052e+00   \n",
       "UTP14C\\203614_at              2.115923e-01      1.629282e-01   \n",
       "RHEB\\201452_at               -2.060105e+00     -9.396856e-01   \n",
       "CXCL16\\223454_at             -1.351760e-03      4.880478e-01   \n",
       "PSPC1\\218371_s_at             2.193392e-01      2.966490e-01   \n",
       "SIK3\\213034_at                2.944546e-01      1.844371e-01   \n",
       "ACOT9\\221641_s_at            -2.468935e-01      3.845749e-01   \n",
       "KIAA1661\\215943_at           -1.751758e+00      2.479091e-01   \n",
       "STEAP2\\225871_at              1.618731e-01      9.512809e-02   \n",
       "AKAP5\\207800_at              -6.366712e-01     -5.551043e-02   \n",
       "C1orf57\\223272_s_at           1.142755e-01      8.470742e-02   \n",
       "C7orf30\\226385_s_at          -8.362649e-02      2.782752e-01   \n",
       "BAX\\208478_s_at              -1.991714e+00      1.828135e+00   \n",
       "MAN1C1\\218918_at             -1.798884e-01      5.012985e-15   \n",
       "SGSM3\\214779_s_at             2.873663e-01      8.659728e-01   \n",
       "LOC100508009\\231516_at       -1.423754e-01      7.237218e-01   \n",
       "ASCL3\\221161_at              -7.659126e-01     -6.959607e-01   \n",
       "DALRD3\\221934_s_at           -1.332750e-01      1.277186e-01   \n",
       "DAPK2\\206324_s_at             1.444616e-01     -3.197286e-02   \n",
       "NUP155\\206550_s_at            1.064240e-01      1.284462e-01   \n",
       "TMF1\\215855_s_at              5.628572e-01     -1.369268e-01   \n",
       "LOC100505584\\216336_x_at     -6.005730e-01      3.951811e-01   \n",
       "ARID1B\\1566990_x_at           7.699408e-01      4.785215e-01   \n",
       "LOC100287105\\1570171_at       6.198339e-01      4.949633e-01   \n",
       "UTRN\\225093_at                2.733667e-01      5.203354e-02   \n",
       "HIST3H3\\208572_at             1.055068e-01      1.041188e-02   \n",
       "ZNF316\\227170_at             -3.635144e-02      3.424956e-01   \n",
       "ETV6\\205585_at                9.948931e-01     -1.696238e-01   \n",
       "LOC400550\\243059_at          -1.140731e+00      7.985130e-01   \n",
       "B3GAT2\\234146_at              6.546636e-01      4.193820e-01   \n",
       "HMGB4\\230473_s_at             3.071867e-01     -8.664867e-01   \n",
       "CMTM6\\217947_at               3.497992e-01     -1.374658e-01   \n",
       "BRAP\\209922_at               -1.313536e-01      6.251475e-01   \n",
       "BARD1\\205345_at               7.031704e-01     -3.162949e-02   \n",
       "MR1\\207565_s_at              -5.637429e-01     -4.158945e-15   \n",
       "SORT1\\212797_at              -4.616306e-01      7.210408e-01   \n",
       "FLJ31485\\243351_at            1.520049e+00      1.788267e-01   \n",
       "BPI\\205557_at                -8.965759e-01      1.498612e+00   \n",
       "CECR3\\1564352_at              1.531258e-01      4.567647e-01   \n",
       "\n",
       "                          GSE8581GSM212855  GSE8581GSM212070  \\\n",
       "KIAA1377\\235956_at           -1.823707e+00          1.354521   \n",
       "ZNF358\\226260_x_at           -2.807687e-01          0.299635   \n",
       "GPR135\\214503_x_at            1.167696e+00          1.319348   \n",
       "GPATCH2\\242224_at            -1.055835e+00          0.522693   \n",
       "RPL24\\214143_x_at             1.267947e-01          0.125205   \n",
       "PALM2\\1554640_at              1.648780e+00          1.031431   \n",
       "LOC339316\\242084_at           1.648072e-01          0.454762   \n",
       "FECH\\203115_at               -1.081562e+00          0.720528   \n",
       "KCNJ9\\207527_at              -5.943556e-01          0.204983   \n",
       "C21orf96\\220918_at           -4.467567e-01          0.340609   \n",
       "SAT2\\225272_at               -5.187783e-01          0.918461   \n",
       "EHD1\\209038_s_at              7.126174e-01          1.657426   \n",
       "CBLB\\208348_s_at             -6.607074e-01          0.263457   \n",
       "C20orf85\\229542_at           -1.511821e+00          0.860719   \n",
       "UGGT1\\218257_s_at            -1.595056e-01          1.127709   \n",
       "LOC283585\\1561442_at          4.876661e-02         -0.356320   \n",
       "EMP2\\204975_at               -2.462476e-01          0.435395   \n",
       "LHFP\\218656_s_at             -1.941996e-01          0.587759   \n",
       "SNCAIP\\237834_at             -1.275460e-01         -0.762873   \n",
       "RDH8\\220683_at               -1.036219e+00          0.762181   \n",
       "SRSF4\\239512_at              -9.144223e-02          0.660245   \n",
       "ACTB\\213867_x_at              3.256786e-01          0.262792   \n",
       "FAM182B\\215487_x_at          -5.966756e-01          0.922570   \n",
       "C6orf108\\213871_s_at         -9.347134e-01         -0.421391   \n",
       "CSRNP2\\225042_s_at            3.863428e-01          0.942473   \n",
       "SLCO2B1\\203473_at            -3.586638e-01          0.675063   \n",
       "MYNN\\237510_at                2.155692e-01          0.385779   \n",
       "NAP1L1\\208752_x_at           -3.239409e-02          0.271276   \n",
       "ADAM28\\205997_at             -1.066456e+00          0.863145   \n",
       "LOC100507248\\235236_at       -5.365266e-02         -2.491841   \n",
       "PHF8\\238837_at               -6.090763e-01          1.377218   \n",
       "C9orf96\\1554787_at           -1.392792e-01         -0.472804   \n",
       "TNPO2\\210585_s_at             6.629526e-01          1.427286   \n",
       "FLJ31485\\239569_at           -3.645415e-01          0.323915   \n",
       "PUM1\\201164_s_at             -4.399876e-01          0.345643   \n",
       "COX4I1\\202698_x_at            1.461314e-01          0.416512   \n",
       "IZUMO4\\215734_at              5.853311e-01          0.311937   \n",
       "TPSAB1\\216485_s_at            1.048912e+00          1.714357   \n",
       "LMAN1L\\220420_at             -3.424678e-01         -0.334402   \n",
       "LY6K\\223687_s_at              7.950834e-01          0.541757   \n",
       "ACAD10\\238655_at              3.074604e-15          0.222280   \n",
       "TIMM22\\219184_x_at           -1.147574e+00          0.528904   \n",
       "HUS1\\217618_x_at             -8.121844e-01          0.702328   \n",
       "EPHA7\\206852_at               1.403666e+00         -0.917735   \n",
       "CSH1\\208069_x_at             -5.521105e-01         -0.501059   \n",
       "FMNL2\\242665_at              -1.591566e+00         -0.115378   \n",
       "PUS3\\221277_s_at             -5.393975e-01          0.568746   \n",
       "CELF4\\231220_at              -6.010970e-01          2.389317   \n",
       "RBM6\\228030_at               -6.127431e-01          0.487421   \n",
       "AVIL\\233333_x_at             -6.550214e-01          1.043906   \n",
       "...                                    ...               ...   \n",
       "MON1B\\233557_s_at             6.114901e-01          1.870331   \n",
       "CLLU1\\1558185_at              1.170296e+00          1.839945   \n",
       "KTN1\\214709_s_at             -5.017092e-01          0.439360   \n",
       "KRTAP4-7\\216810_at            1.285379e+00          0.313965   \n",
       "RBKS\\219222_at                2.530613e-01          1.375255   \n",
       "LOC100506621\\227061_at        2.534411e-01          0.526410   \n",
       "CCDC67\\1554071_at             1.393413e+00          0.394425   \n",
       "MCM9\\219673_at               -8.550817e-01          0.681810   \n",
       "LOC730101\\213248_at          -1.075058e+00          0.623014   \n",
       "LOC100508546\\244037_at       -1.883011e+00          0.673851   \n",
       "RNPS1\\200060_s_at            -1.988471e-01          0.948589   \n",
       "C8orf74\\1569246_a_at          4.655200e-01          1.023241   \n",
       "UTP14C\\203614_at             -4.304645e-01          0.403530   \n",
       "RHEB\\201452_at                7.855606e-01          0.724879   \n",
       "CXCL16\\223454_at              7.649009e-03          0.700994   \n",
       "PSPC1\\218371_s_at            -4.952883e-01          0.757099   \n",
       "SIK3\\213034_at                3.111475e-01          0.951732   \n",
       "ACOT9\\221641_s_at             9.261722e-01          0.874142   \n",
       "KIAA1661\\215943_at            5.441798e-01          1.195781   \n",
       "STEAP2\\225871_at              1.014428e+00          0.575258   \n",
       "AKAP5\\207800_at              -4.435810e-01         -0.490820   \n",
       "C1orf57\\223272_s_at          -6.151017e-02          0.462233   \n",
       "C7orf30\\226385_s_at          -1.951197e-01          0.743667   \n",
       "BAX\\208478_s_at              -1.100958e+00          0.427227   \n",
       "MAN1C1\\218918_at             -5.929027e-01          1.029952   \n",
       "SGSM3\\214779_s_at            -8.545423e-01          1.186905   \n",
       "LOC100508009\\231516_at        1.692347e-03         -0.233173   \n",
       "ASCL3\\221161_at              -3.357083e-01         -0.056452   \n",
       "DALRD3\\221934_s_at           -5.967899e-01          1.513510   \n",
       "DAPK2\\206324_s_at            -3.866668e-01          1.612002   \n",
       "NUP155\\206550_s_at           -2.895961e-01          0.553523   \n",
       "TMF1\\215855_s_at             -8.955115e-01          0.935953   \n",
       "LOC100505584\\216336_x_at      1.598540e+00          0.604569   \n",
       "ARID1B\\1566990_x_at          -1.556190e+00          0.859796   \n",
       "LOC100287105\\1570171_at      -4.233259e-01         -1.688630   \n",
       "UTRN\\225093_at               -2.838437e-01          0.671443   \n",
       "HIST3H3\\208572_at            -1.265198e+00          1.267053   \n",
       "ZNF316\\227170_at             -1.861386e+00          1.867112   \n",
       "ETV6\\205585_at               -1.300322e-01          1.418278   \n",
       "LOC400550\\243059_at          -3.743171e-01          1.090638   \n",
       "B3GAT2\\234146_at              1.345748e-01          0.456639   \n",
       "HMGB4\\230473_s_at             1.288813e+00         -0.028566   \n",
       "CMTM6\\217947_at               3.960978e-02          0.357320   \n",
       "BRAP\\209922_at               -8.979595e-01          0.938397   \n",
       "BARD1\\205345_at              -5.587457e-01          0.663091   \n",
       "MR1\\207565_s_at              -4.111376e-01          0.770155   \n",
       "SORT1\\212797_at              -1.818820e-01          0.795778   \n",
       "FLJ31485\\243351_at            5.830351e-02          0.267418   \n",
       "BPI\\205557_at                 1.481477e+00          1.118083   \n",
       "CECR3\\1564352_at             -1.399043e+00          0.450699   \n",
       "\n",
       "                          GSE8581GSM212810  GSE8581GSM210193  \\\n",
       "KIAA1377\\235956_at               -2.500000     -2.198561e-02   \n",
       "ZNF358\\226260_x_at               -2.500000     -3.315997e-01   \n",
       "GPR135\\214503_x_at               -2.267266      9.553151e-01   \n",
       "GPATCH2\\242224_at                -2.500000      4.395237e-01   \n",
       "RPL24\\214143_x_at                -2.500000     -8.126549e-02   \n",
       "PALM2\\1554640_at                 -2.370058     -1.142304e-01   \n",
       "LOC339316\\242084_at               1.022814     -8.821926e-01   \n",
       "FECH\\203115_at                   -2.500000      2.179938e-01   \n",
       "KCNJ9\\207527_at                  -2.500000      1.110048e+00   \n",
       "C21orf96\\220918_at               -2.500000      6.170242e-01   \n",
       "SAT2\\225272_at                   -2.500000     -2.303941e-01   \n",
       "EHD1\\209038_s_at                 -2.500000     -5.027341e-02   \n",
       "CBLB\\208348_s_at                 -0.694266      1.307891e+00   \n",
       "C20orf85\\229542_at               -2.485342     -2.410139e-01   \n",
       "UGGT1\\218257_s_at                -2.500000      4.515102e-01   \n",
       "LOC283585\\1561442_at             -2.500000      4.831032e-01   \n",
       "EMP2\\204975_at                   -2.500000     -1.813071e-01   \n",
       "LHFP\\218656_s_at                 -2.500000      6.075659e-01   \n",
       "SNCAIP\\237834_at                 -0.175935     -2.769998e-01   \n",
       "RDH8\\220683_at                   -2.500000      4.214579e-01   \n",
       "SRSF4\\239512_at                  -2.500000      1.593003e-02   \n",
       "ACTB\\213867_x_at                 -2.500000     -6.313343e-02   \n",
       "FAM182B\\215487_x_at              -0.327944     -1.910653e-01   \n",
       "C6orf108\\213871_s_at             -1.730166      2.410012e-01   \n",
       "CSRNP2\\225042_s_at               -2.500000      1.824226e-01   \n",
       "SLCO2B1\\203473_at                -2.500000     -1.824153e-01   \n",
       "MYNN\\237510_at                   -1.658656      2.851661e-01   \n",
       "NAP1L1\\208752_x_at               -2.500000      1.624003e-01   \n",
       "ADAM28\\205997_at                 -2.500000     -1.823998e-01   \n",
       "LOC100507248\\235236_at           -1.202169      1.742903e-15   \n",
       "PHF8\\238837_at                   -1.571625      1.116291e-01   \n",
       "C9orf96\\1554787_at               -0.277043      5.783098e-01   \n",
       "TNPO2\\210585_s_at                -2.259321     -4.671707e-01   \n",
       "FLJ31485\\239569_at               -2.500000      3.639542e-01   \n",
       "PUM1\\201164_s_at                 -2.500000     -2.482161e-01   \n",
       "COX4I1\\202698_x_at               -2.500000     -4.172664e-02   \n",
       "IZUMO4\\215734_at                 -2.500000     -7.680267e-01   \n",
       "TPSAB1\\216485_s_at               -0.355648     -2.467265e-02   \n",
       "LMAN1L\\220420_at                  0.136873     -6.443848e-02   \n",
       "LY6K\\223687_s_at                 -2.044659      1.781366e-01   \n",
       "ACAD10\\238655_at                 -2.500000      7.626799e-02   \n",
       "TIMM22\\219184_x_at               -2.500000      1.228076e-01   \n",
       "HUS1\\217618_x_at                 -2.500000      9.160469e-01   \n",
       "EPHA7\\206852_at                  -2.025684      1.031804e+00   \n",
       "CSH1\\208069_x_at                 -1.350985     -7.695647e-01   \n",
       "FMNL2\\242665_at                  -2.500000      6.792634e-01   \n",
       "PUS3\\221277_s_at                 -2.500000     -8.174332e-02   \n",
       "CELF4\\231220_at                  -0.016451     -4.306440e-01   \n",
       "RBM6\\228030_at                   -2.500000      1.069007e-01   \n",
       "AVIL\\233333_x_at                 -2.500000     -9.072674e-02   \n",
       "...                                    ...               ...   \n",
       "MON1B\\233557_s_at                -2.500000     -3.662924e-01   \n",
       "CLLU1\\1558185_at                  0.358849      1.499494e+00   \n",
       "KTN1\\214709_s_at                 -2.500000      1.275202e-01   \n",
       "KRTAP4-7\\216810_at               -0.859916      2.764068e-01   \n",
       "RBKS\\219222_at                   -2.500000     -6.246420e-01   \n",
       "LOC100506621\\227061_at           -2.500000      4.511687e-01   \n",
       "CCDC67\\1554071_at                -2.500000     -1.011547e+00   \n",
       "MCM9\\219673_at                   -2.500000      5.930072e-01   \n",
       "LOC730101\\213248_at              -2.500000      2.793485e-01   \n",
       "LOC100508546\\244037_at           -2.500000      4.316784e-01   \n",
       "RNPS1\\200060_s_at                -2.500000     -1.236302e-02   \n",
       "C8orf74\\1569246_a_at             -1.648073     -1.059640e+00   \n",
       "UTP14C\\203614_at                 -2.500000      8.880886e-02   \n",
       "RHEB\\201452_at                   -2.500000     -7.087826e-01   \n",
       "CXCL16\\223454_at                 -2.500000     -2.956657e-01   \n",
       "PSPC1\\218371_s_at                -2.500000      3.823820e-01   \n",
       "SIK3\\213034_at                   -2.500000      3.382042e-02   \n",
       "ACOT9\\221641_s_at                -2.500000     -1.452015e-01   \n",
       "KIAA1661\\215943_at               -0.542833     -7.176655e-01   \n",
       "STEAP2\\225871_at                 -2.500000     -9.830552e-02   \n",
       "AKAP5\\207800_at                  -2.500000      1.217579e+00   \n",
       "C1orf57\\223272_s_at              -2.500000      8.278270e-02   \n",
       "C7orf30\\226385_s_at              -2.500000      8.539293e-02   \n",
       "BAX\\208478_s_at                  -2.500000      9.623890e-01   \n",
       "MAN1C1\\218918_at                 -2.500000      3.992565e-02   \n",
       "SGSM3\\214779_s_at                -2.500000      3.561603e-01   \n",
       "LOC100508009\\231516_at           -1.494539      2.179593e-01   \n",
       "ASCL3\\221161_at                  -2.324118     -1.157994e+00   \n",
       "DALRD3\\221934_s_at               -2.500000      1.499669e-01   \n",
       "DAPK2\\206324_s_at                -2.500000     -3.402872e-02   \n",
       "NUP155\\206550_s_at               -2.500000      1.393357e-02   \n",
       "TMF1\\215855_s_at                 -2.500000     -1.370132e-01   \n",
       "LOC100505584\\216336_x_at         -2.500000     -2.678052e-01   \n",
       "ARID1B\\1566990_x_at              -2.500000      7.274728e-01   \n",
       "LOC100287105\\1570171_at          -2.500000      3.427960e-01   \n",
       "UTRN\\225093_at                   -2.500000      2.746188e-02   \n",
       "HIST3H3\\208572_at                 0.456003     -1.124851e+00   \n",
       "ZNF316\\227170_at                 -2.500000     -2.878322e-01   \n",
       "ETV6\\205585_at                   -2.500000     -5.578391e-01   \n",
       "LOC400550\\243059_at              -2.500000      5.887833e-01   \n",
       "B3GAT2\\234146_at                 -0.615108      2.781852e-01   \n",
       "HMGB4\\230473_s_at                -0.459913      1.310405e-01   \n",
       "CMTM6\\217947_at                  -2.500000     -4.072392e-01   \n",
       "BRAP\\209922_at                   -2.500000     -5.492051e-02   \n",
       "BARD1\\205345_at                  -2.500000     -3.677368e-01   \n",
       "MR1\\207565_s_at                  -2.500000      1.582400e-01   \n",
       "SORT1\\212797_at                  -2.500000      4.109577e-01   \n",
       "FLJ31485\\243351_at               -1.713196      2.380288e-02   \n",
       "BPI\\205557_at                    -0.380919      1.550287e+00   \n",
       "CECR3\\1564352_at                 -2.500000      5.172905e-01   \n",
       "\n",
       "                                ...         GSE8581GSM210979  \\\n",
       "KIAA1377\\235956_at              ...             1.234281e+00   \n",
       "ZNF358\\226260_x_at              ...             3.100759e-01   \n",
       "GPR135\\214503_x_at              ...             5.955446e-01   \n",
       "GPATCH2\\242224_at               ...             3.377338e-01   \n",
       "RPL24\\214143_x_at               ...             5.964594e-02   \n",
       "PALM2\\1554640_at                ...             7.204935e-01   \n",
       "LOC339316\\242084_at             ...             1.952618e-01   \n",
       "FECH\\203115_at                  ...             1.106194e+00   \n",
       "KCNJ9\\207527_at                 ...             7.171176e-01   \n",
       "C21orf96\\220918_at              ...             1.322267e-01   \n",
       "SAT2\\225272_at                  ...            -4.467455e-01   \n",
       "EHD1\\209038_s_at                ...             2.102385e-01   \n",
       "CBLB\\208348_s_at                ...             1.983327e+00   \n",
       "C20orf85\\229542_at              ...            -8.473255e-16   \n",
       "UGGT1\\218257_s_at               ...             4.807792e-01   \n",
       "LOC283585\\1561442_at            ...             3.031844e-01   \n",
       "EMP2\\204975_at                  ...             3.241176e-01   \n",
       "LHFP\\218656_s_at                ...             6.274778e-01   \n",
       "SNCAIP\\237834_at                ...             4.296933e-01   \n",
       "RDH8\\220683_at                  ...            -6.652780e-01   \n",
       "SRSF4\\239512_at                 ...             8.720908e-01   \n",
       "ACTB\\213867_x_at                ...            -3.470505e-14   \n",
       "FAM182B\\215487_x_at             ...             2.551106e-15   \n",
       "C6orf108\\213871_s_at            ...            -1.440800e-01   \n",
       "CSRNP2\\225042_s_at              ...            -2.157490e-01   \n",
       "SLCO2B1\\203473_at               ...            -3.013392e-01   \n",
       "MYNN\\237510_at                  ...             8.639631e-01   \n",
       "NAP1L1\\208752_x_at              ...             1.767542e-01   \n",
       "ADAM28\\205997_at                ...            -1.079184e+00   \n",
       "LOC100507248\\235236_at          ...            -1.297602e+00   \n",
       "PHF8\\238837_at                  ...             9.266539e-01   \n",
       "C9orf96\\1554787_at              ...            -7.369633e-01   \n",
       "TNPO2\\210585_s_at               ...            -6.485810e-01   \n",
       "FLJ31485\\239569_at              ...            -2.603269e-15   \n",
       "PUM1\\201164_s_at                ...             5.972622e-01   \n",
       "COX4I1\\202698_x_at              ...            -1.665304e-01   \n",
       "IZUMO4\\215734_at                ...            -5.166969e-01   \n",
       "TPSAB1\\216485_s_at              ...            -4.449256e-01   \n",
       "LMAN1L\\220420_at                ...             1.369716e+00   \n",
       "LY6K\\223687_s_at                ...             3.818696e-01   \n",
       "ACAD10\\238655_at                ...             1.423953e-01   \n",
       "TIMM22\\219184_x_at              ...             7.864175e-01   \n",
       "HUS1\\217618_x_at                ...             6.075843e-01   \n",
       "EPHA7\\206852_at                 ...             1.284141e+00   \n",
       "CSH1\\208069_x_at                ...            -1.704326e-01   \n",
       "FMNL2\\242665_at                 ...             3.431706e-01   \n",
       "PUS3\\221277_s_at                ...             4.791909e-01   \n",
       "CELF4\\231220_at                 ...            -1.978729e-01   \n",
       "RBM6\\228030_at                  ...             5.565498e-01   \n",
       "AVIL\\233333_x_at                ...             9.266262e-01   \n",
       "...                             ...                      ...   \n",
       "MON1B\\233557_s_at               ...            -5.728325e-02   \n",
       "CLLU1\\1558185_at                ...            -8.249987e-01   \n",
       "KTN1\\214709_s_at                ...             6.770990e-01   \n",
       "KRTAP4-7\\216810_at              ...             7.241434e-01   \n",
       "RBKS\\219222_at                  ...             1.816752e-01   \n",
       "LOC100506621\\227061_at          ...            -3.947754e-01   \n",
       "CCDC67\\1554071_at               ...             1.246248e-01   \n",
       "MCM9\\219673_at                  ...             1.829210e-01   \n",
       "LOC730101\\213248_at             ...             7.322634e-01   \n",
       "LOC100508546\\244037_at          ...            -1.763166e-01   \n",
       "RNPS1\\200060_s_at               ...            -2.785834e-02   \n",
       "C8orf74\\1569246_a_at            ...             8.633091e-01   \n",
       "UTP14C\\203614_at                ...             3.864589e-01   \n",
       "RHEB\\201452_at                  ...            -2.097672e+00   \n",
       "CXCL16\\223454_at                ...            -7.074534e-01   \n",
       "PSPC1\\218371_s_at               ...             1.847272e-01   \n",
       "SIK3\\213034_at                  ...             4.818038e-01   \n",
       "ACOT9\\221641_s_at               ...            -1.259537e-01   \n",
       "KIAA1661\\215943_at              ...            -7.684039e-01   \n",
       "STEAP2\\225871_at                ...             2.959283e-01   \n",
       "AKAP5\\207800_at                 ...             1.125127e+00   \n",
       "C1orf57\\223272_s_at             ...             1.108331e-01   \n",
       "C7orf30\\226385_s_at             ...             1.817853e-01   \n",
       "BAX\\208478_s_at                 ...            -7.993298e-01   \n",
       "MAN1C1\\218918_at                ...            -3.852458e-01   \n",
       "SGSM3\\214779_s_at               ...            -3.425757e-01   \n",
       "LOC100508009\\231516_at          ...             1.722962e+00   \n",
       "ASCL3\\221161_at                 ...            -6.936359e-01   \n",
       "DALRD3\\221934_s_at              ...             6.480116e-02   \n",
       "DAPK2\\206324_s_at               ...             3.369926e-01   \n",
       "NUP155\\206550_s_at              ...             9.987133e-02   \n",
       "TMF1\\215855_s_at                ...             8.288251e-01   \n",
       "LOC100505584\\216336_x_at        ...            -8.367125e-02   \n",
       "ARID1B\\1566990_x_at             ...             6.735043e-01   \n",
       "LOC100287105\\1570171_at         ...             6.813099e-01   \n",
       "UTRN\\225093_at                  ...             5.733829e-01   \n",
       "HIST3H3\\208572_at               ...             6.130563e-01   \n",
       "ZNF316\\227170_at                ...             5.983806e-01   \n",
       "ETV6\\205585_at                  ...            -2.082721e-01   \n",
       "LOC400550\\243059_at             ...            -1.039014e+00   \n",
       "B3GAT2\\234146_at                ...             1.944672e+00   \n",
       "HMGB4\\230473_s_at               ...            -5.256141e-01   \n",
       "CMTM6\\217947_at                 ...             2.346540e-01   \n",
       "BRAP\\209922_at                  ...             3.275027e-02   \n",
       "BARD1\\205345_at                 ...             1.196425e+00   \n",
       "MR1\\207565_s_at                 ...            -5.757536e-01   \n",
       "SORT1\\212797_at                 ...            -4.905258e-01   \n",
       "FLJ31485\\243351_at              ...             8.141621e-01   \n",
       "BPI\\205557_at                   ...            -1.012536e+00   \n",
       "CECR3\\1564352_at                ...             6.292538e-01   \n",
       "\n",
       "                          GSE8581GSM213017  GSE8581GSM211007  \\\n",
       "KIAA1377\\235956_at           -1.578853e-01          0.642150   \n",
       "ZNF358\\226260_x_at            1.628198e-01          0.695030   \n",
       "GPR135\\214503_x_at            6.090966e-01          1.238395   \n",
       "GPATCH2\\242224_at            -1.245019e+00          0.809489   \n",
       "RPL24\\214143_x_at            -5.714644e-02          0.044090   \n",
       "PALM2\\1554640_at              6.870224e-01          1.292842   \n",
       "LOC339316\\242084_at          -6.714563e-01          2.500000   \n",
       "FECH\\203115_at               -1.906898e-01          0.315945   \n",
       "KCNJ9\\207527_at               9.340802e-02          0.381381   \n",
       "C21orf96\\220918_at           -2.444516e+00          0.736984   \n",
       "SAT2\\225272_at               -7.023133e-01         -0.510265   \n",
       "EHD1\\209038_s_at             -9.875349e-01         -1.849258   \n",
       "CBLB\\208348_s_at              8.274782e-01         -0.140937   \n",
       "C20orf85\\229542_at            8.755296e-02          0.088931   \n",
       "UGGT1\\218257_s_at            -1.718055e+00          0.321934   \n",
       "LOC283585\\1561442_at         -1.996948e+00          0.973158   \n",
       "EMP2\\204975_at                4.882364e-02          0.215725   \n",
       "LHFP\\218656_s_at             -2.734732e-01          0.124004   \n",
       "SNCAIP\\237834_at             -2.500000e+00          1.247165   \n",
       "RDH8\\220683_at               -2.310751e+00          1.231245   \n",
       "SRSF4\\239512_at              -7.960976e-01          0.753250   \n",
       "ACTB\\213867_x_at              1.877330e-01          0.066712   \n",
       "FAM182B\\215487_x_at          -1.221011e+00          0.357840   \n",
       "C6orf108\\213871_s_at          1.992118e-01          1.008553   \n",
       "CSRNP2\\225042_s_at           -3.603765e-01          0.423193   \n",
       "SLCO2B1\\203473_at            -1.904205e-01          0.384603   \n",
       "MYNN\\237510_at               -1.698898e-01          0.028395   \n",
       "NAP1L1\\208752_x_at           -3.788714e-01          0.297318   \n",
       "ADAM28\\205997_at              3.550066e-01         -2.500000   \n",
       "LOC100507248\\235236_at        1.865324e-01         -0.693526   \n",
       "PHF8\\238837_at               -3.207794e-01          1.748153   \n",
       "C9orf96\\1554787_at            4.219920e-01          1.099040   \n",
       "TNPO2\\210585_s_at            -7.156987e-01         -0.157029   \n",
       "FLJ31485\\239569_at           -1.020649e+00          1.020018   \n",
       "PUM1\\201164_s_at             -2.876168e-01          0.429244   \n",
       "COX4I1\\202698_x_at           -4.477226e-02          0.132276   \n",
       "IZUMO4\\215734_at              8.629959e-02         -1.336871   \n",
       "TPSAB1\\216485_s_at           -5.165284e-01          0.478172   \n",
       "LMAN1L\\220420_at             -1.247334e+00          2.500000   \n",
       "LY6K\\223687_s_at             -1.102716e+00          0.495548   \n",
       "ACAD10\\238655_at             -4.586533e-01          0.768854   \n",
       "TIMM22\\219184_x_at           -1.967618e-01          0.741393   \n",
       "HUS1\\217618_x_at              9.858510e-02          0.306931   \n",
       "EPHA7\\206852_at               1.716224e-01         -0.295550   \n",
       "CSH1\\208069_x_at             -1.103740e-01          1.161543   \n",
       "FMNL2\\242665_at              -8.605117e-01          0.268740   \n",
       "PUS3\\221277_s_at             -4.053745e-01         -0.244712   \n",
       "CELF4\\231220_at              -5.503310e-01          0.073438   \n",
       "RBM6\\228030_at                3.281905e-01          0.694981   \n",
       "AVIL\\233333_x_at             -2.048787e+00          1.667175   \n",
       "...                                    ...               ...   \n",
       "MON1B\\233557_s_at            -2.661090e-02          1.288685   \n",
       "CLLU1\\1558185_at              1.817452e+00          0.213771   \n",
       "KTN1\\214709_s_at             -4.167230e-01          0.304909   \n",
       "KRTAP4-7\\216810_at           -6.335071e-02          1.508098   \n",
       "RBKS\\219222_at                4.958249e-02          0.869107   \n",
       "LOC100506621\\227061_at       -5.189949e-02          0.768363   \n",
       "CCDC67\\1554071_at            -4.246001e-01          1.143442   \n",
       "MCM9\\219673_at               -1.001783e+00          0.065792   \n",
       "LOC730101\\213248_at          -1.684741e-01          0.452439   \n",
       "LOC100508546\\244037_at       -6.568147e-01         -0.730289   \n",
       "RNPS1\\200060_s_at            -7.577448e-01          0.083098   \n",
       "C8orf74\\1569246_a_at          7.904270e-01          1.893826   \n",
       "UTP14C\\203614_at             -1.518737e-01          0.269590   \n",
       "RHEB\\201452_at                2.704643e-01         -1.281542   \n",
       "CXCL16\\223454_at             -4.119786e-01          0.303856   \n",
       "PSPC1\\218371_s_at            -7.089064e-01          0.112730   \n",
       "SIK3\\213034_at               -4.862550e-01          0.166349   \n",
       "ACOT9\\221641_s_at            -3.770752e-01          0.300626   \n",
       "KIAA1661\\215943_at           -1.853766e+00          1.193023   \n",
       "STEAP2\\225871_at             -6.333808e-01          0.039590   \n",
       "AKAP5\\207800_at              -3.930062e-01          1.293941   \n",
       "C1orf57\\223272_s_at          -6.756677e-16          0.068329   \n",
       "C7orf30\\226385_s_at          -5.463139e-01          0.073956   \n",
       "BAX\\208478_s_at              -1.042535e+00         -0.461467   \n",
       "MAN1C1\\218918_at             -4.932705e-01          0.028520   \n",
       "SGSM3\\214779_s_at            -1.025167e+00         -0.241786   \n",
       "LOC100508009\\231516_at       -7.545144e-02          1.021933   \n",
       "ASCL3\\221161_at              -6.844133e-02          1.191375   \n",
       "DALRD3\\221934_s_at           -6.160821e-01         -0.041037   \n",
       "DAPK2\\206324_s_at            -4.244189e-01          0.385729   \n",
       "NUP155\\206550_s_at           -2.454252e-01          0.117596   \n",
       "TMF1\\215855_s_at              2.629762e-01          0.961501   \n",
       "LOC100505584\\216336_x_at     -5.951153e-01          0.174207   \n",
       "ARID1B\\1566990_x_at          -2.276432e+00          0.880813   \n",
       "LOC100287105\\1570171_at      -9.100254e-02          1.191427   \n",
       "UTRN\\225093_at               -2.718756e-01          0.359423   \n",
       "HIST3H3\\208572_at            -1.454852e+00         -0.149284   \n",
       "ZNF316\\227170_at             -5.050046e-01          0.746700   \n",
       "ETV6\\205585_at               -3.309314e-01          0.685810   \n",
       "LOC400550\\243059_at          -1.392440e-01         -0.083357   \n",
       "B3GAT2\\234146_at              1.190688e+00          1.062559   \n",
       "HMGB4\\230473_s_at            -4.916938e-01          1.890940   \n",
       "CMTM6\\217947_at              -2.945002e-01          0.515876   \n",
       "BRAP\\209922_at               -2.500000e+00         -1.223492   \n",
       "BARD1\\205345_at              -4.250562e-01          1.041858   \n",
       "MR1\\207565_s_at              -5.854919e-01          0.503805   \n",
       "SORT1\\212797_at              -4.931033e-01          0.246322   \n",
       "FLJ31485\\243351_at           -4.732190e-01          1.408914   \n",
       "BPI\\205557_at                 7.006553e-01         -0.088471   \n",
       "CECR3\\1564352_at              5.616309e-01         -1.321470   \n",
       "\n",
       "                          GSE8581GSM210192  GSE8581GSM213020  \\\n",
       "KIAA1377\\235956_at               -0.824503     -1.418721e-01   \n",
       "ZNF358\\226260_x_at                0.129990      1.036752e-01   \n",
       "GPR135\\214503_x_at               -0.078148      9.911758e-01   \n",
       "GPATCH2\\242224_at                 0.112782      1.517590e-01   \n",
       "RPL24\\214143_x_at                -0.187937      1.330189e-01   \n",
       "PALM2\\1554640_at                 -0.257120      5.744479e-01   \n",
       "LOC339316\\242084_at              -0.980878      0.000000e+00   \n",
       "FECH\\203115_at                   -0.107265     -4.421974e-01   \n",
       "KCNJ9\\207527_at                  -0.367554     -1.282485e-15   \n",
       "C21orf96\\220918_at               -0.937333      1.411358e-01   \n",
       "SAT2\\225272_at                    0.211429     -1.295257e-02   \n",
       "EHD1\\209038_s_at                 -0.533168      4.666680e-01   \n",
       "CBLB\\208348_s_at                  0.570401     -7.240150e-01   \n",
       "C20orf85\\229542_at               -0.375043      2.624213e-01   \n",
       "UGGT1\\218257_s_at                -0.424538      7.535896e-02   \n",
       "LOC283585\\1561442_at             -0.977061      1.243125e+00   \n",
       "EMP2\\204975_at                   -0.207513      4.261064e-01   \n",
       "LHFP\\218656_s_at                  0.031477      2.239015e-01   \n",
       "SNCAIP\\237834_at                  0.317115      4.454265e-01   \n",
       "RDH8\\220683_at                    0.406053      2.393105e-01   \n",
       "SRSF4\\239512_at                   0.027204      5.499334e-01   \n",
       "ACTB\\213867_x_at                 -0.231704      3.914000e-01   \n",
       "FAM182B\\215487_x_at              -0.717567     -1.581761e+00   \n",
       "C6orf108\\213871_s_at              1.869795      2.182196e-01   \n",
       "CSRNP2\\225042_s_at                0.130419      2.230886e-01   \n",
       "SLCO2B1\\203473_at                 0.289718      3.438642e-01   \n",
       "MYNN\\237510_at                    0.537210      2.123092e-01   \n",
       "NAP1L1\\208752_x_at               -0.034827      3.441874e-01   \n",
       "ADAM28\\205997_at                  0.006168      8.469244e-01   \n",
       "LOC100507248\\235236_at           -1.443704      2.288546e-02   \n",
       "PHF8\\238837_at                    0.145365      8.748371e-03   \n",
       "C9orf96\\1554787_at               -0.259896      3.860776e-01   \n",
       "TNPO2\\210585_s_at                 0.966534      1.498387e-01   \n",
       "FLJ31485\\239569_at                0.373374      5.062770e-01   \n",
       "PUM1\\201164_s_at                 -0.091790      6.488431e-01   \n",
       "COX4I1\\202698_x_at               -0.099144      3.437716e-01   \n",
       "IZUMO4\\215734_at                  0.426588     -1.975528e-02   \n",
       "TPSAB1\\216485_s_at               -0.708736     -1.101193e-01   \n",
       "LMAN1L\\220420_at                 -0.578041      5.389191e-01   \n",
       "LY6K\\223687_s_at                 -0.542092     -1.535721e+00   \n",
       "ACAD10\\238655_at                  0.201477      1.869591e-01   \n",
       "TIMM22\\219184_x_at               -0.230203      4.937277e-01   \n",
       "HUS1\\217618_x_at                  0.394713      4.329534e-01   \n",
       "EPHA7\\206852_at                  -0.472820      5.728688e-01   \n",
       "CSH1\\208069_x_at                 -0.046680      2.500000e+00   \n",
       "FMNL2\\242665_at                   0.598927     -6.343997e-01   \n",
       "PUS3\\221277_s_at                 -0.093528     -1.603453e-01   \n",
       "CELF4\\231220_at                   1.548142      3.880176e-02   \n",
       "RBM6\\228030_at                   -0.560279      3.989280e-01   \n",
       "AVIL\\233333_x_at                  0.164728      4.518892e-02   \n",
       "...                                    ...               ...   \n",
       "MON1B\\233557_s_at                 0.026459      9.216581e-01   \n",
       "CLLU1\\1558185_at                 -1.334990     -6.085725e-01   \n",
       "KTN1\\214709_s_at                 -0.190950      3.769602e-01   \n",
       "KRTAP4-7\\216810_at               -0.823065      1.238118e+00   \n",
       "RBKS\\219222_at                   -0.619181      6.231288e-01   \n",
       "LOC100506621\\227061_at           -0.989644     -4.984056e-02   \n",
       "CCDC67\\1554071_at                -0.145376      1.621148e+00   \n",
       "MCM9\\219673_at                    0.150269      3.375726e-01   \n",
       "LOC730101\\213248_at              -0.302283     -6.829856e-02   \n",
       "LOC100508546\\244037_at            0.285510     -2.138232e+00   \n",
       "RNPS1\\200060_s_at                 0.104838      2.969498e-01   \n",
       "C8orf74\\1569246_a_at              1.071859     -8.684117e-03   \n",
       "UTP14C\\203614_at                  0.031779      3.964468e-01   \n",
       "RHEB\\201452_at                    0.897462      6.127546e-01   \n",
       "CXCL16\\223454_at                  0.100922      2.757123e-01   \n",
       "PSPC1\\218371_s_at                 0.307784      4.462130e-01   \n",
       "SIK3\\213034_at                   -0.084095      6.242145e-01   \n",
       "ACOT9\\221641_s_at                -0.163270      4.699680e-01   \n",
       "KIAA1661\\215943_at               -1.313194     -1.589782e+00   \n",
       "STEAP2\\225871_at                 -0.342473     -2.063003e-02   \n",
       "AKAP5\\207800_at                   1.228261      2.201931e-02   \n",
       "C1orf57\\223272_s_at               0.399466      5.782434e-01   \n",
       "C7orf30\\226385_s_at               0.021864      1.023310e-01   \n",
       "BAX\\208478_s_at                   1.065001      2.012570e-01   \n",
       "MAN1C1\\218918_at                  0.219546      7.410833e-01   \n",
       "SGSM3\\214779_s_at                 0.283231     -4.412527e-01   \n",
       "LOC100508009\\231516_at            0.293152     -6.434770e-01   \n",
       "ASCL3\\221161_at                   0.437159     -2.974882e-01   \n",
       "DALRD3\\221934_s_at                0.099933     -9.786916e-02   \n",
       "DAPK2\\206324_s_at                 0.068463      4.582797e-01   \n",
       "NUP155\\206550_s_at               -0.315022      1.098486e-02   \n",
       "TMF1\\215855_s_at                 -0.311875      7.434090e-01   \n",
       "LOC100505584\\216336_x_at         -0.295462      6.472981e-01   \n",
       "ARID1B\\1566990_x_at               0.524485     -3.145565e-01   \n",
       "LOC100287105\\1570171_at           0.239410     -5.198894e-02   \n",
       "UTRN\\225093_at                   -0.107341      6.024932e-01   \n",
       "HIST3H3\\208572_at                 1.013416     -6.808040e-01   \n",
       "ZNF316\\227170_at                  0.263718      8.621742e-02   \n",
       "ETV6\\205585_at                    0.360216     -6.797032e-02   \n",
       "LOC400550\\243059_at               1.058742      1.019857e+00   \n",
       "B3GAT2\\234146_at                  0.110046     -6.473686e-01   \n",
       "HMGB4\\230473_s_at                 1.571216      1.680680e+00   \n",
       "CMTM6\\217947_at                  -0.228873      2.877550e-01   \n",
       "BRAP\\209922_at                    0.123448      1.318926e-01   \n",
       "BARD1\\205345_at                  -0.439212      3.288060e-01   \n",
       "MR1\\207565_s_at                   0.092773      2.414565e-01   \n",
       "SORT1\\212797_at                   0.293623      7.029947e-01   \n",
       "FLJ31485\\243351_at               -0.250313     -1.316088e+00   \n",
       "BPI\\205557_at                    -1.236672      1.183149e+00   \n",
       "CECR3\\1564352_at                  0.141950      2.682927e-01   \n",
       "\n",
       "                          GSE8581GSM210994  GSE8581GSM210010  \\\n",
       "KIAA1377\\235956_at            7.586432e-01     -1.102181e+00   \n",
       "ZNF358\\226260_x_at           -1.037046e+00     -3.647481e-01   \n",
       "GPR135\\214503_x_at           -7.427790e-01     -7.761581e-02   \n",
       "GPATCH2\\242224_at             5.940620e-01     -1.477183e-01   \n",
       "RPL24\\214143_x_at             1.035764e-01     -1.438904e-01   \n",
       "PALM2\\1554640_at              3.985112e-01      4.682653e-02   \n",
       "LOC339316\\242084_at           4.029939e-01     -8.271509e-01   \n",
       "FECH\\203115_at                2.162255e-01     -9.024499e-02   \n",
       "KCNJ9\\207527_at               5.520371e-01      3.760669e-01   \n",
       "C21orf96\\220918_at           -8.504788e-01      1.726166e-02   \n",
       "SAT2\\225272_at               -7.275942e-01      1.857135e-01   \n",
       "EHD1\\209038_s_at             -2.500000e+00     -6.914566e-01   \n",
       "CBLB\\208348_s_at              1.757159e-01     -9.647979e-01   \n",
       "C20orf85\\229542_at           -6.056148e-02     -1.464985e+00   \n",
       "UGGT1\\218257_s_at             1.116358e-01      1.440283e-01   \n",
       "LOC283585\\1561442_at          9.759445e-01      7.292454e-02   \n",
       "EMP2\\204975_at                1.583930e-01     -2.786914e-01   \n",
       "LHFP\\218656_s_at              4.204985e-01      2.847553e-02   \n",
       "SNCAIP\\237834_at             -1.746180e+00     -6.298814e-01   \n",
       "RDH8\\220683_at                1.022069e+00     -9.697710e-01   \n",
       "SRSF4\\239512_at               7.468201e-01      1.441688e-01   \n",
       "ACTB\\213867_x_at             -1.944697e-01     -3.105753e-01   \n",
       "FAM182B\\215487_x_at           5.548705e-01      1.118574e+00   \n",
       "C6orf108\\213871_s_at          4.145624e-16     -3.242178e-02   \n",
       "CSRNP2\\225042_s_at           -1.696119e-01     -2.235140e-15   \n",
       "SLCO2B1\\203473_at            -3.036421e-01     -2.657001e-01   \n",
       "MYNN\\237510_at                2.644444e-01     -8.311871e-01   \n",
       "NAP1L1\\208752_x_at            2.408059e-01     -1.646946e-01   \n",
       "ADAM28\\205997_at             -7.686321e-02     -8.059085e-01   \n",
       "LOC100507248\\235236_at        7.171869e-01     -3.005735e-01   \n",
       "PHF8\\238837_at                9.995139e-01     -8.309919e-01   \n",
       "C9orf96\\1554787_at           -6.389184e-01      2.974728e-01   \n",
       "TNPO2\\210585_s_at            -6.615023e-01     -5.128144e-01   \n",
       "FLJ31485\\239569_at           -1.502273e-01      3.419281e-01   \n",
       "PUM1\\201164_s_at              5.650431e-01     -5.263984e-01   \n",
       "COX4I1\\202698_x_at            1.535771e-02     -1.547498e-01   \n",
       "IZUMO4\\215734_at             -2.494942e-01     -2.396816e-01   \n",
       "TPSAB1\\216485_s_at            9.643122e-01     -1.608353e-01   \n",
       "LMAN1L\\220420_at              5.576721e-01      2.955870e-01   \n",
       "LY6K\\223687_s_at              5.965487e-01      2.741282e-01   \n",
       "ACAD10\\238655_at              6.070856e-01     -5.366020e-01   \n",
       "TIMM22\\219184_x_at            8.848425e-16     -1.197899e+00   \n",
       "HUS1\\217618_x_at              9.430008e-01      2.014285e-01   \n",
       "EPHA7\\206852_at              -7.848282e-01      1.158740e+00   \n",
       "CSH1\\208069_x_at             -7.618032e-02      1.701280e+00   \n",
       "FMNL2\\242665_at               3.910055e-01      1.036978e+00   \n",
       "PUS3\\221277_s_at              2.567217e-01      1.749341e-01   \n",
       "CELF4\\231220_at               2.120659e+00      1.215759e+00   \n",
       "RBM6\\228030_at                1.095893e+00     -8.442382e-01   \n",
       "AVIL\\233333_x_at             -2.652245e-01     -1.004089e-01   \n",
       "...                                    ...               ...   \n",
       "MON1B\\233557_s_at            -1.923043e-01      1.823643e-01   \n",
       "CLLU1\\1558185_at             -6.868481e-01      1.461691e+00   \n",
       "KTN1\\214709_s_at              2.094832e-01     -1.297410e-01   \n",
       "KRTAP4-7\\216810_at           -1.143154e-01     -5.926425e-02   \n",
       "RBKS\\219222_at                5.711128e-01     -4.304674e-01   \n",
       "LOC100506621\\227061_at        2.476006e-01     -9.890471e-02   \n",
       "CCDC67\\1554071_at            -1.311573e-01      1.093230e+00   \n",
       "MCM9\\219673_at               -1.414786e-01      1.637869e-01   \n",
       "LOC730101\\213248_at           7.417542e-01      2.116920e-01   \n",
       "LOC100508546\\244037_at       -2.682613e-01     -9.140803e-01   \n",
       "RNPS1\\200060_s_at            -9.367385e-02     -5.940128e-02   \n",
       "C8orf74\\1569246_a_at          6.454497e-01      7.726947e-01   \n",
       "UTP14C\\203614_at              3.702738e-01     -7.403777e-02   \n",
       "RHEB\\201452_at                6.354196e-01     -7.908111e-01   \n",
       "CXCL16\\223454_at             -2.456973e-01      1.392537e-15   \n",
       "PSPC1\\218371_s_at            -4.546926e-02     -2.685357e-01   \n",
       "SIK3\\213034_at               -8.634988e-02     -3.233842e-01   \n",
       "ACOT9\\221641_s_at             4.756456e-02     -3.029091e-01   \n",
       "KIAA1661\\215943_at            1.376141e+00     -1.193792e-02   \n",
       "STEAP2\\225871_at              2.447803e-01     -4.129984e-01   \n",
       "AKAP5\\207800_at              -4.610851e-01     -5.629784e-01   \n",
       "C1orf57\\223272_s_at          -1.678051e-01     -8.818476e-02   \n",
       "C7orf30\\226385_s_at           3.883427e-02     -8.576460e-02   \n",
       "BAX\\208478_s_at              -4.096498e-01      6.740900e-01   \n",
       "MAN1C1\\218918_at              1.358944e-01     -1.385487e-01   \n",
       "SGSM3\\214779_s_at            -2.509460e-01      3.779060e-01   \n",
       "LOC100508009\\231516_at        1.028962e+00     -1.087279e+00   \n",
       "ASCL3\\221161_at               8.986177e-01     -2.547238e-01   \n",
       "DALRD3\\221934_s_at            2.601851e-02     -4.701461e-01   \n",
       "DAPK2\\206324_s_at            -3.322440e-01      2.358460e-01   \n",
       "NUP155\\206550_s_at            2.075482e-01     -4.582731e-01   \n",
       "TMF1\\215855_s_at              6.298310e-01     -2.527550e-01   \n",
       "LOC100505584\\216336_x_at      1.078961e-01     -1.850171e-02   \n",
       "ARID1B\\1566990_x_at           7.334851e-01      5.185571e-01   \n",
       "LOC100287105\\1570171_at       1.776968e-01      1.601922e-01   \n",
       "UTRN\\225093_at                2.935127e-01     -2.982864e-01   \n",
       "HIST3H3\\208572_at             2.418817e+00      6.606057e-01   \n",
       "ZNF316\\227170_at             -6.545053e-01     -1.689681e-01   \n",
       "ETV6\\205585_at                7.947080e-02      1.413004e+00   \n",
       "LOC400550\\243059_at           3.933854e-01     -3.014409e-01   \n",
       "B3GAT2\\234146_at              1.818159e+00     -2.247820e-01   \n",
       "HMGB4\\230473_s_at             1.689341e-01      1.654385e+00   \n",
       "CMTM6\\217947_at               1.303690e-01     -2.318001e-01   \n",
       "BRAP\\209922_at               -6.709925e-02     -1.196013e+00   \n",
       "BARD1\\205345_at               3.428453e-01     -6.847699e-01   \n",
       "MR1\\207565_s_at               1.434490e-01      2.827439e-01   \n",
       "SORT1\\212797_at               3.494057e-01     -4.095347e-02   \n",
       "FLJ31485\\243351_at            2.594872e-01     -1.300986e-01   \n",
       "BPI\\205557_at                 1.338136e-01     -8.761095e-02   \n",
       "CECR3\\1564352_at              6.744392e-01      1.913051e-01   \n",
       "\n",
       "                          GSE8581GSM210011  GSE8581GSM210007  GSE8581GSM213019  \n",
       "KIAA1377\\235956_at           -1.168079e+00     -6.064866e-01      2.864873e-01  \n",
       "ZNF358\\226260_x_at            3.708714e-01     -3.854062e-01      1.054395e+00  \n",
       "GPR135\\214503_x_at            4.237702e-01     -2.863704e-01     -7.628633e-01  \n",
       "GPATCH2\\242224_at            -1.779910e-01      1.171425e-01      1.539858e-01  \n",
       "RPL24\\214143_x_at            -2.244213e-01     -3.951937e-01      3.198973e-01  \n",
       "PALM2\\1554640_at              2.494825e-01      1.336069e-01      9.463886e-01  \n",
       "LOC339316\\242084_at          -6.114075e-01      2.050778e+00      2.693141e-01  \n",
       "FECH\\203115_at               -4.498444e-01      2.732963e-01      6.115749e-01  \n",
       "KCNJ9\\207527_at              -1.293106e+00     -1.034804e+00      6.951946e-01  \n",
       "C21orf96\\220918_at           -4.542636e-01     -8.424365e-01      1.258965e+00  \n",
       "SAT2\\225272_at               -2.238315e-01     -3.345544e-01      5.608342e-01  \n",
       "EHD1\\209038_s_at             -4.362436e-01     -1.043725e-01      3.922175e-01  \n",
       "CBLB\\208348_s_at              5.032972e-01      1.024542e+00     -9.315211e-01  \n",
       "C20orf85\\229542_at            6.121084e-02      1.220506e-01     -4.128167e-01  \n",
       "UGGT1\\218257_s_at             2.094979e-03     -8.030938e-02      6.544336e-02  \n",
       "LOC283585\\1561442_at          6.582480e-01      3.560563e-01      1.075439e+00  \n",
       "EMP2\\204975_at               -4.835402e-01     -1.116450e-01      2.027803e-01  \n",
       "LHFP\\218656_s_at             -6.270991e-01     -2.628937e-01      3.536542e-01  \n",
       "SNCAIP\\237834_at             -7.808986e-01      3.364997e-01     -7.405259e-01  \n",
       "RDH8\\220683_at               -1.266995e+00      1.571626e-01      7.023662e-01  \n",
       "SRSF4\\239512_at               3.253595e-02      5.998565e-01      7.623570e-01  \n",
       "ACTB\\213867_x_at             -1.443515e-01     -3.226865e-01      3.269460e-01  \n",
       "FAM182B\\215487_x_at           4.014430e-01      6.299936e-01     -7.558542e-01  \n",
       "C6orf108\\213871_s_at         -1.134264e-01     -3.916806e-01     -1.043065e-01  \n",
       "CSRNP2\\225042_s_at           -6.171768e-03      3.178128e-01      7.780457e-01  \n",
       "SLCO2B1\\203473_at             1.615090e-01      5.801628e-02      6.904673e-01  \n",
       "MYNN\\237510_at               -4.848538e-02     -1.477602e-01      8.573179e-01  \n",
       "NAP1L1\\208752_x_at           -1.708129e-03     -2.785391e-01      4.158654e-01  \n",
       "ADAM28\\205997_at              5.649578e-02     -9.739542e-01     -1.514475e-01  \n",
       "LOC100507248\\235236_at        4.729783e-02     -1.715550e+00      5.227358e-01  \n",
       "PHF8\\238837_at               -4.290229e-01     -5.363052e-01      7.551622e-01  \n",
       "C9orf96\\1554787_at            6.941508e-01      8.204310e-01     -1.153295e+00  \n",
       "TNPO2\\210585_s_at            -2.662810e-02      2.944100e-01      5.898351e-01  \n",
       "FLJ31485\\239569_at            6.765752e-02      3.784114e-01     -1.268814e-02  \n",
       "PUM1\\201164_s_at             -5.719179e-01     -4.366248e-01      6.478936e-01  \n",
       "COX4I1\\202698_x_at           -1.107080e-01     -1.705950e-02      4.616539e-01  \n",
       "IZUMO4\\215734_at              1.031394e+00      7.834997e-03      8.988842e-01  \n",
       "TPSAB1\\216485_s_at            1.718105e-01     -8.349604e-01      7.185777e-01  \n",
       "LMAN1L\\220420_at              3.838427e-01     -4.748444e-01      8.219235e-01  \n",
       "LY6K\\223687_s_at             -5.391458e-01     -1.108703e-15     -1.547624e-01  \n",
       "ACAD10\\238655_at             -2.556770e-01      2.514190e-02      4.341299e-01  \n",
       "TIMM22\\219184_x_at           -6.914155e-01     -4.348508e-01      2.612987e-01  \n",
       "HUS1\\217618_x_at              6.965350e-01      6.140034e-01      2.169261e-01  \n",
       "EPHA7\\206852_at              -1.160183e+00      7.239862e-01      1.487858e+00  \n",
       "CSH1\\208069_x_at             -4.317074e-01     -1.565720e-01      9.939125e-01  \n",
       "FMNL2\\242665_at               1.723116e-01      3.036245e-01     -3.656789e-01  \n",
       "PUS3\\221277_s_at             -8.780012e-02     -4.179677e-01      6.323481e-01  \n",
       "CELF4\\231220_at              -8.241560e-02     -9.420770e-01     -4.496815e-01  \n",
       "RBM6\\228030_at               -8.199109e-01     -9.166730e-02      6.334560e-01  \n",
       "AVIL\\233333_x_at             -5.809123e-01     -7.326943e-01      9.717940e-01  \n",
       "...                                    ...               ...               ...  \n",
       "MON1B\\233557_s_at             7.080469e-01     -6.358982e-02      5.178159e-01  \n",
       "CLLU1\\1558185_at             -3.411989e-01      1.006889e+00     -4.339588e-01  \n",
       "KTN1\\214709_s_at             -1.386177e-01     -3.966711e-01      4.634931e-01  \n",
       "KRTAP4-7\\216810_at            1.169225e+00      3.633507e-01     -4.482008e-01  \n",
       "RBKS\\219222_at                4.280768e-01     -9.638054e-01      8.646066e-01  \n",
       "LOC100506621\\227061_at       -4.462636e-01      4.291749e-02      4.474606e-01  \n",
       "CCDC67\\1554071_at             1.401844e+00     -2.792740e-01     -7.094043e-01  \n",
       "MCM9\\219673_at               -2.240233e-01      5.632103e-02      4.680923e-01  \n",
       "LOC730101\\213248_at          -4.113453e-01     -3.517702e-01      1.225708e+00  \n",
       "LOC100508546\\244037_at       -2.113736e+00     -3.117951e-01      6.025652e-01  \n",
       "RNPS1\\200060_s_at            -1.382211e-15     -1.962634e-01      4.175789e-01  \n",
       "C8orf74\\1569246_a_at         -1.148032e+00      1.151162e+00     -9.630953e-01  \n",
       "UTP14C\\203614_at             -4.434015e-01     -1.775024e-01      4.281801e-01  \n",
       "RHEB\\201452_at                4.390502e-01     -8.706542e-02      5.826829e-01  \n",
       "CXCL16\\223454_at              2.917335e-01      1.385660e-01      3.440072e-01  \n",
       "PSPC1\\218371_s_at            -2.925314e-01     -4.102348e-01      4.417630e-01  \n",
       "SIK3\\213034_at               -6.604433e-02     -3.057007e-01      8.177099e-01  \n",
       "ACOT9\\221641_s_at             2.857613e-01      1.896554e-01      2.485417e-01  \n",
       "KIAA1661\\215943_at           -1.992654e+00     -1.971444e+00      9.655266e-01  \n",
       "STEAP2\\225871_at              4.213754e-01     -5.859930e-01      2.143950e-01  \n",
       "AKAP5\\207800_at               3.899632e-01     -4.174401e-01      1.039304e+00  \n",
       "C1orf57\\223272_s_at          -1.767640e+00     -3.915039e-01      6.837272e-01  \n",
       "C7orf30\\226385_s_at          -2.361815e-01     -4.026115e-01      6.456563e-01  \n",
       "BAX\\208478_s_at               1.247874e+00      2.074081e-01     -2.205594e-01  \n",
       "MAN1C1\\218918_at             -5.581595e-01      6.404567e-03      6.373228e-01  \n",
       "SGSM3\\214779_s_at             3.711572e-02      3.272294e-01      3.290084e-01  \n",
       "LOC100508009\\231516_at        1.851378e+00      7.203381e-01      2.696586e-01  \n",
       "ASCL3\\221161_at              -7.817435e-01      6.498341e-02      1.799959e+00  \n",
       "DALRD3\\221934_s_at           -3.642525e-01     -1.471343e-15      5.833984e-01  \n",
       "DAPK2\\206324_s_at            -7.145301e-01      9.155446e-02      2.796026e-01  \n",
       "NUP155\\206550_s_at           -5.106113e-01      1.502304e-01      3.054965e-01  \n",
       "TMF1\\215855_s_at             -5.429247e-01     -3.419514e-02      7.723467e-01  \n",
       "LOC100505584\\216336_x_at      6.805104e-01      2.702985e-01      2.198597e-01  \n",
       "ARID1B\\1566990_x_at          -6.726688e-16      5.869926e-01      6.323548e-01  \n",
       "LOC100287105\\1570171_at       4.530840e-01      3.078466e-01      6.194966e-01  \n",
       "UTRN\\225093_at               -4.122579e-01     -3.569925e-01      7.365671e-01  \n",
       "HIST3H3\\208572_at            -9.158784e-01     -2.269791e-01     -6.137322e-01  \n",
       "ZNF316\\227170_at              1.603481e-01     -7.618066e-01      3.682123e-01  \n",
       "ETV6\\205585_at                3.015267e-01      7.651200e-01     -2.822372e-01  \n",
       "LOC400550\\243059_at          -6.822756e-01      5.185212e-01      3.989441e-02  \n",
       "B3GAT2\\234146_at             -1.332021e-01      1.705207e-01     -1.003410e+00  \n",
       "HMGB4\\230473_s_at            -1.252686e+00     -3.768941e-01      4.776298e-01  \n",
       "CMTM6\\217947_at              -1.057098e-01     -3.018645e-01      3.103722e-01  \n",
       "BRAP\\209922_at               -3.523880e-15      1.273002e-02      1.054824e+00  \n",
       "BARD1\\205345_at              -6.303019e-01     -3.214081e-01      7.341888e-01  \n",
       "MR1\\207565_s_at               1.890089e-01      1.101660e-01      1.935011e-02  \n",
       "SORT1\\212797_at               1.013247e-01      1.701813e-01      3.615812e-01  \n",
       "FLJ31485\\243351_at           -7.129734e-01      1.771152e-02     -1.846044e-02  \n",
       "BPI\\205557_at                 2.194417e+00     -5.984596e-01      1.404617e+00  \n",
       "CECR3\\1564352_at              7.238533e-03     -1.794781e-01     -3.650810e-15  \n",
       "\n",
       "[42449 rows x 55 columns]"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pandas import DataFrame\n",
    "\n",
    "hd_df = DataFrame(rows, columns = col_names, index = row_names)\n",
    "hd_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>control</th>\n",
       "      <th>treatment</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>subject.inTrialId</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM213034</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM212811</th>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM213036</th>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM212075</th>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM211008</th>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM210090</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM212855</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM212070</th>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM212810</th>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM210193</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM210071</th>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM212069</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM212849</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM212787</th>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM210015</th>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM212853</th>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM212790</th>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM212067</th>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM211865</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM210196</th>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM212809</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM210992</th>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM211009</th>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM210014</th>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM213018</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM212789</th>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM210978</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM213037</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM212074</th>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM210993</th>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM210087</th>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM212068</th>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM210012</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM212854</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM212852</th>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM212848</th>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM211010</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM213035</th>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM210194</th>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM210008</th>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM212788</th>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM211872</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM212850</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM210188</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM210009</th>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM210979</th>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM213017</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM211007</th>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM210192</th>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM213020</th>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM210994</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM210010</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM210011</th>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM210007</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSE8581GSM213019</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  control treatment\n",
       "subject.inTrialId                  \n",
       "GSE8581GSM213034    False     False\n",
       "GSE8581GSM212811     True     False\n",
       "GSE8581GSM213036     True     False\n",
       "GSE8581GSM212075    False      True\n",
       "GSE8581GSM211008     True     False\n",
       "GSE8581GSM210090    False     False\n",
       "GSE8581GSM212855    False     False\n",
       "GSE8581GSM212070     True     False\n",
       "GSE8581GSM212810    False      True\n",
       "GSE8581GSM210193    False     False\n",
       "GSE8581GSM210071    False      True\n",
       "GSE8581GSM212069    False     False\n",
       "GSE8581GSM212849    False     False\n",
       "GSE8581GSM212787     True     False\n",
       "GSE8581GSM210015     True     False\n",
       "GSE8581GSM212853     True     False\n",
       "GSE8581GSM212790     True     False\n",
       "GSE8581GSM212067     True     False\n",
       "GSE8581GSM211865    False     False\n",
       "GSE8581GSM210196     True     False\n",
       "GSE8581GSM212809    False     False\n",
       "GSE8581GSM210992    False      True\n",
       "GSE8581GSM211009    False      True\n",
       "GSE8581GSM210014     True     False\n",
       "GSE8581GSM213018    False     False\n",
       "GSE8581GSM212789     True     False\n",
       "GSE8581GSM210978    False     False\n",
       "GSE8581GSM213037    False     False\n",
       "GSE8581GSM212074    False      True\n",
       "GSE8581GSM210993    False      True\n",
       "GSE8581GSM210087     True     False\n",
       "GSE8581GSM212068     True     False\n",
       "GSE8581GSM210012    False     False\n",
       "GSE8581GSM212854    False     False\n",
       "GSE8581GSM212852    False      True\n",
       "GSE8581GSM212848    False      True\n",
       "GSE8581GSM211010    False     False\n",
       "GSE8581GSM213035     True     False\n",
       "GSE8581GSM210194    False      True\n",
       "GSE8581GSM210008    False      True\n",
       "GSE8581GSM212788    False      True\n",
       "GSE8581GSM211872    False     False\n",
       "GSE8581GSM212850    False     False\n",
       "GSE8581GSM210188    False     False\n",
       "GSE8581GSM210009     True     False\n",
       "GSE8581GSM210979     True     False\n",
       "GSE8581GSM213017    False     False\n",
       "GSE8581GSM211007    False      True\n",
       "GSE8581GSM210192     True     False\n",
       "GSE8581GSM213020    False      True\n",
       "GSE8581GSM210994    False     False\n",
       "GSE8581GSM210010    False     False\n",
       "GSE8581GSM210011    False      True\n",
       "GSE8581GSM210007    False     False\n",
       "GSE8581GSM213019    False     False"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "design_df = DataFrame({'control': control[col_names], 'treatment': treatment[col_names]})\n",
    "design_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The rpy2.ipython extension is already loaded. To reload it, use:\n",
      "  %reload_ext rpy2.ipython\n"
     ]
    }
   ],
   "source": [
    "%load_ext rpy2.ipython"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%R -i hd_df -i design_df -o top_fit\n",
    "\n",
    "library(limma)\n",
    "\n",
    "design.matrix <- sapply(design_df, as.numeric)\n",
    "contrast.matrix <- makeContrasts(control - treatment, levels = design.matrix)\n",
    "\n",
    "fit <- lmFit(hd_df, design.matrix)\n",
    "fit <- contrasts.fit(fit, contrast.matrix)\n",
    "fit <- eBayes(fit)\n",
    "\n",
    "contr=1\n",
    "top_fit = data.frame(\n",
    "    probe = rownames(fit$coefficients),\n",
    "    log_fc = fit$coefficients[, contr],\n",
    "    t = fit$t[, contr],\n",
    "    p_value = fit$p.value[, contr],\n",
    "    b = fit$lods[, contr],\n",
    "    stringsAsFactors = FALSE\n",
    ")\n",
    "\n",
    "volcanoplot(fit)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>log_fc</th>\n",
       "      <th>t</th>\n",
       "      <th>p_value</th>\n",
       "      <th>b</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>probe</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>DNM3\\1558502_s_at</th>\n",
       "      <td>1.375778</td>\n",
       "      <td>4.806308</td>\n",
       "      <td>0.000009</td>\n",
       "      <td>1.945957</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CASC4\\1552719_at</th>\n",
       "      <td>1.130824</td>\n",
       "      <td>4.687018</td>\n",
       "      <td>0.000014</td>\n",
       "      <td>1.650206</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZNF30\\232014_at</th>\n",
       "      <td>1.224315</td>\n",
       "      <td>4.522312</td>\n",
       "      <td>0.000026</td>\n",
       "      <td>1.246204</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LOC389634\\1560119_at</th>\n",
       "      <td>1.204393</td>\n",
       "      <td>4.320760</td>\n",
       "      <td>0.000053</td>\n",
       "      <td>0.759543</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RP9\\227852_at</th>\n",
       "      <td>0.921346</td>\n",
       "      <td>4.312707</td>\n",
       "      <td>0.000055</td>\n",
       "      <td>0.740289</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SLITRK6\\232481_s_at</th>\n",
       "      <td>1.113788</td>\n",
       "      <td>4.223494</td>\n",
       "      <td>0.000075</td>\n",
       "      <td>0.528059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AGTPBP1\\204499_at</th>\n",
       "      <td>1.030825</td>\n",
       "      <td>4.211223</td>\n",
       "      <td>0.000078</td>\n",
       "      <td>0.499022</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LOC389906\\1558045_a_at</th>\n",
       "      <td>1.219038</td>\n",
       "      <td>4.182897</td>\n",
       "      <td>0.000086</td>\n",
       "      <td>0.432140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GFRA2\\205722_s_at</th>\n",
       "      <td>1.246157</td>\n",
       "      <td>4.171039</td>\n",
       "      <td>0.000090</td>\n",
       "      <td>0.404202</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IL1F8\\224230_at</th>\n",
       "      <td>-1.228913</td>\n",
       "      <td>-4.110874</td>\n",
       "      <td>0.000111</td>\n",
       "      <td>0.263023</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KLF8\\230986_at</th>\n",
       "      <td>1.056070</td>\n",
       "      <td>4.102448</td>\n",
       "      <td>0.000114</td>\n",
       "      <td>0.243327</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RGS8\\234297_at</th>\n",
       "      <td>1.093250</td>\n",
       "      <td>4.083148</td>\n",
       "      <td>0.000122</td>\n",
       "      <td>0.198289</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>STRBP\\223246_s_at</th>\n",
       "      <td>1.181890</td>\n",
       "      <td>4.008383</td>\n",
       "      <td>0.000157</td>\n",
       "      <td>0.024786</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KIAA1377\\236325_at</th>\n",
       "      <td>1.056305</td>\n",
       "      <td>3.958482</td>\n",
       "      <td>0.000186</td>\n",
       "      <td>-0.090131</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NAPEPLD\\242635_s_at</th>\n",
       "      <td>1.170465</td>\n",
       "      <td>3.953391</td>\n",
       "      <td>0.000190</td>\n",
       "      <td>-0.101814</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EGFEM1P\\1558411_at</th>\n",
       "      <td>1.012719</td>\n",
       "      <td>3.919803</td>\n",
       "      <td>0.000212</td>\n",
       "      <td>-0.178704</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ATF7IP2\\219870_at</th>\n",
       "      <td>1.012826</td>\n",
       "      <td>3.880784</td>\n",
       "      <td>0.000242</td>\n",
       "      <td>-0.267603</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LOC644192\\232878_at</th>\n",
       "      <td>1.116624</td>\n",
       "      <td>3.875276</td>\n",
       "      <td>0.000247</td>\n",
       "      <td>-0.280114</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LOC100508546\\244037_at</th>\n",
       "      <td>1.070067</td>\n",
       "      <td>3.866795</td>\n",
       "      <td>0.000254</td>\n",
       "      <td>-0.299360</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RUNX1T1\\216831_s_at</th>\n",
       "      <td>1.200380</td>\n",
       "      <td>3.863911</td>\n",
       "      <td>0.000256</td>\n",
       "      <td>-0.305900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ANGEL1\\244685_at</th>\n",
       "      <td>-1.170453</td>\n",
       "      <td>-3.844109</td>\n",
       "      <td>0.000274</td>\n",
       "      <td>-0.350735</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SEMA6D\\226492_at</th>\n",
       "      <td>0.998893</td>\n",
       "      <td>3.835239</td>\n",
       "      <td>0.000282</td>\n",
       "      <td>-0.370778</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C9orf85\\235866_at</th>\n",
       "      <td>1.025476</td>\n",
       "      <td>3.811178</td>\n",
       "      <td>0.000305</td>\n",
       "      <td>-0.425026</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HHEX\\215933_s_at</th>\n",
       "      <td>0.876758</td>\n",
       "      <td>3.788431</td>\n",
       "      <td>0.000329</td>\n",
       "      <td>-0.476140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CLDN15\\1552845_at</th>\n",
       "      <td>1.070289</td>\n",
       "      <td>3.787280</td>\n",
       "      <td>0.000330</td>\n",
       "      <td>-0.478723</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KLHL24\\206551_x_at</th>\n",
       "      <td>0.886946</td>\n",
       "      <td>3.767771</td>\n",
       "      <td>0.000352</td>\n",
       "      <td>-0.522422</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NHLRC3\\236953_s_at</th>\n",
       "      <td>0.998617</td>\n",
       "      <td>3.766816</td>\n",
       "      <td>0.000353</td>\n",
       "      <td>-0.524558</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ELMOD1\\231930_at</th>\n",
       "      <td>1.035745</td>\n",
       "      <td>3.735181</td>\n",
       "      <td>0.000392</td>\n",
       "      <td>-0.595148</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ARHGAP29\\1558280_s_at</th>\n",
       "      <td>0.960541</td>\n",
       "      <td>3.717077</td>\n",
       "      <td>0.000416</td>\n",
       "      <td>-0.635398</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MGC12488\\211386_at</th>\n",
       "      <td>0.925050</td>\n",
       "      <td>3.713993</td>\n",
       "      <td>0.000420</td>\n",
       "      <td>-0.642242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GOLM1\\1558248_at</th>\n",
       "      <td>1.133981</td>\n",
       "      <td>3.710102</td>\n",
       "      <td>0.000426</td>\n",
       "      <td>-0.650875</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MTHFSD\\230442_at</th>\n",
       "      <td>1.004106</td>\n",
       "      <td>3.708857</td>\n",
       "      <td>0.000427</td>\n",
       "      <td>-0.653636</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LOC400590\\1560992_at</th>\n",
       "      <td>1.137758</td>\n",
       "      <td>3.707311</td>\n",
       "      <td>0.000430</td>\n",
       "      <td>-0.657063</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LOC729799\\217667_at</th>\n",
       "      <td>1.135771</td>\n",
       "      <td>3.706478</td>\n",
       "      <td>0.000431</td>\n",
       "      <td>-0.658910</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZNF334\\220022_at</th>\n",
       "      <td>1.084147</td>\n",
       "      <td>3.684612</td>\n",
       "      <td>0.000463</td>\n",
       "      <td>-0.707301</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZFP82\\235176_at</th>\n",
       "      <td>0.920436</td>\n",
       "      <td>3.675480</td>\n",
       "      <td>0.000477</td>\n",
       "      <td>-0.727463</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AK2\\212172_at</th>\n",
       "      <td>1.019343</td>\n",
       "      <td>3.665957</td>\n",
       "      <td>0.000492</td>\n",
       "      <td>-0.748457</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FAM173B\\225668_at</th>\n",
       "      <td>1.061109</td>\n",
       "      <td>3.661258</td>\n",
       "      <td>0.000499</td>\n",
       "      <td>-0.758805</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZFP14\\232911_at</th>\n",
       "      <td>0.892159</td>\n",
       "      <td>3.647028</td>\n",
       "      <td>0.000523</td>\n",
       "      <td>-0.790097</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GTF2H2B\\215470_at</th>\n",
       "      <td>0.959996</td>\n",
       "      <td>3.640101</td>\n",
       "      <td>0.000534</td>\n",
       "      <td>-0.805306</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LOC339047\\1558075_at</th>\n",
       "      <td>0.882082</td>\n",
       "      <td>3.629213</td>\n",
       "      <td>0.000554</td>\n",
       "      <td>-0.829174</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CREBZF\\225595_at</th>\n",
       "      <td>0.935700</td>\n",
       "      <td>3.626421</td>\n",
       "      <td>0.000559</td>\n",
       "      <td>-0.835290</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LOC286272\\232182_at</th>\n",
       "      <td>0.930666</td>\n",
       "      <td>3.622087</td>\n",
       "      <td>0.000566</td>\n",
       "      <td>-0.844775</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LOC100507100\\230187_s_at</th>\n",
       "      <td>1.060942</td>\n",
       "      <td>3.620916</td>\n",
       "      <td>0.000569</td>\n",
       "      <td>-0.847338</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GATAD2B\\238076_at</th>\n",
       "      <td>0.738321</td>\n",
       "      <td>3.617144</td>\n",
       "      <td>0.000576</td>\n",
       "      <td>-0.855586</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ABCA8\\1565778_at</th>\n",
       "      <td>1.045979</td>\n",
       "      <td>3.615368</td>\n",
       "      <td>0.000579</td>\n",
       "      <td>-0.859468</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PTPRB\\1560105_at</th>\n",
       "      <td>1.022702</td>\n",
       "      <td>3.613720</td>\n",
       "      <td>0.000582</td>\n",
       "      <td>-0.863069</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZNRF1\\225962_at</th>\n",
       "      <td>0.900862</td>\n",
       "      <td>3.611676</td>\n",
       "      <td>0.000586</td>\n",
       "      <td>-0.867536</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GPATCH8\\212487_at</th>\n",
       "      <td>0.830247</td>\n",
       "      <td>3.561935</td>\n",
       "      <td>0.000687</td>\n",
       "      <td>-0.975750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TSC2\\215624_at</th>\n",
       "      <td>1.116368</td>\n",
       "      <td>3.557750</td>\n",
       "      <td>0.000696</td>\n",
       "      <td>-0.984815</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EDA\\211127_x_at</th>\n",
       "      <td>1.070483</td>\n",
       "      <td>3.555175</td>\n",
       "      <td>0.000702</td>\n",
       "      <td>-0.990390</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LOC441259\\1552622_s_at</th>\n",
       "      <td>0.897353</td>\n",
       "      <td>3.551402</td>\n",
       "      <td>0.000711</td>\n",
       "      <td>-0.998555</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CASP8AP2\\1570001_at</th>\n",
       "      <td>1.032101</td>\n",
       "      <td>3.547817</td>\n",
       "      <td>0.000719</td>\n",
       "      <td>-1.006305</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CTBP2\\215377_at</th>\n",
       "      <td>1.018589</td>\n",
       "      <td>3.534816</td>\n",
       "      <td>0.000749</td>\n",
       "      <td>-1.034381</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CACNA1D\\243334_at</th>\n",
       "      <td>1.026184</td>\n",
       "      <td>3.529423</td>\n",
       "      <td>0.000762</td>\n",
       "      <td>-1.046007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FBXL13\\1556770_a_at</th>\n",
       "      <td>0.945425</td>\n",
       "      <td>3.525738</td>\n",
       "      <td>0.000771</td>\n",
       "      <td>-1.053947</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RRP9\\204133_at</th>\n",
       "      <td>0.998497</td>\n",
       "      <td>3.518901</td>\n",
       "      <td>0.000788</td>\n",
       "      <td>-1.068664</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZNF521\\226676_at</th>\n",
       "      <td>0.793170</td>\n",
       "      <td>3.518051</td>\n",
       "      <td>0.000790</td>\n",
       "      <td>-1.070491</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ITGB1BP2\\219829_at</th>\n",
       "      <td>1.042978</td>\n",
       "      <td>3.514850</td>\n",
       "      <td>0.000798</td>\n",
       "      <td>-1.077375</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MAGIX\\219965_s_at</th>\n",
       "      <td>1.088856</td>\n",
       "      <td>3.492431</td>\n",
       "      <td>0.000857</td>\n",
       "      <td>-1.125480</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FOXJ1\\205906_at</th>\n",
       "      <td>1.039986</td>\n",
       "      <td>3.492429</td>\n",
       "      <td>0.000857</td>\n",
       "      <td>-1.125482</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LOC644613\\1563426_a_at</th>\n",
       "      <td>1.035299</td>\n",
       "      <td>3.487102</td>\n",
       "      <td>0.000871</td>\n",
       "      <td>-1.136885</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EFCAB7\\226800_at</th>\n",
       "      <td>0.884007</td>\n",
       "      <td>3.483128</td>\n",
       "      <td>0.000882</td>\n",
       "      <td>-1.145385</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LOC100294362\\1569078_at</th>\n",
       "      <td>0.984446</td>\n",
       "      <td>3.475146</td>\n",
       "      <td>0.000905</td>\n",
       "      <td>-1.162441</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GTPBP10\\230684_at</th>\n",
       "      <td>1.062098</td>\n",
       "      <td>3.469254</td>\n",
       "      <td>0.000922</td>\n",
       "      <td>-1.175013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZNF440\\215892_at</th>\n",
       "      <td>0.901321</td>\n",
       "      <td>3.466112</td>\n",
       "      <td>0.000931</td>\n",
       "      <td>-1.181715</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WDR52\\221103_s_at</th>\n",
       "      <td>0.991380</td>\n",
       "      <td>3.461480</td>\n",
       "      <td>0.000945</td>\n",
       "      <td>-1.191585</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NCRNA00182\\1558515_at</th>\n",
       "      <td>0.838394</td>\n",
       "      <td>3.460203</td>\n",
       "      <td>0.000948</td>\n",
       "      <td>-1.194305</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CXorf56\\235442_at</th>\n",
       "      <td>0.995492</td>\n",
       "      <td>3.457467</td>\n",
       "      <td>0.000956</td>\n",
       "      <td>-1.200130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TOP3B\\215781_s_at</th>\n",
       "      <td>0.946690</td>\n",
       "      <td>3.447509</td>\n",
       "      <td>0.000987</td>\n",
       "      <td>-1.221308</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                            log_fc         t   p_value         b\n",
       "probe                                                           \n",
       "DNM3\\1558502_s_at         1.375778  4.806308  0.000009  1.945957\n",
       "CASC4\\1552719_at          1.130824  4.687018  0.000014  1.650206\n",
       "ZNF30\\232014_at           1.224315  4.522312  0.000026  1.246204\n",
       "LOC389634\\1560119_at      1.204393  4.320760  0.000053  0.759543\n",
       "RP9\\227852_at             0.921346  4.312707  0.000055  0.740289\n",
       "SLITRK6\\232481_s_at       1.113788  4.223494  0.000075  0.528059\n",
       "AGTPBP1\\204499_at         1.030825  4.211223  0.000078  0.499022\n",
       "LOC389906\\1558045_a_at    1.219038  4.182897  0.000086  0.432140\n",
       "GFRA2\\205722_s_at         1.246157  4.171039  0.000090  0.404202\n",
       "IL1F8\\224230_at          -1.228913 -4.110874  0.000111  0.263023\n",
       "KLF8\\230986_at            1.056070  4.102448  0.000114  0.243327\n",
       "RGS8\\234297_at            1.093250  4.083148  0.000122  0.198289\n",
       "STRBP\\223246_s_at         1.181890  4.008383  0.000157  0.024786\n",
       "KIAA1377\\236325_at        1.056305  3.958482  0.000186 -0.090131\n",
       "NAPEPLD\\242635_s_at       1.170465  3.953391  0.000190 -0.101814\n",
       "EGFEM1P\\1558411_at        1.012719  3.919803  0.000212 -0.178704\n",
       "ATF7IP2\\219870_at         1.012826  3.880784  0.000242 -0.267603\n",
       "LOC644192\\232878_at       1.116624  3.875276  0.000247 -0.280114\n",
       "LOC100508546\\244037_at    1.070067  3.866795  0.000254 -0.299360\n",
       "RUNX1T1\\216831_s_at       1.200380  3.863911  0.000256 -0.305900\n",
       "ANGEL1\\244685_at         -1.170453 -3.844109  0.000274 -0.350735\n",
       "SEMA6D\\226492_at          0.998893  3.835239  0.000282 -0.370778\n",
       "C9orf85\\235866_at         1.025476  3.811178  0.000305 -0.425026\n",
       "HHEX\\215933_s_at          0.876758  3.788431  0.000329 -0.476140\n",
       "CLDN15\\1552845_at         1.070289  3.787280  0.000330 -0.478723\n",
       "KLHL24\\206551_x_at        0.886946  3.767771  0.000352 -0.522422\n",
       "NHLRC3\\236953_s_at        0.998617  3.766816  0.000353 -0.524558\n",
       "ELMOD1\\231930_at          1.035745  3.735181  0.000392 -0.595148\n",
       "ARHGAP29\\1558280_s_at     0.960541  3.717077  0.000416 -0.635398\n",
       "MGC12488\\211386_at        0.925050  3.713993  0.000420 -0.642242\n",
       "GOLM1\\1558248_at          1.133981  3.710102  0.000426 -0.650875\n",
       "MTHFSD\\230442_at          1.004106  3.708857  0.000427 -0.653636\n",
       "LOC400590\\1560992_at      1.137758  3.707311  0.000430 -0.657063\n",
       "LOC729799\\217667_at       1.135771  3.706478  0.000431 -0.658910\n",
       "ZNF334\\220022_at          1.084147  3.684612  0.000463 -0.707301\n",
       "ZFP82\\235176_at           0.920436  3.675480  0.000477 -0.727463\n",
       "AK2\\212172_at             1.019343  3.665957  0.000492 -0.748457\n",
       "FAM173B\\225668_at         1.061109  3.661258  0.000499 -0.758805\n",
       "ZFP14\\232911_at           0.892159  3.647028  0.000523 -0.790097\n",
       "GTF2H2B\\215470_at         0.959996  3.640101  0.000534 -0.805306\n",
       "LOC339047\\1558075_at      0.882082  3.629213  0.000554 -0.829174\n",
       "CREBZF\\225595_at          0.935700  3.626421  0.000559 -0.835290\n",
       "LOC286272\\232182_at       0.930666  3.622087  0.000566 -0.844775\n",
       "LOC100507100\\230187_s_at  1.060942  3.620916  0.000569 -0.847338\n",
       "GATAD2B\\238076_at         0.738321  3.617144  0.000576 -0.855586\n",
       "ABCA8\\1565778_at          1.045979  3.615368  0.000579 -0.859468\n",
       "PTPRB\\1560105_at          1.022702  3.613720  0.000582 -0.863069\n",
       "ZNRF1\\225962_at           0.900862  3.611676  0.000586 -0.867536\n",
       "GPATCH8\\212487_at         0.830247  3.561935  0.000687 -0.975750\n",
       "TSC2\\215624_at            1.116368  3.557750  0.000696 -0.984815\n",
       "EDA\\211127_x_at           1.070483  3.555175  0.000702 -0.990390\n",
       "LOC441259\\1552622_s_at    0.897353  3.551402  0.000711 -0.998555\n",
       "CASP8AP2\\1570001_at       1.032101  3.547817  0.000719 -1.006305\n",
       "CTBP2\\215377_at           1.018589  3.534816  0.000749 -1.034381\n",
       "CACNA1D\\243334_at         1.026184  3.529423  0.000762 -1.046007\n",
       "FBXL13\\1556770_a_at       0.945425  3.525738  0.000771 -1.053947\n",
       "RRP9\\204133_at            0.998497  3.518901  0.000788 -1.068664\n",
       "ZNF521\\226676_at          0.793170  3.518051  0.000790 -1.070491\n",
       "ITGB1BP2\\219829_at        1.042978  3.514850  0.000798 -1.077375\n",
       "MAGIX\\219965_s_at         1.088856  3.492431  0.000857 -1.125480\n",
       "FOXJ1\\205906_at           1.039986  3.492429  0.000857 -1.125482\n",
       "LOC644613\\1563426_a_at    1.035299  3.487102  0.000871 -1.136885\n",
       "EFCAB7\\226800_at          0.884007  3.483128  0.000882 -1.145385\n",
       "LOC100294362\\1569078_at   0.984446  3.475146  0.000905 -1.162441\n",
       "GTPBP10\\230684_at         1.062098  3.469254  0.000922 -1.175013\n",
       "ZNF440\\215892_at          0.901321  3.466112  0.000931 -1.181715\n",
       "WDR52\\221103_s_at         0.991380  3.461480  0.000945 -1.191585\n",
       "NCRNA00182\\1558515_at     0.838394  3.460203  0.000948 -1.194305\n",
       "CXorf56\\235442_at         0.995492  3.457467  0.000956 -1.200130\n",
       "TOP3B\\215781_s_at         0.946690  3.447509  0.000987 -1.221308"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_probes = top_fit[top_fit.p_value < 0.001] \\\n",
    ".set_index(['probe']).sort(['p_value'], ascending = True)\n",
    "top_probes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>log_fc</th>\n",
       "      <th>t</th>\n",
       "      <th>p_value</th>\n",
       "      <th>b</th>\n",
       "      <th>gene_name</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>probe</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>DNM3\\1558502_s_at</th>\n",
       "      <td>1.375778</td>\n",
       "      <td>4.806308</td>\n",
       "      <td>0.000009</td>\n",
       "      <td>1.945957</td>\n",
       "      <td>DNM3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CASC4\\1552719_at</th>\n",
       "      <td>1.130824</td>\n",
       "      <td>4.687018</td>\n",
       "      <td>0.000014</td>\n",
       "      <td>1.650206</td>\n",
       "      <td>CASC4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZNF30\\232014_at</th>\n",
       "      <td>1.224315</td>\n",
       "      <td>4.522312</td>\n",
       "      <td>0.000026</td>\n",
       "      <td>1.246204</td>\n",
       "      <td>ZNF30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LOC389634\\1560119_at</th>\n",
       "      <td>1.204393</td>\n",
       "      <td>4.320760</td>\n",
       "      <td>0.000053</td>\n",
       "      <td>0.759543</td>\n",
       "      <td>LOC389634</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RP9\\227852_at</th>\n",
       "      <td>0.921346</td>\n",
       "      <td>4.312707</td>\n",
       "      <td>0.000055</td>\n",
       "      <td>0.740289</td>\n",
       "      <td>RP9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SLITRK6\\232481_s_at</th>\n",
       "      <td>1.113788</td>\n",
       "      <td>4.223494</td>\n",
       "      <td>0.000075</td>\n",
       "      <td>0.528059</td>\n",
       "      <td>SLITRK6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AGTPBP1\\204499_at</th>\n",
       "      <td>1.030825</td>\n",
       "      <td>4.211223</td>\n",
       "      <td>0.000078</td>\n",
       "      <td>0.499022</td>\n",
       "      <td>AGTPBP1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LOC389906\\1558045_a_at</th>\n",
       "      <td>1.219038</td>\n",
       "      <td>4.182897</td>\n",
       "      <td>0.000086</td>\n",
       "      <td>0.432140</td>\n",
       "      <td>LOC389906</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GFRA2\\205722_s_at</th>\n",
       "      <td>1.246157</td>\n",
       "      <td>4.171039</td>\n",
       "      <td>0.000090</td>\n",
       "      <td>0.404202</td>\n",
       "      <td>GFRA2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IL1F8\\224230_at</th>\n",
       "      <td>-1.228913</td>\n",
       "      <td>-4.110874</td>\n",
       "      <td>0.000111</td>\n",
       "      <td>0.263023</td>\n",
       "      <td>IL1F8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KLF8\\230986_at</th>\n",
       "      <td>1.056070</td>\n",
       "      <td>4.102448</td>\n",
       "      <td>0.000114</td>\n",
       "      <td>0.243327</td>\n",
       "      <td>KLF8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RGS8\\234297_at</th>\n",
       "      <td>1.093250</td>\n",
       "      <td>4.083148</td>\n",
       "      <td>0.000122</td>\n",
       "      <td>0.198289</td>\n",
       "      <td>RGS8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>STRBP\\223246_s_at</th>\n",
       "      <td>1.181890</td>\n",
       "      <td>4.008383</td>\n",
       "      <td>0.000157</td>\n",
       "      <td>0.024786</td>\n",
       "      <td>STRBP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KIAA1377\\236325_at</th>\n",
       "      <td>1.056305</td>\n",
       "      <td>3.958482</td>\n",
       "      <td>0.000186</td>\n",
       "      <td>-0.090131</td>\n",
       "      <td>KIAA1377</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NAPEPLD\\242635_s_at</th>\n",
       "      <td>1.170465</td>\n",
       "      <td>3.953391</td>\n",
       "      <td>0.000190</td>\n",
       "      <td>-0.101814</td>\n",
       "      <td>NAPEPLD</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EGFEM1P\\1558411_at</th>\n",
       "      <td>1.012719</td>\n",
       "      <td>3.919803</td>\n",
       "      <td>0.000212</td>\n",
       "      <td>-0.178704</td>\n",
       "      <td>EGFEM1P</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ATF7IP2\\219870_at</th>\n",
       "      <td>1.012826</td>\n",
       "      <td>3.880784</td>\n",
       "      <td>0.000242</td>\n",
       "      <td>-0.267603</td>\n",
       "      <td>ATF7IP2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LOC644192\\232878_at</th>\n",
       "      <td>1.116624</td>\n",
       "      <td>3.875276</td>\n",
       "      <td>0.000247</td>\n",
       "      <td>-0.280114</td>\n",
       "      <td>LOC644192</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LOC100508546\\244037_at</th>\n",
       "      <td>1.070067</td>\n",
       "      <td>3.866795</td>\n",
       "      <td>0.000254</td>\n",
       "      <td>-0.299360</td>\n",
       "      <td>LOC100508546</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RUNX1T1\\216831_s_at</th>\n",
       "      <td>1.200380</td>\n",
       "      <td>3.863911</td>\n",
       "      <td>0.000256</td>\n",
       "      <td>-0.305900</td>\n",
       "      <td>RUNX1T1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ANGEL1\\244685_at</th>\n",
       "      <td>-1.170453</td>\n",
       "      <td>-3.844109</td>\n",
       "      <td>0.000274</td>\n",
       "      <td>-0.350735</td>\n",
       "      <td>ANGEL1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SEMA6D\\226492_at</th>\n",
       "      <td>0.998893</td>\n",
       "      <td>3.835239</td>\n",
       "      <td>0.000282</td>\n",
       "      <td>-0.370778</td>\n",
       "      <td>SEMA6D</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C9orf85\\235866_at</th>\n",
       "      <td>1.025476</td>\n",
       "      <td>3.811178</td>\n",
       "      <td>0.000305</td>\n",
       "      <td>-0.425026</td>\n",
       "      <td>C9orf85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HHEX\\215933_s_at</th>\n",
       "      <td>0.876758</td>\n",
       "      <td>3.788431</td>\n",
       "      <td>0.000329</td>\n",
       "      <td>-0.476140</td>\n",
       "      <td>HHEX</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CLDN15\\1552845_at</th>\n",
       "      <td>1.070289</td>\n",
       "      <td>3.787280</td>\n",
       "      <td>0.000330</td>\n",
       "      <td>-0.478723</td>\n",
       "      <td>CLDN15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KLHL24\\206551_x_at</th>\n",
       "      <td>0.886946</td>\n",
       "      <td>3.767771</td>\n",
       "      <td>0.000352</td>\n",
       "      <td>-0.522422</td>\n",
       "      <td>KLHL24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NHLRC3\\236953_s_at</th>\n",
       "      <td>0.998617</td>\n",
       "      <td>3.766816</td>\n",
       "      <td>0.000353</td>\n",
       "      <td>-0.524558</td>\n",
       "      <td>NHLRC3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ELMOD1\\231930_at</th>\n",
       "      <td>1.035745</td>\n",
       "      <td>3.735181</td>\n",
       "      <td>0.000392</td>\n",
       "      <td>-0.595148</td>\n",
       "      <td>ELMOD1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ARHGAP29\\1558280_s_at</th>\n",
       "      <td>0.960541</td>\n",
       "      <td>3.717077</td>\n",
       "      <td>0.000416</td>\n",
       "      <td>-0.635398</td>\n",
       "      <td>ARHGAP29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MGC12488\\211386_at</th>\n",
       "      <td>0.925050</td>\n",
       "      <td>3.713993</td>\n",
       "      <td>0.000420</td>\n",
       "      <td>-0.642242</td>\n",
       "      <td>MGC12488</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GOLM1\\1558248_at</th>\n",
       "      <td>1.133981</td>\n",
       "      <td>3.710102</td>\n",
       "      <td>0.000426</td>\n",
       "      <td>-0.650875</td>\n",
       "      <td>GOLM1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MTHFSD\\230442_at</th>\n",
       "      <td>1.004106</td>\n",
       "      <td>3.708857</td>\n",
       "      <td>0.000427</td>\n",
       "      <td>-0.653636</td>\n",
       "      <td>MTHFSD</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LOC400590\\1560992_at</th>\n",
       "      <td>1.137758</td>\n",
       "      <td>3.707311</td>\n",
       "      <td>0.000430</td>\n",
       "      <td>-0.657063</td>\n",
       "      <td>LOC400590</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LOC729799\\217667_at</th>\n",
       "      <td>1.135771</td>\n",
       "      <td>3.706478</td>\n",
       "      <td>0.000431</td>\n",
       "      <td>-0.658910</td>\n",
       "      <td>LOC729799</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZNF334\\220022_at</th>\n",
       "      <td>1.084147</td>\n",
       "      <td>3.684612</td>\n",
       "      <td>0.000463</td>\n",
       "      <td>-0.707301</td>\n",
       "      <td>ZNF334</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZFP82\\235176_at</th>\n",
       "      <td>0.920436</td>\n",
       "      <td>3.675480</td>\n",
       "      <td>0.000477</td>\n",
       "      <td>-0.727463</td>\n",
       "      <td>ZFP82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AK2\\212172_at</th>\n",
       "      <td>1.019343</td>\n",
       "      <td>3.665957</td>\n",
       "      <td>0.000492</td>\n",
       "      <td>-0.748457</td>\n",
       "      <td>AK2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FAM173B\\225668_at</th>\n",
       "      <td>1.061109</td>\n",
       "      <td>3.661258</td>\n",
       "      <td>0.000499</td>\n",
       "      <td>-0.758805</td>\n",
       "      <td>FAM173B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZFP14\\232911_at</th>\n",
       "      <td>0.892159</td>\n",
       "      <td>3.647028</td>\n",
       "      <td>0.000523</td>\n",
       "      <td>-0.790097</td>\n",
       "      <td>ZFP14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GTF2H2B\\215470_at</th>\n",
       "      <td>0.959996</td>\n",
       "      <td>3.640101</td>\n",
       "      <td>0.000534</td>\n",
       "      <td>-0.805306</td>\n",
       "      <td>GTF2H2B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LOC339047\\1558075_at</th>\n",
       "      <td>0.882082</td>\n",
       "      <td>3.629213</td>\n",
       "      <td>0.000554</td>\n",
       "      <td>-0.829174</td>\n",
       "      <td>LOC339047</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CREBZF\\225595_at</th>\n",
       "      <td>0.935700</td>\n",
       "      <td>3.626421</td>\n",
       "      <td>0.000559</td>\n",
       "      <td>-0.835290</td>\n",
       "      <td>CREBZF</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LOC286272\\232182_at</th>\n",
       "      <td>0.930666</td>\n",
       "      <td>3.622087</td>\n",
       "      <td>0.000566</td>\n",
       "      <td>-0.844775</td>\n",
       "      <td>LOC286272</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LOC100507100\\230187_s_at</th>\n",
       "      <td>1.060942</td>\n",
       "      <td>3.620916</td>\n",
       "      <td>0.000569</td>\n",
       "      <td>-0.847338</td>\n",
       "      <td>LOC100507100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GATAD2B\\238076_at</th>\n",
       "      <td>0.738321</td>\n",
       "      <td>3.617144</td>\n",
       "      <td>0.000576</td>\n",
       "      <td>-0.855586</td>\n",
       "      <td>GATAD2B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ABCA8\\1565778_at</th>\n",
       "      <td>1.045979</td>\n",
       "      <td>3.615368</td>\n",
       "      <td>0.000579</td>\n",
       "      <td>-0.859468</td>\n",
       "      <td>ABCA8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PTPRB\\1560105_at</th>\n",
       "      <td>1.022702</td>\n",
       "      <td>3.613720</td>\n",
       "      <td>0.000582</td>\n",
       "      <td>-0.863069</td>\n",
       "      <td>PTPRB</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZNRF1\\225962_at</th>\n",
       "      <td>0.900862</td>\n",
       "      <td>3.611676</td>\n",
       "      <td>0.000586</td>\n",
       "      <td>-0.867536</td>\n",
       "      <td>ZNRF1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GPATCH8\\212487_at</th>\n",
       "      <td>0.830247</td>\n",
       "      <td>3.561935</td>\n",
       "      <td>0.000687</td>\n",
       "      <td>-0.975750</td>\n",
       "      <td>GPATCH8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TSC2\\215624_at</th>\n",
       "      <td>1.116368</td>\n",
       "      <td>3.557750</td>\n",
       "      <td>0.000696</td>\n",
       "      <td>-0.984815</td>\n",
       "      <td>TSC2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EDA\\211127_x_at</th>\n",
       "      <td>1.070483</td>\n",
       "      <td>3.555175</td>\n",
       "      <td>0.000702</td>\n",
       "      <td>-0.990390</td>\n",
       "      <td>EDA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LOC441259\\1552622_s_at</th>\n",
       "      <td>0.897353</td>\n",
       "      <td>3.551402</td>\n",
       "      <td>0.000711</td>\n",
       "      <td>-0.998555</td>\n",
       "      <td>LOC441259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CASP8AP2\\1570001_at</th>\n",
       "      <td>1.032101</td>\n",
       "      <td>3.547817</td>\n",
       "      <td>0.000719</td>\n",
       "      <td>-1.006305</td>\n",
       "      <td>CASP8AP2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CTBP2\\215377_at</th>\n",
       "      <td>1.018589</td>\n",
       "      <td>3.534816</td>\n",
       "      <td>0.000749</td>\n",
       "      <td>-1.034381</td>\n",
       "      <td>CTBP2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CACNA1D\\243334_at</th>\n",
       "      <td>1.026184</td>\n",
       "      <td>3.529423</td>\n",
       "      <td>0.000762</td>\n",
       "      <td>-1.046007</td>\n",
       "      <td>CACNA1D</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FBXL13\\1556770_a_at</th>\n",
       "      <td>0.945425</td>\n",
       "      <td>3.525738</td>\n",
       "      <td>0.000771</td>\n",
       "      <td>-1.053947</td>\n",
       "      <td>FBXL13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RRP9\\204133_at</th>\n",
       "      <td>0.998497</td>\n",
       "      <td>3.518901</td>\n",
       "      <td>0.000788</td>\n",
       "      <td>-1.068664</td>\n",
       "      <td>RRP9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZNF521\\226676_at</th>\n",
       "      <td>0.793170</td>\n",
       "      <td>3.518051</td>\n",
       "      <td>0.000790</td>\n",
       "      <td>-1.070491</td>\n",
       "      <td>ZNF521</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ITGB1BP2\\219829_at</th>\n",
       "      <td>1.042978</td>\n",
       "      <td>3.514850</td>\n",
       "      <td>0.000798</td>\n",
       "      <td>-1.077375</td>\n",
       "      <td>ITGB1BP2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MAGIX\\219965_s_at</th>\n",
       "      <td>1.088856</td>\n",
       "      <td>3.492431</td>\n",
       "      <td>0.000857</td>\n",
       "      <td>-1.125480</td>\n",
       "      <td>MAGIX</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FOXJ1\\205906_at</th>\n",
       "      <td>1.039986</td>\n",
       "      <td>3.492429</td>\n",
       "      <td>0.000857</td>\n",
       "      <td>-1.125482</td>\n",
       "      <td>FOXJ1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LOC644613\\1563426_a_at</th>\n",
       "      <td>1.035299</td>\n",
       "      <td>3.487102</td>\n",
       "      <td>0.000871</td>\n",
       "      <td>-1.136885</td>\n",
       "      <td>LOC644613</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EFCAB7\\226800_at</th>\n",
       "      <td>0.884007</td>\n",
       "      <td>3.483128</td>\n",
       "      <td>0.000882</td>\n",
       "      <td>-1.145385</td>\n",
       "      <td>EFCAB7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LOC100294362\\1569078_at</th>\n",
       "      <td>0.984446</td>\n",
       "      <td>3.475146</td>\n",
       "      <td>0.000905</td>\n",
       "      <td>-1.162441</td>\n",
       "      <td>LOC100294362</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GTPBP10\\230684_at</th>\n",
       "      <td>1.062098</td>\n",
       "      <td>3.469254</td>\n",
       "      <td>0.000922</td>\n",
       "      <td>-1.175013</td>\n",
       "      <td>GTPBP10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZNF440\\215892_at</th>\n",
       "      <td>0.901321</td>\n",
       "      <td>3.466112</td>\n",
       "      <td>0.000931</td>\n",
       "      <td>-1.181715</td>\n",
       "      <td>ZNF440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WDR52\\221103_s_at</th>\n",
       "      <td>0.991380</td>\n",
       "      <td>3.461480</td>\n",
       "      <td>0.000945</td>\n",
       "      <td>-1.191585</td>\n",
       "      <td>WDR52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NCRNA00182\\1558515_at</th>\n",
       "      <td>0.838394</td>\n",
       "      <td>3.460203</td>\n",
       "      <td>0.000948</td>\n",
       "      <td>-1.194305</td>\n",
       "      <td>NCRNA00182</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CXorf56\\235442_at</th>\n",
       "      <td>0.995492</td>\n",
       "      <td>3.457467</td>\n",
       "      <td>0.000956</td>\n",
       "      <td>-1.200130</td>\n",
       "      <td>CXorf56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TOP3B\\215781_s_at</th>\n",
       "      <td>0.946690</td>\n",
       "      <td>3.447509</td>\n",
       "      <td>0.000987</td>\n",
       "      <td>-1.221308</td>\n",
       "      <td>TOP3B</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                            log_fc         t   p_value         b     gene_name\n",
       "probe                                                                         \n",
       "DNM3\\1558502_s_at         1.375778  4.806308  0.000009  1.945957          DNM3\n",
       "CASC4\\1552719_at          1.130824  4.687018  0.000014  1.650206         CASC4\n",
       "ZNF30\\232014_at           1.224315  4.522312  0.000026  1.246204         ZNF30\n",
       "LOC389634\\1560119_at      1.204393  4.320760  0.000053  0.759543     LOC389634\n",
       "RP9\\227852_at             0.921346  4.312707  0.000055  0.740289           RP9\n",
       "SLITRK6\\232481_s_at       1.113788  4.223494  0.000075  0.528059       SLITRK6\n",
       "AGTPBP1\\204499_at         1.030825  4.211223  0.000078  0.499022       AGTPBP1\n",
       "LOC389906\\1558045_a_at    1.219038  4.182897  0.000086  0.432140     LOC389906\n",
       "GFRA2\\205722_s_at         1.246157  4.171039  0.000090  0.404202         GFRA2\n",
       "IL1F8\\224230_at          -1.228913 -4.110874  0.000111  0.263023         IL1F8\n",
       "KLF8\\230986_at            1.056070  4.102448  0.000114  0.243327          KLF8\n",
       "RGS8\\234297_at            1.093250  4.083148  0.000122  0.198289          RGS8\n",
       "STRBP\\223246_s_at         1.181890  4.008383  0.000157  0.024786         STRBP\n",
       "KIAA1377\\236325_at        1.056305  3.958482  0.000186 -0.090131      KIAA1377\n",
       "NAPEPLD\\242635_s_at       1.170465  3.953391  0.000190 -0.101814       NAPEPLD\n",
       "EGFEM1P\\1558411_at        1.012719  3.919803  0.000212 -0.178704       EGFEM1P\n",
       "ATF7IP2\\219870_at         1.012826  3.880784  0.000242 -0.267603       ATF7IP2\n",
       "LOC644192\\232878_at       1.116624  3.875276  0.000247 -0.280114     LOC644192\n",
       "LOC100508546\\244037_at    1.070067  3.866795  0.000254 -0.299360  LOC100508546\n",
       "RUNX1T1\\216831_s_at       1.200380  3.863911  0.000256 -0.305900       RUNX1T1\n",
       "ANGEL1\\244685_at         -1.170453 -3.844109  0.000274 -0.350735        ANGEL1\n",
       "SEMA6D\\226492_at          0.998893  3.835239  0.000282 -0.370778        SEMA6D\n",
       "C9orf85\\235866_at         1.025476  3.811178  0.000305 -0.425026       C9orf85\n",
       "HHEX\\215933_s_at          0.876758  3.788431  0.000329 -0.476140          HHEX\n",
       "CLDN15\\1552845_at         1.070289  3.787280  0.000330 -0.478723        CLDN15\n",
       "KLHL24\\206551_x_at        0.886946  3.767771  0.000352 -0.522422        KLHL24\n",
       "NHLRC3\\236953_s_at        0.998617  3.766816  0.000353 -0.524558        NHLRC3\n",
       "ELMOD1\\231930_at          1.035745  3.735181  0.000392 -0.595148        ELMOD1\n",
       "ARHGAP29\\1558280_s_at     0.960541  3.717077  0.000416 -0.635398      ARHGAP29\n",
       "MGC12488\\211386_at        0.925050  3.713993  0.000420 -0.642242      MGC12488\n",
       "GOLM1\\1558248_at          1.133981  3.710102  0.000426 -0.650875         GOLM1\n",
       "MTHFSD\\230442_at          1.004106  3.708857  0.000427 -0.653636        MTHFSD\n",
       "LOC400590\\1560992_at      1.137758  3.707311  0.000430 -0.657063     LOC400590\n",
       "LOC729799\\217667_at       1.135771  3.706478  0.000431 -0.658910     LOC729799\n",
       "ZNF334\\220022_at          1.084147  3.684612  0.000463 -0.707301        ZNF334\n",
       "ZFP82\\235176_at           0.920436  3.675480  0.000477 -0.727463         ZFP82\n",
       "AK2\\212172_at             1.019343  3.665957  0.000492 -0.748457           AK2\n",
       "FAM173B\\225668_at         1.061109  3.661258  0.000499 -0.758805       FAM173B\n",
       "ZFP14\\232911_at           0.892159  3.647028  0.000523 -0.790097         ZFP14\n",
       "GTF2H2B\\215470_at         0.959996  3.640101  0.000534 -0.805306       GTF2H2B\n",
       "LOC339047\\1558075_at      0.882082  3.629213  0.000554 -0.829174     LOC339047\n",
       "CREBZF\\225595_at          0.935700  3.626421  0.000559 -0.835290        CREBZF\n",
       "LOC286272\\232182_at       0.930666  3.622087  0.000566 -0.844775     LOC286272\n",
       "LOC100507100\\230187_s_at  1.060942  3.620916  0.000569 -0.847338  LOC100507100\n",
       "GATAD2B\\238076_at         0.738321  3.617144  0.000576 -0.855586       GATAD2B\n",
       "ABCA8\\1565778_at          1.045979  3.615368  0.000579 -0.859468         ABCA8\n",
       "PTPRB\\1560105_at          1.022702  3.613720  0.000582 -0.863069         PTPRB\n",
       "ZNRF1\\225962_at           0.900862  3.611676  0.000586 -0.867536         ZNRF1\n",
       "GPATCH8\\212487_at         0.830247  3.561935  0.000687 -0.975750       GPATCH8\n",
       "TSC2\\215624_at            1.116368  3.557750  0.000696 -0.984815          TSC2\n",
       "EDA\\211127_x_at           1.070483  3.555175  0.000702 -0.990390           EDA\n",
       "LOC441259\\1552622_s_at    0.897353  3.551402  0.000711 -0.998555     LOC441259\n",
       "CASP8AP2\\1570001_at       1.032101  3.547817  0.000719 -1.006305      CASP8AP2\n",
       "CTBP2\\215377_at           1.018589  3.534816  0.000749 -1.034381         CTBP2\n",
       "CACNA1D\\243334_at         1.026184  3.529423  0.000762 -1.046007       CACNA1D\n",
       "FBXL13\\1556770_a_at       0.945425  3.525738  0.000771 -1.053947        FBXL13\n",
       "RRP9\\204133_at            0.998497  3.518901  0.000788 -1.068664          RRP9\n",
       "ZNF521\\226676_at          0.793170  3.518051  0.000790 -1.070491        ZNF521\n",
       "ITGB1BP2\\219829_at        1.042978  3.514850  0.000798 -1.077375      ITGB1BP2\n",
       "MAGIX\\219965_s_at         1.088856  3.492431  0.000857 -1.125480         MAGIX\n",
       "FOXJ1\\205906_at           1.039986  3.492429  0.000857 -1.125482         FOXJ1\n",
       "LOC644613\\1563426_a_at    1.035299  3.487102  0.000871 -1.136885     LOC644613\n",
       "EFCAB7\\226800_at          0.884007  3.483128  0.000882 -1.145385        EFCAB7\n",
       "LOC100294362\\1569078_at   0.984446  3.475146  0.000905 -1.162441  LOC100294362\n",
       "GTPBP10\\230684_at         1.062098  3.469254  0.000922 -1.175013       GTPBP10\n",
       "ZNF440\\215892_at          0.901321  3.466112  0.000931 -1.181715        ZNF440\n",
       "WDR52\\221103_s_at         0.991380  3.461480  0.000945 -1.191585         WDR52\n",
       "NCRNA00182\\1558515_at     0.838394  3.460203  0.000948 -1.194305    NCRNA00182\n",
       "CXorf56\\235442_at         0.995492  3.457467  0.000956 -1.200130       CXorf56\n",
       "TOP3B\\215781_s_at         0.946690  3.447509  0.000987 -1.221308         TOP3B"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def get_gene_name(probe):\n",
    "    return probe.split('\\\\')[0]\n",
    "\n",
    "top_probes['gene_name'] = top_probes.index.map(get_gene_name)\n",
    "top_probes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>log_fc</th>\n",
       "      <th>t</th>\n",
       "      <th>p_value</th>\n",
       "      <th>b</th>\n",
       "      <th>gene_name</th>\n",
       "      <th>gene_id</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>probe</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>DNM3\\1558502_s_at</th>\n",
       "      <td>1.375778</td>\n",
       "      <td>4.806308</td>\n",
       "      <td>0.000009</td>\n",
       "      <td>1.945957</td>\n",
       "      <td>DNM3</td>\n",
       "      <td>26052</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CASC4\\1552719_at</th>\n",
       "      <td>1.130824</td>\n",
       "      <td>4.687018</td>\n",
       "      <td>0.000014</td>\n",
       "      <td>1.650206</td>\n",
       "      <td>CASC4</td>\n",
       "      <td>113201</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZNF30\\232014_at</th>\n",
       "      <td>1.224315</td>\n",
       "      <td>4.522312</td>\n",
       "      <td>0.000026</td>\n",
       "      <td>1.246204</td>\n",
       "      <td>ZNF30</td>\n",
       "      <td>90075</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LOC389634\\1560119_at</th>\n",
       "      <td>1.204393</td>\n",
       "      <td>4.320760</td>\n",
       "      <td>0.000053</td>\n",
       "      <td>0.759543</td>\n",
       "      <td>LOC389634</td>\n",
       "      <td>389634</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RP9\\227852_at</th>\n",
       "      <td>0.921346</td>\n",
       "      <td>4.312707</td>\n",
       "      <td>0.000055</td>\n",
       "      <td>0.740289</td>\n",
       "      <td>RP9</td>\n",
       "      <td>6100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SLITRK6\\232481_s_at</th>\n",
       "      <td>1.113788</td>\n",
       "      <td>4.223494</td>\n",
       "      <td>0.000075</td>\n",
       "      <td>0.528059</td>\n",
       "      <td>SLITRK6</td>\n",
       "      <td>84189</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AGTPBP1\\204499_at</th>\n",
       "      <td>1.030825</td>\n",
       "      <td>4.211223</td>\n",
       "      <td>0.000078</td>\n",
       "      <td>0.499022</td>\n",
       "      <td>AGTPBP1</td>\n",
       "      <td>23287</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LOC389906\\1558045_a_at</th>\n",
       "      <td>1.219038</td>\n",
       "      <td>4.182897</td>\n",
       "      <td>0.000086</td>\n",
       "      <td>0.432140</td>\n",
       "      <td>LOC389906</td>\n",
       "      <td>389906</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GFRA2\\205722_s_at</th>\n",
       "      <td>1.246157</td>\n",
       "      <td>4.171039</td>\n",
       "      <td>0.000090</td>\n",
       "      <td>0.404202</td>\n",
       "      <td>GFRA2</td>\n",
       "      <td>2675</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IL1F8\\224230_at</th>\n",
       "      <td>-1.228913</td>\n",
       "      <td>-4.110874</td>\n",
       "      <td>0.000111</td>\n",
       "      <td>0.263023</td>\n",
       "      <td>IL1F8</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KLF8\\230986_at</th>\n",
       "      <td>1.056070</td>\n",
       "      <td>4.102448</td>\n",
       "      <td>0.000114</td>\n",
       "      <td>0.243327</td>\n",
       "      <td>KLF8</td>\n",
       "      <td>11279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RGS8\\234297_at</th>\n",
       "      <td>1.093250</td>\n",
       "      <td>4.083148</td>\n",
       "      <td>0.000122</td>\n",
       "      <td>0.198289</td>\n",
       "      <td>RGS8</td>\n",
       "      <td>85397</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>STRBP\\223246_s_at</th>\n",
       "      <td>1.181890</td>\n",
       "      <td>4.008383</td>\n",
       "      <td>0.000157</td>\n",
       "      <td>0.024786</td>\n",
       "      <td>STRBP</td>\n",
       "      <td>55342</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KIAA1377\\236325_at</th>\n",
       "      <td>1.056305</td>\n",
       "      <td>3.958482</td>\n",
       "      <td>0.000186</td>\n",
       "      <td>-0.090131</td>\n",
       "      <td>KIAA1377</td>\n",
       "      <td>57562</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NAPEPLD\\242635_s_at</th>\n",
       "      <td>1.170465</td>\n",
       "      <td>3.953391</td>\n",
       "      <td>0.000190</td>\n",
       "      <td>-0.101814</td>\n",
       "      <td>NAPEPLD</td>\n",
       "      <td>222236</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EGFEM1P\\1558411_at</th>\n",
       "      <td>1.012719</td>\n",
       "      <td>3.919803</td>\n",
       "      <td>0.000212</td>\n",
       "      <td>-0.178704</td>\n",
       "      <td>EGFEM1P</td>\n",
       "      <td>93556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ATF7IP2\\219870_at</th>\n",
       "      <td>1.012826</td>\n",
       "      <td>3.880784</td>\n",
       "      <td>0.000242</td>\n",
       "      <td>-0.267603</td>\n",
       "      <td>ATF7IP2</td>\n",
       "      <td>80063</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LOC644192\\232878_at</th>\n",
       "      <td>1.116624</td>\n",
       "      <td>3.875276</td>\n",
       "      <td>0.000247</td>\n",
       "      <td>-0.280114</td>\n",
       "      <td>LOC644192</td>\n",
       "      <td>644192</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LOC100508546\\244037_at</th>\n",
       "      <td>1.070067</td>\n",
       "      <td>3.866795</td>\n",
       "      <td>0.000254</td>\n",
       "      <td>-0.299360</td>\n",
       "      <td>LOC100508546</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RUNX1T1\\216831_s_at</th>\n",
       "      <td>1.200380</td>\n",
       "      <td>3.863911</td>\n",
       "      <td>0.000256</td>\n",
       "      <td>-0.305900</td>\n",
       "      <td>RUNX1T1</td>\n",
       "      <td>862</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ANGEL1\\244685_at</th>\n",
       "      <td>-1.170453</td>\n",
       "      <td>-3.844109</td>\n",
       "      <td>0.000274</td>\n",
       "      <td>-0.350735</td>\n",
       "      <td>ANGEL1</td>\n",
       "      <td>23357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SEMA6D\\226492_at</th>\n",
       "      <td>0.998893</td>\n",
       "      <td>3.835239</td>\n",
       "      <td>0.000282</td>\n",
       "      <td>-0.370778</td>\n",
       "      <td>SEMA6D</td>\n",
       "      <td>80031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C9orf85\\235866_at</th>\n",
       "      <td>1.025476</td>\n",
       "      <td>3.811178</td>\n",
       "      <td>0.000305</td>\n",
       "      <td>-0.425026</td>\n",
       "      <td>C9orf85</td>\n",
       "      <td>138241</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HHEX\\215933_s_at</th>\n",
       "      <td>0.876758</td>\n",
       "      <td>3.788431</td>\n",
       "      <td>0.000329</td>\n",
       "      <td>-0.476140</td>\n",
       "      <td>HHEX</td>\n",
       "      <td>3087</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CLDN15\\1552845_at</th>\n",
       "      <td>1.070289</td>\n",
       "      <td>3.787280</td>\n",
       "      <td>0.000330</td>\n",
       "      <td>-0.478723</td>\n",
       "      <td>CLDN15</td>\n",
       "      <td>24146</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KLHL24\\206551_x_at</th>\n",
       "      <td>0.886946</td>\n",
       "      <td>3.767771</td>\n",
       "      <td>0.000352</td>\n",
       "      <td>-0.522422</td>\n",
       "      <td>KLHL24</td>\n",
       "      <td>54800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NHLRC3\\236953_s_at</th>\n",
       "      <td>0.998617</td>\n",
       "      <td>3.766816</td>\n",
       "      <td>0.000353</td>\n",
       "      <td>-0.524558</td>\n",
       "      <td>NHLRC3</td>\n",
       "      <td>387921</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ELMOD1\\231930_at</th>\n",
       "      <td>1.035745</td>\n",
       "      <td>3.735181</td>\n",
       "      <td>0.000392</td>\n",
       "      <td>-0.595148</td>\n",
       "      <td>ELMOD1</td>\n",
       "      <td>55531</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ARHGAP29\\1558280_s_at</th>\n",
       "      <td>0.960541</td>\n",
       "      <td>3.717077</td>\n",
       "      <td>0.000416</td>\n",
       "      <td>-0.635398</td>\n",
       "      <td>ARHGAP29</td>\n",
       "      <td>9411</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MGC12488\\211386_at</th>\n",
       "      <td>0.925050</td>\n",
       "      <td>3.713993</td>\n",
       "      <td>0.000420</td>\n",
       "      <td>-0.642242</td>\n",
       "      <td>MGC12488</td>\n",
       "      <td>84786</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GOLM1\\1558248_at</th>\n",
       "      <td>1.133981</td>\n",
       "      <td>3.710102</td>\n",
       "      <td>0.000426</td>\n",
       "      <td>-0.650875</td>\n",
       "      <td>GOLM1</td>\n",
       "      <td>51280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MTHFSD\\230442_at</th>\n",
       "      <td>1.004106</td>\n",
       "      <td>3.708857</td>\n",
       "      <td>0.000427</td>\n",
       "      <td>-0.653636</td>\n",
       "      <td>MTHFSD</td>\n",
       "      <td>64779</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LOC400590\\1560992_at</th>\n",
       "      <td>1.137758</td>\n",
       "      <td>3.707311</td>\n",
       "      <td>0.000430</td>\n",
       "      <td>-0.657063</td>\n",
       "      <td>LOC400590</td>\n",
       "      <td>400590</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LOC729799\\217667_at</th>\n",
       "      <td>1.135771</td>\n",
       "      <td>3.706478</td>\n",
       "      <td>0.000431</td>\n",
       "      <td>-0.658910</td>\n",
       "      <td>LOC729799</td>\n",
       "      <td>729799</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZNF334\\220022_at</th>\n",
       "      <td>1.084147</td>\n",
       "      <td>3.684612</td>\n",
       "      <td>0.000463</td>\n",
       "      <td>-0.707301</td>\n",
       "      <td>ZNF334</td>\n",
       "      <td>55713</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZFP82\\235176_at</th>\n",
       "      <td>0.920436</td>\n",
       "      <td>3.675480</td>\n",
       "      <td>0.000477</td>\n",
       "      <td>-0.727463</td>\n",
       "      <td>ZFP82</td>\n",
       "      <td>284406</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AK2\\212172_at</th>\n",
       "      <td>1.019343</td>\n",
       "      <td>3.665957</td>\n",
       "      <td>0.000492</td>\n",
       "      <td>-0.748457</td>\n",
       "      <td>AK2</td>\n",
       "      <td>204</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FAM173B\\225668_at</th>\n",
       "      <td>1.061109</td>\n",
       "      <td>3.661258</td>\n",
       "      <td>0.000499</td>\n",
       "      <td>-0.758805</td>\n",
       "      <td>FAM173B</td>\n",
       "      <td>134145</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZFP14\\232911_at</th>\n",
       "      <td>0.892159</td>\n",
       "      <td>3.647028</td>\n",
       "      <td>0.000523</td>\n",
       "      <td>-0.790097</td>\n",
       "      <td>ZFP14</td>\n",
       "      <td>57677</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GTF2H2B\\215470_at</th>\n",
       "      <td>0.959996</td>\n",
       "      <td>3.640101</td>\n",
       "      <td>0.000534</td>\n",
       "      <td>-0.805306</td>\n",
       "      <td>GTF2H2B</td>\n",
       "      <td>653238</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LOC339047\\1558075_at</th>\n",
       "      <td>0.882082</td>\n",
       "      <td>3.629213</td>\n",
       "      <td>0.000554</td>\n",
       "      <td>-0.829174</td>\n",
       "      <td>LOC339047</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CREBZF\\225595_at</th>\n",
       "      <td>0.935700</td>\n",
       "      <td>3.626421</td>\n",
       "      <td>0.000559</td>\n",
       "      <td>-0.835290</td>\n",
       "      <td>CREBZF</td>\n",
       "      <td>58487</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LOC286272\\232182_at</th>\n",
       "      <td>0.930666</td>\n",
       "      <td>3.622087</td>\n",
       "      <td>0.000566</td>\n",
       "      <td>-0.844775</td>\n",
       "      <td>LOC286272</td>\n",
       "      <td>286272</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LOC100507100\\230187_s_at</th>\n",
       "      <td>1.060942</td>\n",
       "      <td>3.620916</td>\n",
       "      <td>0.000569</td>\n",
       "      <td>-0.847338</td>\n",
       "      <td>LOC100507100</td>\n",
       "      <td>100507100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GATAD2B\\238076_at</th>\n",
       "      <td>0.738321</td>\n",
       "      <td>3.617144</td>\n",
       "      <td>0.000576</td>\n",
       "      <td>-0.855586</td>\n",
       "      <td>GATAD2B</td>\n",
       "      <td>57459</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ABCA8\\1565778_at</th>\n",
       "      <td>1.045979</td>\n",
       "      <td>3.615368</td>\n",
       "      <td>0.000579</td>\n",
       "      <td>-0.859468</td>\n",
       "      <td>ABCA8</td>\n",
       "      <td>10351</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PTPRB\\1560105_at</th>\n",
       "      <td>1.022702</td>\n",
       "      <td>3.613720</td>\n",
       "      <td>0.000582</td>\n",
       "      <td>-0.863069</td>\n",
       "      <td>PTPRB</td>\n",
       "      <td>5787</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZNRF1\\225962_at</th>\n",
       "      <td>0.900862</td>\n",
       "      <td>3.611676</td>\n",
       "      <td>0.000586</td>\n",
       "      <td>-0.867536</td>\n",
       "      <td>ZNRF1</td>\n",
       "      <td>84937</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GPATCH8\\212487_at</th>\n",
       "      <td>0.830247</td>\n",
       "      <td>3.561935</td>\n",
       "      <td>0.000687</td>\n",
       "      <td>-0.975750</td>\n",
       "      <td>GPATCH8</td>\n",
       "      <td>23131</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TSC2\\215624_at</th>\n",
       "      <td>1.116368</td>\n",
       "      <td>3.557750</td>\n",
       "      <td>0.000696</td>\n",
       "      <td>-0.984815</td>\n",
       "      <td>TSC2</td>\n",
       "      <td>7249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EDA\\211127_x_at</th>\n",
       "      <td>1.070483</td>\n",
       "      <td>3.555175</td>\n",
       "      <td>0.000702</td>\n",
       "      <td>-0.990390</td>\n",
       "      <td>EDA</td>\n",
       "      <td>1896</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LOC441259\\1552622_s_at</th>\n",
       "      <td>0.897353</td>\n",
       "      <td>3.551402</td>\n",
       "      <td>0.000711</td>\n",
       "      <td>-0.998555</td>\n",
       "      <td>LOC441259</td>\n",
       "      <td>441259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CASP8AP2\\1570001_at</th>\n",
       "      <td>1.032101</td>\n",
       "      <td>3.547817</td>\n",
       "      <td>0.000719</td>\n",
       "      <td>-1.006305</td>\n",
       "      <td>CASP8AP2</td>\n",
       "      <td>9994</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CTBP2\\215377_at</th>\n",
       "      <td>1.018589</td>\n",
       "      <td>3.534816</td>\n",
       "      <td>0.000749</td>\n",
       "      <td>-1.034381</td>\n",
       "      <td>CTBP2</td>\n",
       "      <td>1488</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CACNA1D\\243334_at</th>\n",
       "      <td>1.026184</td>\n",
       "      <td>3.529423</td>\n",
       "      <td>0.000762</td>\n",
       "      <td>-1.046007</td>\n",
       "      <td>CACNA1D</td>\n",
       "      <td>776</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FBXL13\\1556770_a_at</th>\n",
       "      <td>0.945425</td>\n",
       "      <td>3.525738</td>\n",
       "      <td>0.000771</td>\n",
       "      <td>-1.053947</td>\n",
       "      <td>FBXL13</td>\n",
       "      <td>222235</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RRP9\\204133_at</th>\n",
       "      <td>0.998497</td>\n",
       "      <td>3.518901</td>\n",
       "      <td>0.000788</td>\n",
       "      <td>-1.068664</td>\n",
       "      <td>RRP9</td>\n",
       "      <td>9136</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZNF521\\226676_at</th>\n",
       "      <td>0.793170</td>\n",
       "      <td>3.518051</td>\n",
       "      <td>0.000790</td>\n",
       "      <td>-1.070491</td>\n",
       "      <td>ZNF521</td>\n",
       "      <td>25925</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ITGB1BP2\\219829_at</th>\n",
       "      <td>1.042978</td>\n",
       "      <td>3.514850</td>\n",
       "      <td>0.000798</td>\n",
       "      <td>-1.077375</td>\n",
       "      <td>ITGB1BP2</td>\n",
       "      <td>26548</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MAGIX\\219965_s_at</th>\n",
       "      <td>1.088856</td>\n",
       "      <td>3.492431</td>\n",
       "      <td>0.000857</td>\n",
       "      <td>-1.125480</td>\n",
       "      <td>MAGIX</td>\n",
       "      <td>79917</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FOXJ1\\205906_at</th>\n",
       "      <td>1.039986</td>\n",
       "      <td>3.492429</td>\n",
       "      <td>0.000857</td>\n",
       "      <td>-1.125482</td>\n",
       "      <td>FOXJ1</td>\n",
       "      <td>2302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LOC644613\\1563426_a_at</th>\n",
       "      <td>1.035299</td>\n",
       "      <td>3.487102</td>\n",
       "      <td>0.000871</td>\n",
       "      <td>-1.136885</td>\n",
       "      <td>LOC644613</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EFCAB7\\226800_at</th>\n",
       "      <td>0.884007</td>\n",
       "      <td>3.483128</td>\n",
       "      <td>0.000882</td>\n",
       "      <td>-1.145385</td>\n",
       "      <td>EFCAB7</td>\n",
       "      <td>84455</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LOC100294362\\1569078_at</th>\n",
       "      <td>0.984446</td>\n",
       "      <td>3.475146</td>\n",
       "      <td>0.000905</td>\n",
       "      <td>-1.162441</td>\n",
       "      <td>LOC100294362</td>\n",
       "      <td>100294362</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GTPBP10\\230684_at</th>\n",
       "      <td>1.062098</td>\n",
       "      <td>3.469254</td>\n",
       "      <td>0.000922</td>\n",
       "      <td>-1.175013</td>\n",
       "      <td>GTPBP10</td>\n",
       "      <td>85865</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZNF440\\215892_at</th>\n",
       "      <td>0.901321</td>\n",
       "      <td>3.466112</td>\n",
       "      <td>0.000931</td>\n",
       "      <td>-1.181715</td>\n",
       "      <td>ZNF440</td>\n",
       "      <td>126070</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WDR52\\221103_s_at</th>\n",
       "      <td>0.991380</td>\n",
       "      <td>3.461480</td>\n",
       "      <td>0.000945</td>\n",
       "      <td>-1.191585</td>\n",
       "      <td>WDR52</td>\n",
       "      <td>55779</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NCRNA00182\\1558515_at</th>\n",
       "      <td>0.838394</td>\n",
       "      <td>3.460203</td>\n",
       "      <td>0.000948</td>\n",
       "      <td>-1.194305</td>\n",
       "      <td>NCRNA00182</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CXorf56\\235442_at</th>\n",
       "      <td>0.995492</td>\n",
       "      <td>3.457467</td>\n",
       "      <td>0.000956</td>\n",
       "      <td>-1.200130</td>\n",
       "      <td>CXorf56</td>\n",
       "      <td>63932</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TOP3B\\215781_s_at</th>\n",
       "      <td>0.946690</td>\n",
       "      <td>3.447509</td>\n",
       "      <td>0.000987</td>\n",
       "      <td>-1.221308</td>\n",
       "      <td>TOP3B</td>\n",
       "      <td>8940</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                            log_fc         t   p_value         b  \\\n",
       "probe                                                              \n",
       "DNM3\\1558502_s_at         1.375778  4.806308  0.000009  1.945957   \n",
       "CASC4\\1552719_at          1.130824  4.687018  0.000014  1.650206   \n",
       "ZNF30\\232014_at           1.224315  4.522312  0.000026  1.246204   \n",
       "LOC389634\\1560119_at      1.204393  4.320760  0.000053  0.759543   \n",
       "RP9\\227852_at             0.921346  4.312707  0.000055  0.740289   \n",
       "SLITRK6\\232481_s_at       1.113788  4.223494  0.000075  0.528059   \n",
       "AGTPBP1\\204499_at         1.030825  4.211223  0.000078  0.499022   \n",
       "LOC389906\\1558045_a_at    1.219038  4.182897  0.000086  0.432140   \n",
       "GFRA2\\205722_s_at         1.246157  4.171039  0.000090  0.404202   \n",
       "IL1F8\\224230_at          -1.228913 -4.110874  0.000111  0.263023   \n",
       "KLF8\\230986_at            1.056070  4.102448  0.000114  0.243327   \n",
       "RGS8\\234297_at            1.093250  4.083148  0.000122  0.198289   \n",
       "STRBP\\223246_s_at         1.181890  4.008383  0.000157  0.024786   \n",
       "KIAA1377\\236325_at        1.056305  3.958482  0.000186 -0.090131   \n",
       "NAPEPLD\\242635_s_at       1.170465  3.953391  0.000190 -0.101814   \n",
       "EGFEM1P\\1558411_at        1.012719  3.919803  0.000212 -0.178704   \n",
       "ATF7IP2\\219870_at         1.012826  3.880784  0.000242 -0.267603   \n",
       "LOC644192\\232878_at       1.116624  3.875276  0.000247 -0.280114   \n",
       "LOC100508546\\244037_at    1.070067  3.866795  0.000254 -0.299360   \n",
       "RUNX1T1\\216831_s_at       1.200380  3.863911  0.000256 -0.305900   \n",
       "ANGEL1\\244685_at         -1.170453 -3.844109  0.000274 -0.350735   \n",
       "SEMA6D\\226492_at          0.998893  3.835239  0.000282 -0.370778   \n",
       "C9orf85\\235866_at         1.025476  3.811178  0.000305 -0.425026   \n",
       "HHEX\\215933_s_at          0.876758  3.788431  0.000329 -0.476140   \n",
       "CLDN15\\1552845_at         1.070289  3.787280  0.000330 -0.478723   \n",
       "KLHL24\\206551_x_at        0.886946  3.767771  0.000352 -0.522422   \n",
       "NHLRC3\\236953_s_at        0.998617  3.766816  0.000353 -0.524558   \n",
       "ELMOD1\\231930_at          1.035745  3.735181  0.000392 -0.595148   \n",
       "ARHGAP29\\1558280_s_at     0.960541  3.717077  0.000416 -0.635398   \n",
       "MGC12488\\211386_at        0.925050  3.713993  0.000420 -0.642242   \n",
       "GOLM1\\1558248_at          1.133981  3.710102  0.000426 -0.650875   \n",
       "MTHFSD\\230442_at          1.004106  3.708857  0.000427 -0.653636   \n",
       "LOC400590\\1560992_at      1.137758  3.707311  0.000430 -0.657063   \n",
       "LOC729799\\217667_at       1.135771  3.706478  0.000431 -0.658910   \n",
       "ZNF334\\220022_at          1.084147  3.684612  0.000463 -0.707301   \n",
       "ZFP82\\235176_at           0.920436  3.675480  0.000477 -0.727463   \n",
       "AK2\\212172_at             1.019343  3.665957  0.000492 -0.748457   \n",
       "FAM173B\\225668_at         1.061109  3.661258  0.000499 -0.758805   \n",
       "ZFP14\\232911_at           0.892159  3.647028  0.000523 -0.790097   \n",
       "GTF2H2B\\215470_at         0.959996  3.640101  0.000534 -0.805306   \n",
       "LOC339047\\1558075_at      0.882082  3.629213  0.000554 -0.829174   \n",
       "CREBZF\\225595_at          0.935700  3.626421  0.000559 -0.835290   \n",
       "LOC286272\\232182_at       0.930666  3.622087  0.000566 -0.844775   \n",
       "LOC100507100\\230187_s_at  1.060942  3.620916  0.000569 -0.847338   \n",
       "GATAD2B\\238076_at         0.738321  3.617144  0.000576 -0.855586   \n",
       "ABCA8\\1565778_at          1.045979  3.615368  0.000579 -0.859468   \n",
       "PTPRB\\1560105_at          1.022702  3.613720  0.000582 -0.863069   \n",
       "ZNRF1\\225962_at           0.900862  3.611676  0.000586 -0.867536   \n",
       "GPATCH8\\212487_at         0.830247  3.561935  0.000687 -0.975750   \n",
       "TSC2\\215624_at            1.116368  3.557750  0.000696 -0.984815   \n",
       "EDA\\211127_x_at           1.070483  3.555175  0.000702 -0.990390   \n",
       "LOC441259\\1552622_s_at    0.897353  3.551402  0.000711 -0.998555   \n",
       "CASP8AP2\\1570001_at       1.032101  3.547817  0.000719 -1.006305   \n",
       "CTBP2\\215377_at           1.018589  3.534816  0.000749 -1.034381   \n",
       "CACNA1D\\243334_at         1.026184  3.529423  0.000762 -1.046007   \n",
       "FBXL13\\1556770_a_at       0.945425  3.525738  0.000771 -1.053947   \n",
       "RRP9\\204133_at            0.998497  3.518901  0.000788 -1.068664   \n",
       "ZNF521\\226676_at          0.793170  3.518051  0.000790 -1.070491   \n",
       "ITGB1BP2\\219829_at        1.042978  3.514850  0.000798 -1.077375   \n",
       "MAGIX\\219965_s_at         1.088856  3.492431  0.000857 -1.125480   \n",
       "FOXJ1\\205906_at           1.039986  3.492429  0.000857 -1.125482   \n",
       "LOC644613\\1563426_a_at    1.035299  3.487102  0.000871 -1.136885   \n",
       "EFCAB7\\226800_at          0.884007  3.483128  0.000882 -1.145385   \n",
       "LOC100294362\\1569078_at   0.984446  3.475146  0.000905 -1.162441   \n",
       "GTPBP10\\230684_at         1.062098  3.469254  0.000922 -1.175013   \n",
       "ZNF440\\215892_at          0.901321  3.466112  0.000931 -1.181715   \n",
       "WDR52\\221103_s_at         0.991380  3.461480  0.000945 -1.191585   \n",
       "NCRNA00182\\1558515_at     0.838394  3.460203  0.000948 -1.194305   \n",
       "CXorf56\\235442_at         0.995492  3.457467  0.000956 -1.200130   \n",
       "TOP3B\\215781_s_at         0.946690  3.447509  0.000987 -1.221308   \n",
       "\n",
       "                             gene_name    gene_id  \n",
       "probe                                              \n",
       "DNM3\\1558502_s_at                 DNM3      26052  \n",
       "CASC4\\1552719_at                 CASC4     113201  \n",
       "ZNF30\\232014_at                  ZNF30      90075  \n",
       "LOC389634\\1560119_at         LOC389634     389634  \n",
       "RP9\\227852_at                      RP9       6100  \n",
       "SLITRK6\\232481_s_at            SLITRK6      84189  \n",
       "AGTPBP1\\204499_at              AGTPBP1      23287  \n",
       "LOC389906\\1558045_a_at       LOC389906     389906  \n",
       "GFRA2\\205722_s_at                GFRA2       2675  \n",
       "IL1F8\\224230_at                  IL1F8       None  \n",
       "KLF8\\230986_at                    KLF8      11279  \n",
       "RGS8\\234297_at                    RGS8      85397  \n",
       "STRBP\\223246_s_at                STRBP      55342  \n",
       "KIAA1377\\236325_at            KIAA1377      57562  \n",
       "NAPEPLD\\242635_s_at            NAPEPLD     222236  \n",
       "EGFEM1P\\1558411_at             EGFEM1P      93556  \n",
       "ATF7IP2\\219870_at              ATF7IP2      80063  \n",
       "LOC644192\\232878_at          LOC644192     644192  \n",
       "LOC100508546\\244037_at    LOC100508546       None  \n",
       "RUNX1T1\\216831_s_at            RUNX1T1        862  \n",
       "ANGEL1\\244685_at                ANGEL1      23357  \n",
       "SEMA6D\\226492_at                SEMA6D      80031  \n",
       "C9orf85\\235866_at              C9orf85     138241  \n",
       "HHEX\\215933_s_at                  HHEX       3087  \n",
       "CLDN15\\1552845_at               CLDN15      24146  \n",
       "KLHL24\\206551_x_at              KLHL24      54800  \n",
       "NHLRC3\\236953_s_at              NHLRC3     387921  \n",
       "ELMOD1\\231930_at                ELMOD1      55531  \n",
       "ARHGAP29\\1558280_s_at         ARHGAP29       9411  \n",
       "MGC12488\\211386_at            MGC12488      84786  \n",
       "GOLM1\\1558248_at                 GOLM1      51280  \n",
       "MTHFSD\\230442_at                MTHFSD      64779  \n",
       "LOC400590\\1560992_at         LOC400590     400590  \n",
       "LOC729799\\217667_at          LOC729799     729799  \n",
       "ZNF334\\220022_at                ZNF334      55713  \n",
       "ZFP82\\235176_at                  ZFP82     284406  \n",
       "AK2\\212172_at                      AK2        204  \n",
       "FAM173B\\225668_at              FAM173B     134145  \n",
       "ZFP14\\232911_at                  ZFP14      57677  \n",
       "GTF2H2B\\215470_at              GTF2H2B     653238  \n",
       "LOC339047\\1558075_at         LOC339047       None  \n",
       "CREBZF\\225595_at                CREBZF      58487  \n",
       "LOC286272\\232182_at          LOC286272     286272  \n",
       "LOC100507100\\230187_s_at  LOC100507100  100507100  \n",
       "GATAD2B\\238076_at              GATAD2B      57459  \n",
       "ABCA8\\1565778_at                 ABCA8      10351  \n",
       "PTPRB\\1560105_at                 PTPRB       5787  \n",
       "ZNRF1\\225962_at                  ZNRF1      84937  \n",
       "GPATCH8\\212487_at              GPATCH8      23131  \n",
       "TSC2\\215624_at                    TSC2       7249  \n",
       "EDA\\211127_x_at                    EDA       1896  \n",
       "LOC441259\\1552622_s_at       LOC441259     441259  \n",
       "CASP8AP2\\1570001_at           CASP8AP2       9994  \n",
       "CTBP2\\215377_at                  CTBP2       1488  \n",
       "CACNA1D\\243334_at              CACNA1D        776  \n",
       "FBXL13\\1556770_a_at             FBXL13     222235  \n",
       "RRP9\\204133_at                    RRP9       9136  \n",
       "ZNF521\\226676_at                ZNF521      25925  \n",
       "ITGB1BP2\\219829_at            ITGB1BP2      26548  \n",
       "MAGIX\\219965_s_at                MAGIX      79917  \n",
       "FOXJ1\\205906_at                  FOXJ1       2302  \n",
       "LOC644613\\1563426_a_at       LOC644613       None  \n",
       "EFCAB7\\226800_at                EFCAB7      84455  \n",
       "LOC100294362\\1569078_at   LOC100294362  100294362  \n",
       "GTPBP10\\230684_at              GTPBP10      85865  \n",
       "ZNF440\\215892_at                ZNF440     126070  \n",
       "WDR52\\221103_s_at                WDR52      55779  \n",
       "NCRNA00182\\1558515_at       NCRNA00182       None  \n",
       "CXorf56\\235442_at              CXorf56      63932  \n",
       "TOP3B\\215781_s_at                TOP3B       8940  "
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from utils import Entrez\n",
    "\n",
    "entrez = Entrez()\n",
    "\n",
    "top_probes['gene_id'] = top_probes.gene_name.map(entrez.get_gene_id)\n",
    "top_probes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>log_fc</th>\n",
       "      <th>t</th>\n",
       "      <th>p_value</th>\n",
       "      <th>b</th>\n",
       "      <th>gene_name</th>\n",
       "      <th>gene_id</th>\n",
       "      <th>pathways_ids</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>probe</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>DNM3\\1558502_s_at</th>\n",
       "      <td>1.375778</td>\n",
       "      <td>4.806308</td>\n",
       "      <td>0.000009</td>\n",
       "      <td>1.945957</td>\n",
       "      <td>DNM3</td>\n",
       "      <td>26052</td>\n",
       "      <td>[<a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04144+26052\">hsa04144</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04721+26052\">hsa04721</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04961+26052\">hsa04961</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa05100+26052\">hsa05100</a>]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CASC4\\1552719_at</th>\n",
       "      <td>1.130824</td>\n",
       "      <td>4.687018</td>\n",
       "      <td>0.000014</td>\n",
       "      <td>1.650206</td>\n",
       "      <td>CASC4</td>\n",
       "      <td>113201</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZNF30\\232014_at</th>\n",
       "      <td>1.224315</td>\n",
       "      <td>4.522312</td>\n",
       "      <td>0.000026</td>\n",
       "      <td>1.246204</td>\n",
       "      <td>ZNF30</td>\n",
       "      <td>90075</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LOC389634\\1560119_at</th>\n",
       "      <td>1.204393</td>\n",
       "      <td>4.320760</td>\n",
       "      <td>0.000053</td>\n",
       "      <td>0.759543</td>\n",
       "      <td>LOC389634</td>\n",
       "      <td>389634</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RP9\\227852_at</th>\n",
       "      <td>0.921346</td>\n",
       "      <td>4.312707</td>\n",
       "      <td>0.000055</td>\n",
       "      <td>0.740289</td>\n",
       "      <td>RP9</td>\n",
       "      <td>6100</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SLITRK6\\232481_s_at</th>\n",
       "      <td>1.113788</td>\n",
       "      <td>4.223494</td>\n",
       "      <td>0.000075</td>\n",
       "      <td>0.528059</td>\n",
       "      <td>SLITRK6</td>\n",
       "      <td>84189</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AGTPBP1\\204499_at</th>\n",
       "      <td>1.030825</td>\n",
       "      <td>4.211223</td>\n",
       "      <td>0.000078</td>\n",
       "      <td>0.499022</td>\n",
       "      <td>AGTPBP1</td>\n",
       "      <td>23287</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LOC389906\\1558045_a_at</th>\n",
       "      <td>1.219038</td>\n",
       "      <td>4.182897</td>\n",
       "      <td>0.000086</td>\n",
       "      <td>0.432140</td>\n",
       "      <td>LOC389906</td>\n",
       "      <td>389906</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GFRA2\\205722_s_at</th>\n",
       "      <td>1.246157</td>\n",
       "      <td>4.171039</td>\n",
       "      <td>0.000090</td>\n",
       "      <td>0.404202</td>\n",
       "      <td>GFRA2</td>\n",
       "      <td>2675</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IL1F8\\224230_at</th>\n",
       "      <td>-1.228913</td>\n",
       "      <td>-4.110874</td>\n",
       "      <td>0.000111</td>\n",
       "      <td>0.263023</td>\n",
       "      <td>IL1F8</td>\n",
       "      <td>None</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KLF8\\230986_at</th>\n",
       "      <td>1.056070</td>\n",
       "      <td>4.102448</td>\n",
       "      <td>0.000114</td>\n",
       "      <td>0.243327</td>\n",
       "      <td>KLF8</td>\n",
       "      <td>11279</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RGS8\\234297_at</th>\n",
       "      <td>1.093250</td>\n",
       "      <td>4.083148</td>\n",
       "      <td>0.000122</td>\n",
       "      <td>0.198289</td>\n",
       "      <td>RGS8</td>\n",
       "      <td>85397</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>STRBP\\223246_s_at</th>\n",
       "      <td>1.181890</td>\n",
       "      <td>4.008383</td>\n",
       "      <td>0.000157</td>\n",
       "      <td>0.024786</td>\n",
       "      <td>STRBP</td>\n",
       "      <td>55342</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KIAA1377\\236325_at</th>\n",
       "      <td>1.056305</td>\n",
       "      <td>3.958482</td>\n",
       "      <td>0.000186</td>\n",
       "      <td>-0.090131</td>\n",
       "      <td>KIAA1377</td>\n",
       "      <td>57562</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NAPEPLD\\242635_s_at</th>\n",
       "      <td>1.170465</td>\n",
       "      <td>3.953391</td>\n",
       "      <td>0.000190</td>\n",
       "      <td>-0.101814</td>\n",
       "      <td>NAPEPLD</td>\n",
       "      <td>222236</td>\n",
       "      <td>[<a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04723+222236\">hsa04723</a>]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EGFEM1P\\1558411_at</th>\n",
       "      <td>1.012719</td>\n",
       "      <td>3.919803</td>\n",
       "      <td>0.000212</td>\n",
       "      <td>-0.178704</td>\n",
       "      <td>EGFEM1P</td>\n",
       "      <td>93556</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ATF7IP2\\219870_at</th>\n",
       "      <td>1.012826</td>\n",
       "      <td>3.880784</td>\n",
       "      <td>0.000242</td>\n",
       "      <td>-0.267603</td>\n",
       "      <td>ATF7IP2</td>\n",
       "      <td>80063</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LOC644192\\232878_at</th>\n",
       "      <td>1.116624</td>\n",
       "      <td>3.875276</td>\n",
       "      <td>0.000247</td>\n",
       "      <td>-0.280114</td>\n",
       "      <td>LOC644192</td>\n",
       "      <td>644192</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LOC100508546\\244037_at</th>\n",
       "      <td>1.070067</td>\n",
       "      <td>3.866795</td>\n",
       "      <td>0.000254</td>\n",
       "      <td>-0.299360</td>\n",
       "      <td>LOC100508546</td>\n",
       "      <td>None</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RUNX1T1\\216831_s_at</th>\n",
       "      <td>1.200380</td>\n",
       "      <td>3.863911</td>\n",
       "      <td>0.000256</td>\n",
       "      <td>-0.305900</td>\n",
       "      <td>RUNX1T1</td>\n",
       "      <td>862</td>\n",
       "      <td>[<a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa05200+862\">hsa05200</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa05202+862\">hsa05202</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa05221+862\">hsa05221</a>]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ANGEL1\\244685_at</th>\n",
       "      <td>-1.170453</td>\n",
       "      <td>-3.844109</td>\n",
       "      <td>0.000274</td>\n",
       "      <td>-0.350735</td>\n",
       "      <td>ANGEL1</td>\n",
       "      <td>23357</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SEMA6D\\226492_at</th>\n",
       "      <td>0.998893</td>\n",
       "      <td>3.835239</td>\n",
       "      <td>0.000282</td>\n",
       "      <td>-0.370778</td>\n",
       "      <td>SEMA6D</td>\n",
       "      <td>80031</td>\n",
       "      <td>[<a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04360+80031\">hsa04360</a>]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C9orf85\\235866_at</th>\n",
       "      <td>1.025476</td>\n",
       "      <td>3.811178</td>\n",
       "      <td>0.000305</td>\n",
       "      <td>-0.425026</td>\n",
       "      <td>C9orf85</td>\n",
       "      <td>138241</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HHEX\\215933_s_at</th>\n",
       "      <td>0.876758</td>\n",
       "      <td>3.788431</td>\n",
       "      <td>0.000329</td>\n",
       "      <td>-0.476140</td>\n",
       "      <td>HHEX</td>\n",
       "      <td>3087</td>\n",
       "      <td>[<a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04950+3087\">hsa04950</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa05202+3087\">hsa05202</a>]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CLDN15\\1552845_at</th>\n",
       "      <td>1.070289</td>\n",
       "      <td>3.787280</td>\n",
       "      <td>0.000330</td>\n",
       "      <td>-0.478723</td>\n",
       "      <td>CLDN15</td>\n",
       "      <td>24146</td>\n",
       "      <td>[<a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04514+24146\">hsa04514</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04530+24146\">hsa04530</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04670+24146\">hsa04670</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa05160+24146\">hsa05160</a>]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KLHL24\\206551_x_at</th>\n",
       "      <td>0.886946</td>\n",
       "      <td>3.767771</td>\n",
       "      <td>0.000352</td>\n",
       "      <td>-0.522422</td>\n",
       "      <td>KLHL24</td>\n",
       "      <td>54800</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NHLRC3\\236953_s_at</th>\n",
       "      <td>0.998617</td>\n",
       "      <td>3.766816</td>\n",
       "      <td>0.000353</td>\n",
       "      <td>-0.524558</td>\n",
       "      <td>NHLRC3</td>\n",
       "      <td>387921</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ELMOD1\\231930_at</th>\n",
       "      <td>1.035745</td>\n",
       "      <td>3.735181</td>\n",
       "      <td>0.000392</td>\n",
       "      <td>-0.595148</td>\n",
       "      <td>ELMOD1</td>\n",
       "      <td>55531</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ARHGAP29\\1558280_s_at</th>\n",
       "      <td>0.960541</td>\n",
       "      <td>3.717077</td>\n",
       "      <td>0.000416</td>\n",
       "      <td>-0.635398</td>\n",
       "      <td>ARHGAP29</td>\n",
       "      <td>9411</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MGC12488\\211386_at</th>\n",
       "      <td>0.925050</td>\n",
       "      <td>3.713993</td>\n",
       "      <td>0.000420</td>\n",
       "      <td>-0.642242</td>\n",
       "      <td>MGC12488</td>\n",
       "      <td>84786</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GOLM1\\1558248_at</th>\n",
       "      <td>1.133981</td>\n",
       "      <td>3.710102</td>\n",
       "      <td>0.000426</td>\n",
       "      <td>-0.650875</td>\n",
       "      <td>GOLM1</td>\n",
       "      <td>51280</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MTHFSD\\230442_at</th>\n",
       "      <td>1.004106</td>\n",
       "      <td>3.708857</td>\n",
       "      <td>0.000427</td>\n",
       "      <td>-0.653636</td>\n",
       "      <td>MTHFSD</td>\n",
       "      <td>64779</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LOC400590\\1560992_at</th>\n",
       "      <td>1.137758</td>\n",
       "      <td>3.707311</td>\n",
       "      <td>0.000430</td>\n",
       "      <td>-0.657063</td>\n",
       "      <td>LOC400590</td>\n",
       "      <td>400590</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LOC729799\\217667_at</th>\n",
       "      <td>1.135771</td>\n",
       "      <td>3.706478</td>\n",
       "      <td>0.000431</td>\n",
       "      <td>-0.658910</td>\n",
       "      <td>LOC729799</td>\n",
       "      <td>729799</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZNF334\\220022_at</th>\n",
       "      <td>1.084147</td>\n",
       "      <td>3.684612</td>\n",
       "      <td>0.000463</td>\n",
       "      <td>-0.707301</td>\n",
       "      <td>ZNF334</td>\n",
       "      <td>55713</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZFP82\\235176_at</th>\n",
       "      <td>0.920436</td>\n",
       "      <td>3.675480</td>\n",
       "      <td>0.000477</td>\n",
       "      <td>-0.727463</td>\n",
       "      <td>ZFP82</td>\n",
       "      <td>284406</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AK2\\212172_at</th>\n",
       "      <td>1.019343</td>\n",
       "      <td>3.665957</td>\n",
       "      <td>0.000492</td>\n",
       "      <td>-0.748457</td>\n",
       "      <td>AK2</td>\n",
       "      <td>204</td>\n",
       "      <td>[<a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa00230+204\">hsa00230</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa01100+204\">hsa01100</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa01130+204\">hsa01130</a>]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FAM173B\\225668_at</th>\n",
       "      <td>1.061109</td>\n",
       "      <td>3.661258</td>\n",
       "      <td>0.000499</td>\n",
       "      <td>-0.758805</td>\n",
       "      <td>FAM173B</td>\n",
       "      <td>134145</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZFP14\\232911_at</th>\n",
       "      <td>0.892159</td>\n",
       "      <td>3.647028</td>\n",
       "      <td>0.000523</td>\n",
       "      <td>-0.790097</td>\n",
       "      <td>ZFP14</td>\n",
       "      <td>57677</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GTF2H2B\\215470_at</th>\n",
       "      <td>0.959996</td>\n",
       "      <td>3.640101</td>\n",
       "      <td>0.000534</td>\n",
       "      <td>-0.805306</td>\n",
       "      <td>GTF2H2B</td>\n",
       "      <td>653238</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LOC339047\\1558075_at</th>\n",
       "      <td>0.882082</td>\n",
       "      <td>3.629213</td>\n",
       "      <td>0.000554</td>\n",
       "      <td>-0.829174</td>\n",
       "      <td>LOC339047</td>\n",
       "      <td>None</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CREBZF\\225595_at</th>\n",
       "      <td>0.935700</td>\n",
       "      <td>3.626421</td>\n",
       "      <td>0.000559</td>\n",
       "      <td>-0.835290</td>\n",
       "      <td>CREBZF</td>\n",
       "      <td>58487</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LOC286272\\232182_at</th>\n",
       "      <td>0.930666</td>\n",
       "      <td>3.622087</td>\n",
       "      <td>0.000566</td>\n",
       "      <td>-0.844775</td>\n",
       "      <td>LOC286272</td>\n",
       "      <td>286272</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LOC100507100\\230187_s_at</th>\n",
       "      <td>1.060942</td>\n",
       "      <td>3.620916</td>\n",
       "      <td>0.000569</td>\n",
       "      <td>-0.847338</td>\n",
       "      <td>LOC100507100</td>\n",
       "      <td>100507100</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GATAD2B\\238076_at</th>\n",
       "      <td>0.738321</td>\n",
       "      <td>3.617144</td>\n",
       "      <td>0.000576</td>\n",
       "      <td>-0.855586</td>\n",
       "      <td>GATAD2B</td>\n",
       "      <td>57459</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ABCA8\\1565778_at</th>\n",
       "      <td>1.045979</td>\n",
       "      <td>3.615368</td>\n",
       "      <td>0.000579</td>\n",
       "      <td>-0.859468</td>\n",
       "      <td>ABCA8</td>\n",
       "      <td>10351</td>\n",
       "      <td>[<a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa02010+10351\">hsa02010</a>]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PTPRB\\1560105_at</th>\n",
       "      <td>1.022702</td>\n",
       "      <td>3.613720</td>\n",
       "      <td>0.000582</td>\n",
       "      <td>-0.863069</td>\n",
       "      <td>PTPRB</td>\n",
       "      <td>5787</td>\n",
       "      <td>[<a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04520+5787\">hsa04520</a>]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZNRF1\\225962_at</th>\n",
       "      <td>0.900862</td>\n",
       "      <td>3.611676</td>\n",
       "      <td>0.000586</td>\n",
       "      <td>-0.867536</td>\n",
       "      <td>ZNRF1</td>\n",
       "      <td>84937</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GPATCH8\\212487_at</th>\n",
       "      <td>0.830247</td>\n",
       "      <td>3.561935</td>\n",
       "      <td>0.000687</td>\n",
       "      <td>-0.975750</td>\n",
       "      <td>GPATCH8</td>\n",
       "      <td>23131</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TSC2\\215624_at</th>\n",
       "      <td>1.116368</td>\n",
       "      <td>3.557750</td>\n",
       "      <td>0.000696</td>\n",
       "      <td>-0.984815</td>\n",
       "      <td>TSC2</td>\n",
       "      <td>7249</td>\n",
       "      <td>[<a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04115+7249\">hsa04115</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04150+7249\">hsa04150</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04151+7249\">hsa04151</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04152+7249\">hsa04152</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04910+7249\">hsa04910</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04919+7249\">hsa04919</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa05231+7249\">hsa05231</a>]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EDA\\211127_x_at</th>\n",
       "      <td>1.070483</td>\n",
       "      <td>3.555175</td>\n",
       "      <td>0.000702</td>\n",
       "      <td>-0.990390</td>\n",
       "      <td>EDA</td>\n",
       "      <td>1896</td>\n",
       "      <td>[<a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04060+1896\">hsa04060</a>]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LOC441259\\1552622_s_at</th>\n",
       "      <td>0.897353</td>\n",
       "      <td>3.551402</td>\n",
       "      <td>0.000711</td>\n",
       "      <td>-0.998555</td>\n",
       "      <td>LOC441259</td>\n",
       "      <td>441259</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CASP8AP2\\1570001_at</th>\n",
       "      <td>1.032101</td>\n",
       "      <td>3.547817</td>\n",
       "      <td>0.000719</td>\n",
       "      <td>-1.006305</td>\n",
       "      <td>CASP8AP2</td>\n",
       "      <td>9994</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CTBP2\\215377_at</th>\n",
       "      <td>1.018589</td>\n",
       "      <td>3.534816</td>\n",
       "      <td>0.000749</td>\n",
       "      <td>-1.034381</td>\n",
       "      <td>CTBP2</td>\n",
       "      <td>1488</td>\n",
       "      <td>[<a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04310+1488\">hsa04310</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04330+1488\">hsa04330</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa05200+1488\">hsa05200</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa05220+1488\">hsa05220</a>]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CACNA1D\\243334_at</th>\n",
       "      <td>1.026184</td>\n",
       "      <td>3.529423</td>\n",
       "      <td>0.000762</td>\n",
       "      <td>-1.046007</td>\n",
       "      <td>CACNA1D</td>\n",
       "      <td>776</td>\n",
       "      <td>[<a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04010+776\">hsa04010</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04020+776\">hsa04020</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04022+776\">hsa04022</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04024+776\">hsa04024</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04260+776\">hsa04260</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04261+776\">hsa04261</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04270+776\">hsa04270</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04713+776\">hsa04713</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04723+776\">hsa04723</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04724+776\">hsa04724</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04725+776\">hsa04725</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04726+776\">hsa04726</a>, <a target=\"_blank\" href=\"http://www...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FBXL13\\1556770_a_at</th>\n",
       "      <td>0.945425</td>\n",
       "      <td>3.525738</td>\n",
       "      <td>0.000771</td>\n",
       "      <td>-1.053947</td>\n",
       "      <td>FBXL13</td>\n",
       "      <td>222235</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RRP9\\204133_at</th>\n",
       "      <td>0.998497</td>\n",
       "      <td>3.518901</td>\n",
       "      <td>0.000788</td>\n",
       "      <td>-1.068664</td>\n",
       "      <td>RRP9</td>\n",
       "      <td>9136</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZNF521\\226676_at</th>\n",
       "      <td>0.793170</td>\n",
       "      <td>3.518051</td>\n",
       "      <td>0.000790</td>\n",
       "      <td>-1.070491</td>\n",
       "      <td>ZNF521</td>\n",
       "      <td>25925</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ITGB1BP2\\219829_at</th>\n",
       "      <td>1.042978</td>\n",
       "      <td>3.514850</td>\n",
       "      <td>0.000798</td>\n",
       "      <td>-1.077375</td>\n",
       "      <td>ITGB1BP2</td>\n",
       "      <td>26548</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MAGIX\\219965_s_at</th>\n",
       "      <td>1.088856</td>\n",
       "      <td>3.492431</td>\n",
       "      <td>0.000857</td>\n",
       "      <td>-1.125480</td>\n",
       "      <td>MAGIX</td>\n",
       "      <td>79917</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FOXJ1\\205906_at</th>\n",
       "      <td>1.039986</td>\n",
       "      <td>3.492429</td>\n",
       "      <td>0.000857</td>\n",
       "      <td>-1.125482</td>\n",
       "      <td>FOXJ1</td>\n",
       "      <td>2302</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LOC644613\\1563426_a_at</th>\n",
       "      <td>1.035299</td>\n",
       "      <td>3.487102</td>\n",
       "      <td>0.000871</td>\n",
       "      <td>-1.136885</td>\n",
       "      <td>LOC644613</td>\n",
       "      <td>None</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EFCAB7\\226800_at</th>\n",
       "      <td>0.884007</td>\n",
       "      <td>3.483128</td>\n",
       "      <td>0.000882</td>\n",
       "      <td>-1.145385</td>\n",
       "      <td>EFCAB7</td>\n",
       "      <td>84455</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LOC100294362\\1569078_at</th>\n",
       "      <td>0.984446</td>\n",
       "      <td>3.475146</td>\n",
       "      <td>0.000905</td>\n",
       "      <td>-1.162441</td>\n",
       "      <td>LOC100294362</td>\n",
       "      <td>100294362</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GTPBP10\\230684_at</th>\n",
       "      <td>1.062098</td>\n",
       "      <td>3.469254</td>\n",
       "      <td>0.000922</td>\n",
       "      <td>-1.175013</td>\n",
       "      <td>GTPBP10</td>\n",
       "      <td>85865</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZNF440\\215892_at</th>\n",
       "      <td>0.901321</td>\n",
       "      <td>3.466112</td>\n",
       "      <td>0.000931</td>\n",
       "      <td>-1.181715</td>\n",
       "      <td>ZNF440</td>\n",
       "      <td>126070</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WDR52\\221103_s_at</th>\n",
       "      <td>0.991380</td>\n",
       "      <td>3.461480</td>\n",
       "      <td>0.000945</td>\n",
       "      <td>-1.191585</td>\n",
       "      <td>WDR52</td>\n",
       "      <td>55779</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NCRNA00182\\1558515_at</th>\n",
       "      <td>0.838394</td>\n",
       "      <td>3.460203</td>\n",
       "      <td>0.000948</td>\n",
       "      <td>-1.194305</td>\n",
       "      <td>NCRNA00182</td>\n",
       "      <td>None</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CXorf56\\235442_at</th>\n",
       "      <td>0.995492</td>\n",
       "      <td>3.457467</td>\n",
       "      <td>0.000956</td>\n",
       "      <td>-1.200130</td>\n",
       "      <td>CXorf56</td>\n",
       "      <td>63932</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TOP3B\\215781_s_at</th>\n",
       "      <td>0.946690</td>\n",
       "      <td>3.447509</td>\n",
       "      <td>0.000987</td>\n",
       "      <td>-1.221308</td>\n",
       "      <td>TOP3B</td>\n",
       "      <td>8940</td>\n",
       "      <td>[<a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa03440+8940\">hsa03440</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa03460+8940\">hsa03460</a>]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from utils import Kegg\n",
    "\n",
    "kegg = Kegg(gene_ids = top_probes.gene_id)\n",
    "\n",
    "top_probes['pathways_ids'] = top_probes.gene_id.map(kegg.get_pathways_image_links_by_gene)\n",
    "\n",
    "from IPython.display import HTML\n",
    "HTML(top_probes.to_html(escape=False))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>link</th>\n",
       "      <th>genes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td><a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04723+776+222236\">hsa04723</a></td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td><a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa05200+862+1488\">hsa05200</a></td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td><a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa05202+862+3087\">hsa05202</a></td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pathways_df = DataFrame(kegg.get_all_pathways_rows(), columns=['link', 'genes'])\n",
    "\n",
    "pathways_df = pathways_df[pathways_df.genes > 1].sort(['genes'], ascending = False)\n",
    "\n",
    "HTML(pathways_df.to_html(escape=False))"
   ]
  }
 ],
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