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<?xml version="1.0" encoding="UTF-8"?> | ||
<projectDescription> | ||
<name>easyFMRI</name> | ||
<comment></comment> | ||
<projects> | ||
</projects> | ||
<buildSpec> | ||
<buildCommand> | ||
<name>de.walware.statet.r.builders.RSupport</name> | ||
<arguments> | ||
</arguments> | ||
</buildCommand> | ||
</buildSpec> | ||
<natures> | ||
<nature>de.walware.statet.base.StatetNature</nature> | ||
<nature>de.walware.statet.r.RNature</nature> | ||
</natures> | ||
</projectDescription> |
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Package: easyFMRI | ||
Type: Package | ||
Title: Functions of fMRI analysis | ||
Version: 1.0 | ||
Date: 2010-09-17 | ||
Author: Wonsang You | ||
Maintainer: Wonsang You <you@ifn-magdeburg.de> | ||
Description: Functions for ROI segmentation in EPI sequence. | ||
License: GPL (>=2) | ||
LazyLoad: yes | ||
Depends: oro.nifti, AnalyzeFMRI | ||
Packaged: 2010-09-17 12:12:06 UTC; wyou |
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meanROIs <- | ||
function(EPIfname, nROIs=31, ROIdir="", prefix="roi_", outfname="meanROIs", writefile=TRUE) { | ||
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require(oro.nifti) | ||
require(AnalyzeFMRI) | ||
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# Extract ROI data | ||
if(length(ROIdir)>1) | ||
ROIdir<-paste(c(ROIdir,"/"), collapse="") | ||
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# Read the EPI sequence | ||
#dimEPI<-dim(EPIdata) | ||
#nTPs<-dimEPI[4] | ||
EPIimg<-paste(c(EPIfname,".img"),sep="",collapse="") | ||
EPIhdr<-paste(c(EPIfname,".hdr"),sep="",collapse="") | ||
nTPs<-f.read.nifti.header(EPIhdr)$dim[5] | ||
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# Compute mean time series of each ROI | ||
mtsROIs<-mat.or.vec(nROIs, nTPs) | ||
for(i in seq(1,nROIs)) { | ||
ROIfname<-paste(c(ROIdir,prefix,i,".nii.gz"),sep="",collapse="") | ||
roi<-readNIfTI(ROIfname)@.Data | ||
roipos<-roi>0 | ||
for(t in seq(1,nTPs)){ | ||
#epiTP<-epi[,,,t] | ||
epiTP<-f.read.nifti.tpt(EPIimg,t) | ||
epiTPROI<-epiTP[roipos] | ||
mtsROIs[i,t]<-mean(epiTPROI) | ||
} | ||
} | ||
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mtsROIs | ||
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# Write a text file | ||
if(writefile) | ||
write.table(mtsROIs, file = paste(c(outfname,".txt"),sep="",collapse=""), | ||
sep = ";", col.names = NA) | ||
} | ||
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orthoROIs <- | ||
function(nROIs=31, ThRes=5, ROIdir="", targetdir="newROIs", mode="minimal", prefix="roi_", newprefix="roi_", writefile=TRUE, gzipped=TRUE, verbose=TRUE) { | ||
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require(oro.nifti) | ||
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# Extract ROI data | ||
if(length(ROIdir)>1) | ||
ROIdir<-paste(c(ROIdir,"/"), collapse="") | ||
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ROIdata<-c() | ||
for(i in seq(1,nROIs)) { | ||
roi<-readNIfTI(paste(c(ROIdir,prefix,i,".nii.gz"),sep="",collapse=""))@.Data | ||
ROIdata<-c(ROIdata,list(roi)) | ||
} | ||
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# Evaluate overlaps | ||
olMat<-mat.or.vec(nROIs, nROIs) | ||
thr<-mat.or.vec(nROIs,1) | ||
for(i in seq(1,nROIs-1)) { | ||
x1<-ROIdata[[i]] | ||
olMat[i,i]<-0 | ||
for(j in seq(i+1,nROIs)) { | ||
x2<-ROIdata[[j]] | ||
olMat[i,j]<-length(x1[x1&x2]) | ||
} | ||
} | ||
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# The number of overlapped ROIs | ||
nOverlapROIpairs<-length(olMat[olMat>0]) | ||
nTotalROIpairs<-nROIs*(nROIs-1)/2 | ||
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# The number of overlapped Voxels | ||
nOverlapVoxels<-sum(olMat[olMat>0]) | ||
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if(verbose){ | ||
msg <- paste(c("The number of overlapped ROI pairs", nOverlapROIpairs,"/",nTotalROIpairs),collapse = " ") | ||
print(msg) | ||
msg <- paste(c(" The number of overlapped Voxels= ", nOverlapVoxels),collapse = " ") | ||
print(msg) | ||
} | ||
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# Resize ROIs to eliminate overlaps | ||
olMat<-mat.or.vec(nROIs, nROIs) | ||
thr<-mat.or.vec(nROIs,1) | ||
for(i in seq(1,nROIs-1)) { | ||
x1<-ROIdata[[i]] | ||
olMat[i,i]<-0 | ||
for(j in seq(i+1,nROIs)) { | ||
x2<-ROIdata[[j]] | ||
olMat[i,j]<-length(x1[x1&x2]) | ||
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if(olMat[i,j]>0){ | ||
if(mode=="minimal"){ | ||
x1<-replace(x1,(x1>0)&(x2>0),0) | ||
ROIdata[[j]]<-replace(x2,(x1>0)&(x2>0),0) | ||
}else{ | ||
nOverlapVoxelsInROI<-olMat[i,j] | ||
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ux1<-x1 | ||
ux2<-x2 | ||
thr1<-thr[i] | ||
thr2<-thr[j] | ||
for(r in seq(1,trunc(ThRes))){ | ||
ThrRes<-1/10^r | ||
while(nOverlapVoxelsInROI>0){ | ||
tmp_thr1<-thr1+ThrRes | ||
tmp_thr2<-thr2+ThrRes | ||
tmp_ux1<-replace(ux1,ux1<thr1,0) | ||
tmp_ux2<-replace(ux2,ux2<thr2,0) | ||
nOverlapVoxelsInROI<-length(tmp_ux1[tmp_ux1&tmp_ux2]) | ||
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if(nOverlapVoxelsInROI>=0){ | ||
thr1<-tmp_thr1 | ||
thr2<-tmp_thr2 | ||
ux1<-tmp_ux1 | ||
ux2<-tmp_ux2 | ||
} | ||
} | ||
} | ||
x1<-ux1 | ||
ROIdata[[j]]<-ux2 | ||
thr[i]<-thr1 | ||
thr[j]<-thr2 | ||
} | ||
} | ||
} | ||
ROIdata[[i]]<-x1 | ||
} | ||
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# Verify overlaps | ||
olMat<-mat.or.vec(nROIs, nROIs) | ||
for(i in seq(1,nROIs-1)) { | ||
x1<-ROIdata[[i]] | ||
olMat[i,i]<-0 | ||
for(j in seq(i+1,nROIs)) { | ||
x2<-ROIdata[[j]] | ||
olMat[i,j]<-length(x1[x1&x2]) | ||
} | ||
} | ||
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nNewOverlapROIpairs<-length(olMat[olMat>0]) # The number of overlapped ROIs | ||
nNewOverlapVoxels<-sum(olMat[olMat>0]) # The number of overlapped Voxels | ||
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if(verbose){ | ||
msg <- paste(c("The number of new overlapped ROI pairs", nNewOverlapROIpairs,"/",nTotalROIpairs),collapse = " ") | ||
print(msg) | ||
msg <- paste(c(" The number of new overlapped Voxels= ", nNewOverlapVoxels),collapse = " ") | ||
print(msg) | ||
} | ||
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# Write NIFTI files | ||
if(writefile){ | ||
dir.create(paste(c(ROIdir,targetdir),sep="",collapse="")) | ||
for(i in seq(1,nROIs)){ | ||
roi.fname<-paste(c(ROIdir,targetdir,"/",newprefix,i),sep="",collapse="") | ||
roi.nifti<-nifti(ROIdata[[i]],datatype=64) # double type | ||
writeNIfTI(roi.nifti, roi.fname, gzipped=gzipped, verbose=FALSE) | ||
} | ||
} | ||
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if(mode=="minimal"){ | ||
dat<-drop(list(ROIData=ROIdata,nOverlapROIpairs,nOverlapVoxels, | ||
nNewOverlapROIpairs,nNewOverlapVoxels)) | ||
}else{ | ||
dat<-drop(list(ROIData=ROIdata,thr=thr,nOverlapROIpairs,nOverlapVoxels, | ||
nNewOverlapROIpairs,nNewOverlapVoxels)) | ||
} | ||
invisible(dat) | ||
} | ||
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tsROI <- | ||
function(ROIidx, EPIfname, ROIdir="", prefix="roi_", outfname="tsROI", writefile=TRUE) { | ||
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require(oro.nifti) | ||
require(AnalyzeFMRI) | ||
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# Extract ROI data | ||
if(length(ROIdir)>1) | ||
ROIdir<-paste(c(ROIdir,"/"), collapse="") | ||
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# Read the EPI sequence | ||
#dimEPI<-dim(EPIdata) | ||
#nTPs<-dimEPI[4] | ||
EPIimg<-paste(c(EPIfname,".img"),sep="",collapse="") | ||
EPIhdr<-paste(c(EPIfname,".hdr"),sep="",collapse="") | ||
nTPs<-f.read.nifti.header(EPIhdr)$dim[5] | ||
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# Compute mean time series of each ROI | ||
ROIfname<-paste(c(ROIdir,prefix,ROIidx,".nii.gz"),sep="",collapse="") | ||
roi<-readNIfTI(ROIfname)@.Data | ||
roipos<-roi>0 | ||
ts<-c() | ||
for(t in seq(1,nTPs)){ | ||
epiTP<-f.read.nifti.tpt(EPIimg,t) | ||
#epiTP<-EPIdata[,,,t] | ||
epiTPROI<-epiTP[roipos] | ||
ts<-rbind(ts,epiTPROI) | ||
} | ||
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ts | ||
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# Write a text file | ||
if(writefile) | ||
write.table(ts, file = paste(c(outfname,".txt"),sep="",collapse=""), | ||
sep = ";", col.names = NA) | ||
} | ||
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\name{easyFMRI-package} | ||
\alias{easyFMRI-package} | ||
\alias{easyFMRI} | ||
\docType{package} | ||
\title{ | ||
Functions for FMRI Analysis | ||
} | ||
\description{ | ||
Functions for ROI segmentation in EPI sequences | ||
} | ||
\details{ | ||
\tabular{ll}{ | ||
Package: \tab easyFMRI\cr | ||
Type: \tab Package\cr | ||
Version: \tab 1.0\cr | ||
Date: \tab 2010-09-17\cr | ||
License: \tab GPL (>=2)\cr | ||
LazyLoad: \tab yes\cr | ||
} | ||
} | ||
\author{ | ||
Wonsang You | ||
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Maintainer: Wonsang You <you@ifn-magdeburg.de> | ||
} | ||
\references{ | ||
Wonsang You (2010) ROI Data Extraction from FMRI BOLD Signals of the Human Brain, Technical Reports of the Leibniz Institute for Neurobiology, TR 10016. | ||
} | ||
\keyword{ package } | ||
\seealso{ | ||
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} | ||
\examples{ | ||
ROIdata<-orthoROIs() | ||
} |
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\name{meanROIs} | ||
\alias{meanROIs} | ||
%- Also NEED an '\alias' for EACH other topic documented here. | ||
\title{ | ||
The average time series of each ROI | ||
} | ||
\description{ | ||
Computing the average time series of each ROI in the given EPI sequence | ||
} | ||
\usage{ | ||
meanROIs(EPIfname, nROIs = 31, ROIdir = "", prefix = "roi_", | ||
outfname = "meanROIs", writefile = TRUE) | ||
} | ||
%- maybe also 'usage' for other objects documented here. | ||
\arguments{ | ||
\item{EPIfname}{ | ||
the file name of a EPI sequence (The file format should be ANALYZE such as \code{hdr} and \code{img}. For example, if the original file is "\code{foo.img}", the input value should be "\code{foo}".) | ||
} | ||
\item{nROIs}{ | ||
the number of ROIs. Default is \code{31}. | ||
} | ||
\item{ROIdir}{ | ||
the directory of ROI definition files. These files should contain the individual zipped NIFTI files (nii.gz) corresponding to ROIs. Default is current working directory. | ||
} | ||
\item{prefix}{ | ||
the common prefix of ROI definition files. Default is \code{roi_}. Then, the files should be titled as \code{roi_1.nii.gz}, \code{roi_2.nii.gz}, and so forth. | ||
} | ||
\item{outfname}{ | ||
the outout text file name. Default is \code{meanROIs}. | ||
} | ||
\item{writefile}{ | ||
Enable to write the output text file. Default is \code{TRUE}. | ||
} | ||
} | ||
\details{ | ||
This function computes the average time series of each ROI in the given EPI sequence. The ROI definition files should be given a priori. | ||
} | ||
\value{ | ||
A matrix of averaged time series for ROIs. Row indicates a time point, and column does an ROI. | ||
} | ||
\references{ | ||
Wonsang You (2010) ROI Data Extraction from FMRI BOLD Signals of the Human Brain, Technical Reports of the Leibniz Institute for Neurobiology, TR 10016. | ||
} | ||
\author{ | ||
Wonsang You | ||
} | ||
\note{ | ||
%% ~~further notes~~ | ||
} | ||
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%% ~Make other sections like Warning with \section{Warning }{....} ~ | ||
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\seealso{ | ||
\code{\link{tsROI}} | ||
} | ||
\examples{ | ||
mts<-meanROIs("foo") | ||
} | ||
% Add one or more standard keywords, see file 'KEYWORDS' in the | ||
% R documentation directory. | ||
\keyword{ averaged ROI } | ||
\keyword{ FMRI }% __ONLY ONE__ keyword per line |
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