Prediction of Glioblastoma from mRNA profiles of TEPs using transfer learning approach
About :
This project was initially done as part of a 1 month summer project from 2020 Jan 13 to Feb 14. As there is a significant scope for improving the results and/or obtaining more insights, this is being continued further.
Commonly used words :
- GBM : Glioblastoma
- NSCLC : Non-small-cell Lung Carcinoma
- TEP : Tumor-Educated Platelets
More info :
To get overall idea of the project please refer : https://github.com/abhivij/GlioblastomaPrediction/blob/master/summer_project_results/SummerProject2020_Presentation.pdf
The results mentioned in the above presentation was for 5 iterations and is not reliable. For more reliable results obtained during the summer project, please refer : https://github.com/abhivij/GlioblastomaPrediction/blob/master/summer_project_results/SummerProject2020_Report.pdf
Reference Papers :
- https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4644263/#!po=32.1429
- https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6381325/#!po=77.0833
Using data provided in the above 2 papers :