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bioinformatics python prediction survival-analysis log-rank-test aco ant-colony-optimization max-min-ant-system cancer-research simulation

master-thesis's Introduction

Extracting survival-relevant subnetworks from multi-scale omics data.

Files description

-The file Library_MMAS.py is the library containing all the functions.

-The file first_run_MMAS.py contains the code with the upload of the data and the evaluation of the functions in Library_MMAS.py (with no correlation matrix).

-File Library_MMAS_corrMat.py is like Library_MMAS.py but modified to use the correlation matrix. -File run_MMAS.py is adapted to use the just mentioned Library.

-The file Simulate.py contains the code that can be used to simulate new data.

The two file .csv are the matrix with simulated data (PPI of 50 nodes, 20 observations):

-gxSIM.csv is the matrix with gene expression data, survival data and censor information;

-netSIM.csv is the adjacency matrix of the scale-free simulated PPI network.

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