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A Redescription-based framework for multi-omics analysis

Project description

Remics

A framework for Redescription-based multi-omics analysis

Remics Diagram

๐Ÿ“‚ Project File Structure

The project structure is as follows:

Remics/
โ”‚
โ”œโ”€โ”€ ๐Ÿ“‚ src/  # main source code
    โ”œโ”€โ”€ ๐Ÿ“‚ tcga/
    โ”‚   โ”œโ”€โ”€ ๐Ÿ“„ compute_cuna_tcga.py # Reads the multi-omics files, performs feature selection, and compute cumulants
    โ”‚   โ”œโ”€โ”€ ๐Ÿ“„ compute_cures_tcga.py # Reads the cumulants, associated vectors, integrated multi-omics files and computes CuRES, while also performing the classification task  
    โ”‚   โ”œโ”€โ”€ ๐Ÿ“„ cuna_networks_tcga.py # Reads the cumulants file and compute the networks, its communities, and ranking of nodes according to importance in the network
โ”‚   โ”œโ”€โ”€ ๐Ÿ“‚ remics/
โ”‚       โ”œโ”€โ”€ ๐Ÿ“„  cumulants.py # computes cumulants 
โ”‚       โ”œโ”€โ”€ ๐Ÿ“„  cures.py # computes CuRES
โ”‚       โ”œโ”€โ”€ ๐Ÿ“„  cuna.py # computes CuNA
โ”‚       โ”œโ”€โ”€ ๐Ÿ“„  cumulants.jl # Julia subroutine performing cumulants

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