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Exploring the network/pathway regularization landscape for gene expression data

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netscape

Exploring the network/pathway regularization landscape for gene expression data

Overall goal of this project: evaluate network regularized methods for a variety of practical problems using a variety of biological networks.

At present, this repo contains an adaptation of the pipeline used in BioBombe for predicting gene alteration status using TCGA gene expression data.

Setup

We recommend using the conda environment specified in the environment.yml file to run these analyses. To build and activate this environment, run:

# conda version 4.5.0
conda env create --file environment.yml

conda activate netreg

To run PLIER, you'll have to install it from GitHub using the devtools library. Run the following from an R interactive shell/ REPL inside the netreg Conda environment:

library(devtools)
install_github('wgmao/PLIER')

You should then be able to run the library(PLIER) command without errors.

Running tests

Running the tests requires the pytest module (included in the specified Conda environment). Once this module is installed, you can run the tests by executing the command

pytest tests/

from the repo root.

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Exploring the network/pathway regularization landscape for gene expression data

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