/DDR-drug-synergy-prediction-ShinyApp

Shiny app for DDR drug synergy prediction based on molecular context

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Project Status: Active – The project has reached a stable, usable state and is being actively developed.licenseLast-changedateminimal R versionpackageversion

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SynDDR

Welcome to our shiny app for DDR drug synergy and efficacy prediction repository. This repository implements a shiny app that provides a general overview of all features used for the predictions, the predictions on our 62 cell lines and summary plots for SHAP analysis on our data. Additionally, a user has the opportunity to upload molecular data and analyse predicted synergy and efficacy scores of our model

App screenshot for predicted efficacy and synergy scores as described in publication

For scoring new experimental data, the user only needs to upload the TPM expression values for 78 genes:

Screenshot for predicting efficacy and synergy scores

Requirements

This application was tested using R 4.1.1.

Installation

To run the app, you will need to install the devtools package.

install.packages('devtools')

To run the developement version:

devtools::install_github("GuanLab/DDR-drug-synergy-prediction-ShinyApp", ref="develop")

Then run:

guanlabddrdrugcombination::launch_synergy_ddr_app()
devtools::install_github("GuanLab/DDR-drug-synergy-prediction-ShinyApp")

After a restart of your R session, you can start the app using:

library(synddr)

launch_synergy_ddr_app()