Code Monkey home page Code Monkey logo

rges's Introduction

RGES

This pipeline is to compute Reverse Gene Expression Score (RGES) published by Chen B. et al (Nature Communications, 2017). In this work, we found that the drug's ability to reverse cancer gene expression (RGES) correlates to its efficacy (IC50) in cancer cell lines.

Since the code for this publication is complicated, we would recommend to play with the example at the begining. This example includes computing and summarizing RGES, and correlating sRGES with drug efficacy in liver cancer. You can simply replace the disease signature with yours to compute sRGES for the disease of interest.

To run the example, you need

  1. download example data from https://www.synapse.org/#!Synapse:syn6182429/files/
  2. change workspace in runRGESExample.R
  3. run runRGESExample.R.
Rscript("runRGESExample")

To run the entire code, you need

  1. download data from https://www.synapse.org/#!Synapse:syn6182429/files/
  2. change workspace in workflow.R
  3. run workflow.R. It is a very time-consuming and complicated pipeline, so we recommend to run the specific component at one time.

Contact Bin Chen ([email protected]) for any questions.

rges's People

Contributors

bin-chen-lab avatar

Stargazers

 avatar Hang Qiao avatar Faraz Khan avatar Abdelrahman Alkahwaji avatar nicole avatar slp avatar Amrit Singh avatar Janani Ravi avatar Kewalin Samart avatar LiuYiJun avatar Michał Krassowski avatar Taeyoon Kim avatar

Watchers

James Cloos avatar  avatar

rges's Issues

Missing data + cmap_signatures.RData(RGES/RGES_IC50_CMap_data.R)

Hi all,

Thanks so much for sharing the drug repurposing scripts.

I am interested in cmap_signatures.RData in the RGES/RGES_IC50_CMap_data.R: script:
Screenshot 2021-08-23 at 22 06 55

Then I tried to download both example_data and data from https://www.synapse.org/#!Synapse:syn6182429/files/, but there is no data named cmap_signatures.RData, and no folder named cmap.
Screenshot 2021-08-23 at 22 15 31

Sorry for raising this issue, I know this code has been out for a long time. Any advice would be appreciated.

Thanks,
Birong

sRGES calculation

Hi all,
Thanks so much for sharing the scripts of RGES paper.
I have a question about this method. In detail, you use α|β|γ to adjust the RGES in target condition to reference condition, the α|β|γ were calculated as the mean 'difference value' between reference and target conditions grouped by different dose and time bin, however, if this method neglects whether the correlation between the drug signature and disease signature is POS or NEG, for example:
The RGES of drug A under 5uM and 6h is '3', and '10' under 10uM and 24h, the diff between them is 7; while drug B under 5uM and 6h is '-3', and '-10' under 10uM and 24h, the diff between them is '-7', the mean diff of these two drugs is '0'. However, it seems that is't not appropriate to use '0' to adjust all other drugs. I'm wondering if you have considered this or if I misunderstood this method.
It will be very appreciated that if you could help answer these questions, thank you!

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.