Coder Social home page Coder Social logo

wdd_drug_repositioning's Introduction

WDD_drug_repositioning

This script performs the following tasks necessary for the drug repositioning steps using Watson for Drug Discovery data performed in the manuscript "Drug repositioning for psychiatric and neurological disorders through a network medicine approach":

01 - create a network of genes associated to a list of diseases using WDD files (here: PNDs - Psychiatric and Neurological Disorders) --> gene-PND network;

02 - create a network of drugs associated to a list of diseases using WDD files --> drug-PND network;

03 - detect genes that are exclusive to each disease --> exclusive PND genes;

04 - create a network of drugs targeting exclusive genes using WDD files --> drug-gene network;

05 - filter results from 04 to keep only drugs that:

a) affect genes that are coexpressed in the group of diseases (here: genes coexpressed in PNDs according to Gandal, 2018a);

b) are not present in network 02;

c) affect only one gene among all searched genes;

06 - produce a drug-gene-PND network for drug prioritization for repositioning in PNDs --> drug-gene-disease network.

Authors: Thomaz Lüscher Dias, Helena Paula Brentani, Viviane Schuch, Patrícia Cristina Baleeiro Beltrão Braga, Daniel Martins-de-Souza, Glória Regina Franco, Helder Imoto Nakaya

Manuscript submitted to Translational Psychiatry. In review.

wdd_drug_repositioning's People

Contributors

csbl-usp avatar

Watchers

James Cloos avatar Ibrahim Musa avatar  avatar

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.