Code Monkey home page Code Monkey logo

metarnn's Introduction

MetaRNN for pathogenicity prediction of nsSNVs and nfINDELs

Quick start guide

  1. Download file package (file size: 13G):

    wget -c https://usf.box.com/shared/static/c4656df0rz10vw6z7ra11mkw69ulr9d3 -O MetaRNN.tar.gz 
    

    OR open the save link in any web browser: https://usf.box.com/shared/static/c4656df0rz10vw6z7ra11mkw69ulr9d3

    OR get it from figshare.

  2. Extract downloaded folder:

    tar -xf MetaRNN.tar.gz
    cd MetaRNN
    
  3. Create conda environment with required packages and activate the virtual environment:

    conda env create -f environment.yml
    conda activate MetaRNN
    
  4. Run example VCF file in hg38 genome assembly:

    python ./MetaRNN.py hg38 test.vcf
    

Notes

  • Supplementary Tables and model analyses associated with the publication are available under folders Data and Notebooks.

  • Tensorflow models of MetaRNN and MetaRNN-indel are available under Resources/Models, with names RNN_DNN_adam.h5 and RNN_DNN_indel_adam.h5, respectively.

  • The code for the MetaRNN pipeline, including data preparation and making predictions, is available under Resources/Pipeline.

metarnn's People

Contributors

chang-li2019 avatar

Recommend Projects

  • React photo React

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

  • Vue.js photo Vue.js

    ๐Ÿ–– 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. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

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 โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.