Git Product home page Git Product logo

bca_atacseq_project's Introduction

Non-coding mutations reveal cancer driver cistromes in luminal breast cancer

This repository contains custom code used for analysis in El Ghamrasni et al.,

HoRSE (Hotspot of cis-Regulatory, Significantly-mutated Elements)

An algorithm to identify hotspots of mutations within regulatory elements against a background of global and local mutation rates.

Running HoRSE

MkPromotersBed_hg19():Create promoters reference bed file.

FlattenPromoters(): Reduces the promoters from the reference genome into a collapsed/flattened bed file for each gene. Therefore, it looks across all promoters for a gene rather than each promoter individually.

Required data

  • Peaks of interest (.bed)
  • Promoter reference file (.bed)
  • Mutation calls SNVs (.vcf)

AssembleGR(): Convert bed files into Granges while maintaining the same style throughout the analysis.

overlapTargetsAndCatalogue(): Determine which promoters are overlap with ATAC-seq peaks.

removeCodingMuts(): Function to separate coding from non-coding SNVs.

separateVcfByBed(): Separate SNVs into non-coding targets in order to limit the search space for the sliding window.

applySlidingWindow(): Slide a window of Wkb across each promoter and calculate the number of mutations within that region.

estimateBgMutRate(): Estimate the background mutations rate.

mutRatePvalue(): Using the Binomial test calculate the P value for each mutation followed by FDR adjustment.

RunMutRate_Merge.R: The main pipeline used to execute the analysis.

modMEMOs (Modified MEMOS)

Modified version of the previously published tool MEMOS (Mazrooei et al. 2019).

This tool is designed to identify significant enrichment of mutations within transcription factor binding sites and flanking regions. modMEMOs can be run using either ChIP-seq or ATAC-seq data.

Running modMEMOS

Required data

  • Mutation calls SNVs (.vcf)
  • Peaks of interest (from ChIP- or ATAC-seq or both) (.bed)
  • Fasta reference file (.fa)
  • Transcription factor's position weight matrix (.pfm)

modMEMOS-wrapper.sh: the main pipeline used to execute the modMEMOs analysis.

shuffleTest.sh: Will randomly shuffle transcription factor sites, overlap these regions with mutation calls and count the number of SNVs. This process is repeated ${NUM} times.

modMEMOS_ATAC_Plus_ChIP.sh: A bash script used to prepare bed and fasta files required to run modMEMOs and to execute modMEMOS-wrapper.sh.

Authors

Rene Quevedo

Samah El Ghamrasni

bca_atacseq_project's People

Contributors

elsamah avatar

Stargazers

 avatar  avatar

Watchers

 avatar  avatar  avatar  avatar  avatar  avatar

Forkers

elsamah

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.