CoBRA

CoBRA provides a modularized computational workflow for analysis of Chromatin Immunoprecipitation sequencing (ChIP-seq) and Assay for Transposase-Accessible Chromatin using sequencing (ATAC-seq) data, enabling peak quantification, CNV-aware normalization, differential peak calling, motif enrichment, sample clustering, and downstream pathway and reference-database comparisons.


Key Features:

  • Integration of Multiple Tools: Consolidates numerous ChIP/ATAC-seq tools, suites, and packages into a unified pipeline that spans raw data processing to downstream analyses.
  • Modularized Workflow: Implements a modularized computational workflow that permits customization of individual analysis components.
  • Normalization and CNV Correction: Incorporates recently published methodologies for sample normalization and adjustment for copy number variations (CNVs).
  • Workflow Management and Containerization: Employs snakemake for workflow orchestration and Docker for containerized execution to ensure reproducibility and portability.
  • Comprehensive Analysis Capabilities: Supports unsupervised analyses (sample clustering), differential peak calling, motif enrichment, and comparison of sites to reference databases, as well as downstream pathway analysis.
  • Visual Reporting: Compiles results into a report containing figures, organized files, tables, and images for inspection of analysis outcomes.

Scientific Applications:

  • Protein–DNA interaction mapping: Enables ChIP-seq analyses to identify and quantify protein–DNA binding sites.
  • Chromatin accessibility profiling: Enables ATAC-seq analyses to assess open chromatin regions and accessibility changes.
  • Gene regulation and epigenetic studies: Supports investigation of gene regulation mechanisms and epigenetic modifications via differential peak analysis and downstream pathway linking.
  • Transcription factor binding dynamics: Facilitates analysis of transcription factor binding dynamics through motif enrichment and differential peak calling.

Methodology:

Modularized Snakemake workflow with Docker containerization integrating multiple ChIP/ATAC-seq tools; explicit methods include normalization and CNV correction, peak calling and differential peak analysis, unsupervised sample clustering, motif enrichment, reference-database comparison, downstream pathway analysis, and report compilation.

Topics

Details

Added:
1/18/2021
Last Updated:
2/13/2021

Operations

Publications

Qiu X, Feit AS, Feiglin A, Xie Y, Kesten N, Taing L, Perkins J, Zhou N, Gu S, Li Y, Cejas P, Jeselsohn R, Brown M, Liu XS, Long HW. CoBRA: Containerized Bioinformatics workflow for Reproducible ChIP/ATAC-seq Analysis - from differential peak calling to pathway analysis. Unknown Journal. 2020. doi:10.1101/2020.11.06.367409.

Documentation