GenomicDistributions

GenomicDistributions provides R functions to compute summary statistics and generate ggplot-based visualizations of genomic region sets from assays such as ChIP-seq and ATAC-seq to support analyses of gene regulation and epigenomic landscapes.


Key Features:

  • Comprehensive statistical analysis: Calculates properties of genomic regions including feature distances, overlaps with genomic partitions, and other region-level statistics.
  • Assay support: Handles region sets derived from assays such as ChIP-seq and ATAC-seq.
  • Optimized performance: Functions are optimized for speed to enable rapid processing of large genomic region sets.
  • Visualization capabilities: Provides plotting functions that generate editable ggplot objects for customizable figures.
  • Flexible input handling: Accepts both single and multiple region set inputs for analysis.
  • Scalability: Built to scale with increasing data volumes typical of epigenomics datasets.

Scientific Applications:

  • Gene regulation studies: Characterizes spatial organization and overlaps of genomic regions to inform regulatory mechanism analyses.
  • Exploratory epigenomic analysis: Summarizes and visualizes region-set properties to support hypothesis generation and exploratory data analysis.
  • Epigenomic landscape interpretation: Enables comparison and visualization of region distributions across samples or genomic partitions to aid interpretation of complex epigenomic datasets.

Methodology:

Calculations include feature distance metrics and overlaps with genomic partitions; functions are optimized for speed to rapidly process large genomic region sets, and plotting functions return editable ggplot objects.

Topics

Details

License:
BSD-2-Clause
Cost:
Free of charge
Tool Type:
library
Operating Systems:
Mac, Linux, Windows
Programming Languages:
R
Added:
7/29/2022
Last Updated:
7/29/2022

Operations

Publications

Kupkova K, Mosquera JV, Smith JP, Stolarczyk M, Danehy TL, Lawson JT, Xue B, Stubbs JT, LeRoy N, Sheffield NC. GenomicDistributions: fast analysis of genomic intervals with Bioconductor. BMC Genomics. 2022;23(1). doi:10.1186/s12864-022-08467-y. PMID:35413804. PMCID:PMC9003978.

PMID: 35413804
PMCID: PMC9003978
Funding: - National Institute of General Medical Sciences: GM128636

Documentation

Links