derfinder

derfinder performs annotation-agnostic differential expression analysis of RNA-seq data to identify differentially expressed regions (DERs) across the genome.


Key Features:

  • Base-level differential expression: Assesses differential expression at each genomic base to detect DERs independent of predefined gene boundaries or transcript assembly.
  • Region-level segmentation: Segments contiguous bases with similar differential expression signals into regions and assigns statistical significance to each region.
  • Annotation-optional analysis: Enables discovery without reference annotations while permitting optional annotation of DERs using reference genomic feature databases.
  • Applicability to ChIP-seq: Applies the same approach to identify differentially bounded ChIP-seq peaks.

Scientific Applications:

  • RNA-seq differential expression discovery: Unbiased genome-wide identification of differentially expressed regions in RNA-seq experiments.
  • Regulatory element and non-coding RNA discovery: Detection of novel regulatory elements and non-coding RNAs that lie outside known gene boundaries.
  • Chromatin and TF binding analysis: Analysis of chromatin dynamics and transcription factor binding variation via differential ChIP-seq peak boundaries.

Methodology:

Performs a genome-wide base-level assessment of differential expression, segments contiguous bases into regions based on similar differential expression signals, and assigns statistical significance to each region; annotation of DERs using reference genomic feature databases is optional.

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Details

License:
Artistic-2.0
Tool Type:
command-line tool, library
Operating Systems:
Linux, Windows, Mac
Programming Languages:
R
Added:
1/17/2017
Last Updated:
1/10/2019

Operations

Data Inputs & Outputs

Publications

Frazee AC, Sabunciyan S, Hansen KD, Irizarry RA, Leek JT. Differential expression analysis of RNA-seq data at single-base resolution. Biostatistics. 2014;15(3):413-426. doi:10.1093/biostatistics/kxt053. PMID:24398039. PMCID:PMC4059460.

Documentation

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