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MAnorm: a robust model for quantitative comparison of ChIP-Seq data sets.

Genome biology | 2012

ChIP-Seq is widely used to characterize genome-wide binding patterns of transcription factors and other chromatin-associated proteins. Although comparison of ChIP-Seq data sets is critical for understanding cell type-dependent and cell state-specific binding, and thus the study of cell-specific gene regulation, few quantitative approaches have been developed. Here, we present a simple and effective method, MAnorm, for quantitative comparison of ChIP-Seq data sets describing transcription factor binding sites and epigenetic modifications. The quantitative binding differences inferred by MAnorm showed strong correlation with both the changes in expression of target genes and the binding of cell type-specific regulators.

Pubmed ID: 22424423 RIS Download

Research resources used in this publication

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Associated grants

  • Agency: NIDDK NIH HHS, United States
    Id: R01 DK033765
  • Agency: NHGRI NIH HHS, United States
    Id: R01 HG005085
  • Agency: NHGRI NIH HHS, United States
    Id: R01 HG005085-02

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This is a list of tools and resources that we have found mentioned in this publication.


UCSC Genome Browser (tool)

RRID:SCR_005780

Portal to interactively visualize genomic data. Provides reference sequences and working draft assemblies for collection of genomes and access to ENCODE and Neanderthal projects. Includes collection of vertebrate and model organism assemblies and annotations, along with suite of tools for viewing, analyzing and downloading data.

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ChIP-seq (tool)

RRID:SCR_001237

Set of software modules for performing common ChIP-seq data analysis tasks across the whole genome, including positional correlation analysis, peak detection, and genome partitioning into signal-rich and signal-poor regions. The tools are designed to be simple, fast and highly modular. Each program carries out a well defined data processing procedure that can potentially fit into a pipeline framework. ChIP-Seq is also freely available on a Web interface.

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RRID:CVCL_0031

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RRID:CVCL_0058

Cell line HeLa S3 is a Cancer cell line with a species of origin Homo sapiens (Human)

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RRID:CVCL_0004

Cell line K-562 is a Cancer cell line with a species of origin Homo sapiens (Human)

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