Quantifying ChIP-seq data: a spiking method providing an internal reference for sample-to-sample normalization

被引:102
作者
Bonhoure, Nicolas [1 ]
Bounova, Gergana [1 ,2 ]
Bernasconi, David [1 ,2 ]
Praz, Viviane [1 ,3 ]
Lammers, Fabienne [1 ]
Canella, Donatella [1 ]
Willis, Ian M. [4 ]
Herr, Winship [1 ]
Hernandez, Nouria [1 ]
Delorenzi, Mauro [2 ,5 ,6 ]
机构
[1] Univ Lausanne, Fac Biol & Med, Ctr Integrat Genom, CH-1015 Lausanne, Switzerland
[2] SIB Swiss Inst Bioinformat, Bioinformat Core Facil, CH-1015 Lausanne, Switzerland
[3] Swiss Inst Bioinformat, CH-1015 Lausanne, Switzerland
[4] Yeshiva Univ Albert Einstein Coll Med, Dept Biochem, Bronx, NY 10461 USA
[5] Univ Lausanne, Fac Biol & Med, Dept Oncol, CH-1011 Lausanne, Switzerland
[6] Univ Lausanne, Fac Biol & Med, Ludwig Ctr Canc Res, CH-1011 Lausanne, Switzerland
基金
瑞士国家科学基金会;
关键词
RNA-POLYMERASE-III; GENOME-WIDE LOCALIZATION; C-MYC; TRANSCRIPTION; MAF1; REPRESSION; PROTEIN; CELLS; GENES; DEPHOSPHORYLATION;
D O I
10.1101/gr.168260.113
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Chromatin immunoprecipitation followed by deep sequencing (ChIP-seq) experiments are widely used to determine, within entire genomes, the occupancy sites of any protein of interest, including, for example, transcription factors, RNA polymerases, or histones with or without various modifications. In addition to allowing the determination of occupancy sites within one cell type and under one condition, this method allows, in principle, the establishment and comparison of occupancy maps in various cell types, tissues, and conditions. Such comparisons require, however, that samples be normalized. Widely used normalization methods that include a quantile normalization step perform well when factor occupancy varies at a subset of sites, but may miss uniform genome-wide increases or decreases in site occupancy. We describe a spike adjustment procedure (SAP) that, unlike commonly used normalization methods intervening at the analysis stage, entails an experimental step prior to immunoprecipitation. A constant, low amount from a single batch of chromatin of a foreign genome is added to the experimental chromatin. This ``spike'' chromatin then serves as an internal control to which the experimental signals can be adjusted. We show that the method improves similarity between replicates and reveals biological differences including global and largely uniform changes.
引用
收藏
页码:1157 / 1168
页数:12
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