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NGS-QC生成器:一种用于ChIP-Seq及相关深度测序生成数据集的质量控制系统。

NGS-QC Generator: A Quality Control System for ChIP-Seq and Related Deep Sequencing-Generated Datasets.

作者信息

Mendoza-Parra Marco Antonio, Saleem Mohamed-Ashick M, Blum Matthias, Cholley Pierre-Etienne, Gronemeyer Hinrich

机构信息

Equipe Labellisée Ligue Contre le Cancer, Department of Functional Genomics and Cancer, Institut de Génétique et de Biologie Moléculaire et Cellulaire (IGBMC)/CNRS/INSERM/Université de Strasbourg, BP 10142, 67404, Illkirch Cedex, France.

出版信息

Methods Mol Biol. 2016;1418:243-65. doi: 10.1007/978-1-4939-3578-9_13.

Abstract

The combination of massive parallel sequencing with a variety of modern DNA/RNA enrichment technologies provides means for interrogating functional protein-genome interactions (ChIP-seq), genome-wide transcriptional activity (RNA-seq; GRO-seq), chromatin accessibility (DNase-seq, FAIRE-seq, MNase-seq), and more recently the three-dimensional organization of chromatin (Hi-C, ChIA-PET). In systems biology-based approaches several of these readouts are generally cumulated with the aim of describing living systems through a reconstitution of the genome-regulatory functions. However, an issue that is often underestimated is that conclusions drawn from such multidimensional analyses of NGS-derived datasets critically depend on the quality of the compared datasets. To address this problem, we have developed the NGS-QC Generator, a quality control system that infers quality descriptors for any kind of ChIP-sequencing and related datasets. In this chapter we provide a detailed protocol for (1) assessing quality descriptors with the NGS-QC Generator; (2) to interpret the generated reports; and (3) to explore the database of QC indicators (www.ngs-qc.org) for >21,000 publicly available datasets.

摘要

大规模平行测序与各种现代DNA/RNA富集技术的结合,为研究功能性蛋白质-基因组相互作用(ChIP-seq)、全基因组转录活性(RNA-seq;GRO-seq)、染色质可及性(DNase-seq、FAIRE-seq、MNase-seq),以及最近的染色质三维结构(Hi-C、ChIA-PET)提供了手段。在基于系统生物学的方法中,通常会累积这些读数中的几个,目的是通过重建基因组调控功能来描述生命系统。然而,一个经常被低估的问题是,从对NGS衍生数据集的这种多维度分析中得出的结论严重依赖于所比较数据集的质量。为了解决这个问题,我们开发了NGS-QC Generator,这是一种质量控制系统,可推断任何类型的ChIP测序及相关数据集的质量描述符。在本章中,我们提供了一个详细的方案,用于(1)使用NGS-QC Generator评估质量描述符;(2)解释生成的报告;以及(3)探索QC指标数据库(www.ngs-qc.org)中超过21,000个公开可用的数据集。

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