Improved discovery of RNA-binding protein binding sites in eCLIP data using DEWSeq

Author:

Schwarzl Thomas1ORCID,Sahadevan Sudeep1ORCID,Lang Benjamin2ORCID,Miladi Milad3ORCID,Backofen Rolf3ORCID,Huber Wolfgang1ORCID,Hentze Matthias W1ORCID,Tartaglia Gian Gaetano4ORCID

Affiliation:

1. European Molecular Biology Laboratory (EMBL) , Meyerhofstraße 1, 69117  Heidelberg , Germany

2. Department of Structural Biology and Center of Excellence for Data-Driven Discovery, St. Jude Children's Research Hospital , 262 Danny Thomas Place, Memphis , TN  38105 , USA

3. Bioinformatics Group, Department of Computer Science, University of Freiburg , 79098  Freiburg im Breisgau, Germany

4. Center for Life Nano & Neuroscience, Italian Institute of Technology, 00161 Rome, Italy and Department of Biology, Sapienza University of Rome , 00185  Rome , Italy

Abstract

Abstract Enhanced crosslinking and immunoprecipitation (eCLIP) sequencing is a method for transcriptome-wide detection of binding sites of RNA-binding proteins (RBPs). However, identified crosslink sites can deviate from experimentally established functional elements of even well-studied RBPs. Current peak-calling strategies result in low replication and high false positive rates. Here, we present the R/Bioconductor package DEWSeq that makes use of replicate information and size-matched input controls. We benchmarked DEWSeq on 107 RBPs for which both eCLIP data and RNA sequence motifs are available and were able to more than double the number of motif-containing binding regions relative to standard eCLIP processing. The improvement not only relates to the number of binding sites (3.1-fold with known motifs for RBFOX2), but also their subcellular localization (1.9-fold of mitochondrial genes for FASTKD2) and structural targets (2.2-fold increase of stem–loop regions for SLBP. On several orthogonal CLIP-seq datasets, DEWSeq recovers a larger number of motif-containing binding sites (3.3-fold). DEWSeq is a well-documented R/Bioconductor package, scalable to adequate numbers of replicates, and tends to substantially increase the proportion and total number of RBP binding sites containing biologically relevant features.

Funder

EMBL Interdisciplinary Postdoc

European Union’s Horizon 2020

Manfred Lautenschläger Foundation

DFG

ERC

National Center for Gene Therapy and Drugs

Publisher

Oxford University Press (OUP)

Subject

Genetics

Reference57 articles.

Cited by 2 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3