Literature DB >> 25239376

Allelic mapping bias in RNA-sequencing is not a major confounder in eQTL studies.

Nikolaos I Panousis, Maria Gutierrez-Arcelus, Emmanouil T Dermitzakis, Tuuli Lappalainen.   

Abstract

BACKGROUND: RNA sequencing (RNA-seq) is the current gold-standard method to quantify gene expression for expression quantitative trait locus (eQTL) studies. However, a potential caveat in these studies is that RNA-seq reads carrying the non-reference allele of variant loci can have lower probability to map correctly to the reference genome, which could bias gene quantifications and cause false positive eQTL associations. In this study, we analyze the effect of this allelic mapping bias in eQTL discovery.
RESULTS: We simulate RNA-seq read mapping over 9.5 M common SNPs and indels, with 15.6% of variants showing biased mapping rate for reference versus non-reference reads. However, removing potentially biased RNA-seq reads from an eQTL dataset of 185 individuals has a very small effect on gene and exon quantifications and eQTL discovery. We detect only a handful of likely false positive eQTLs, and overall eQTL SNPs show no significant enrichment for high mapping bias.
CONCLUSION: Our results suggest that RNA-seq quantifications are generally robust against allelic mapping bias, and that this does not have a severe effect on eQTL discovery. Nevertheless, we provide our catalog of putatively biased loci to allow better controlling for mapping bias to obtain more accurate results in future RNA-seq studies.

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Year:  2014        PMID: 25239376      PMCID: PMC4212091          DOI: 10.1186/s13059-014-0467-2

Source DB:  PubMed          Journal:  Genome Biol        ISSN: 1474-7596            Impact factor:   13.583


  23 in total

1.  Initial sequencing and analysis of the human genome.

Authors:  E S Lander; L M Linton; B Birren; C Nusbaum; M C Zody; J Baldwin; K Devon; K Dewar; M Doyle; W FitzHugh; R Funke; D Gage; K Harris; A Heaford; J Howland; L Kann; J Lehoczky; R LeVine; P McEwan; K McKernan; J Meldrim; J P Mesirov; C Miranda; W Morris; J Naylor; C Raymond; M Rosetti; R Santos; A Sheridan; C Sougnez; Y Stange-Thomann; N Stojanovic; A Subramanian; D Wyman; J Rogers; J Sulston; R Ainscough; S Beck; D Bentley; J Burton; C Clee; N Carter; A Coulson; R Deadman; P Deloukas; A Dunham; I Dunham; R Durbin; L French; D Grafham; S Gregory; T Hubbard; S Humphray; A Hunt; M Jones; C Lloyd; A McMurray; L Matthews; S Mercer; S Milne; J C Mullikin; A Mungall; R Plumb; M Ross; R Shownkeen; S Sims; R H Waterston; R K Wilson; L W Hillier; J D McPherson; M A Marra; E R Mardis; L A Fulton; A T Chinwalla; K H Pepin; W R Gish; S L Chissoe; M C Wendl; K D Delehaunty; T L Miner; A Delehaunty; J B Kramer; L L Cook; R S Fulton; D L Johnson; P J Minx; S W Clifton; T Hawkins; E Branscomb; P Predki; P Richardson; S Wenning; T Slezak; N Doggett; J F Cheng; A Olsen; S Lucas; C Elkin; E Uberbacher; M Frazier; R A Gibbs; D M Muzny; S E Scherer; J B Bouck; E J Sodergren; K C Worley; C M Rives; J H Gorrell; M L Metzker; S L Naylor; R S Kucherlapati; D L Nelson; G M Weinstock; Y Sakaki; A Fujiyama; M Hattori; T Yada; A Toyoda; T Itoh; C Kawagoe; H Watanabe; Y Totoki; T Taylor; J Weissenbach; R Heilig; W Saurin; F Artiguenave; P Brottier; T Bruls; E Pelletier; C Robert; P Wincker; D R Smith; L Doucette-Stamm; M Rubenfield; K Weinstock; H M Lee; J Dubois; A Rosenthal; M Platzer; G Nyakatura; S Taudien; A Rump; H Yang; J Yu; J Wang; G Huang; J Gu; L Hood; L Rowen; A Madan; S Qin; R W Davis; N A Federspiel; A P Abola; M J Proctor; R M Myers; J Schmutz; M Dickson; J Grimwood; D R Cox; M V Olson; R Kaul; C Raymond; N Shimizu; K Kawasaki; S Minoshima; G A Evans; M Athanasiou; R Schultz; B A Roe; F Chen; H Pan; J Ramser; H Lehrach; R Reinhardt; W R McCombie; M de la Bastide; N Dedhia; H Blöcker; K Hornischer; G Nordsiek; R Agarwala; L Aravind; J A Bailey; A Bateman; S Batzoglou; E Birney; P Bork; D G Brown; C B Burge; L Cerutti; H C Chen; D Church; M Clamp; R R Copley; T Doerks; S R Eddy; E E Eichler; T S Furey; J Galagan; J G Gilbert; C Harmon; Y Hayashizaki; D Haussler; H Hermjakob; K Hokamp; W Jang; L S Johnson; T A Jones; S Kasif; A Kaspryzk; S Kennedy; W J Kent; P Kitts; E V Koonin; I Korf; D Kulp; D Lancet; T M Lowe; A McLysaght; T Mikkelsen; J V Moran; N Mulder; V J Pollara; C P Ponting; G Schuler; J Schultz; G Slater; A F Smit; E Stupka; J Szustakowki; D Thierry-Mieg; J Thierry-Mieg; L Wagner; J Wallis; R Wheeler; A Williams; Y I Wolf; K H Wolfe; S P Yang; R F Yeh; F Collins; M S Guyer; J Peterson; A Felsenfeld; K A Wetterstrand; A Patrinos; M J Morgan; P de Jong; J J Catanese; K Osoegawa; H Shizuya; S Choi; Y J Chen; J Szustakowki
Journal:  Nature       Date:  2001-02-15       Impact factor: 49.962

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4.  Genetics of gene expression surveyed in maize, mouse and man.

Authors:  Eric E Schadt; Stephanie A Monks; Thomas A Drake; Aldons J Lusis; Nam Che; Veronica Colinayo; Thomas G Ruff; Stephen B Milligan; John R Lamb; Guy Cavet; Peter S Linsley; Mao Mao; Roland B Stoughton; Stephen H Friend
Journal:  Nature       Date:  2003-03-20       Impact factor: 49.962

5.  Population genomics of human gene expression.

Authors:  Barbara E Stranger; Alexandra C Nica; Matthew S Forrest; Antigone Dimas; Christine P Bird; Claude Beazley; Catherine E Ingle; Mark Dunning; Paul Flicek; Daphne Koller; Stephen Montgomery; Simon Tavaré; Panos Deloukas; Emmanouil T Dermitzakis
Journal:  Nat Genet       Date:  2007-09-16       Impact factor: 38.330

6.  Genetic analysis of genome-wide variation in human gene expression.

Authors:  Michael Morley; Cliona M Molony; Teresa M Weber; James L Devlin; Kathryn G Ewens; Richard S Spielman; Vivian G Cheung
Journal:  Nature       Date:  2004-07-21       Impact factor: 49.962

7.  Coordinated effects of sequence variation on DNA binding, chromatin structure, and transcription.

Authors:  Helena Kilpinen; Sebastian M Waszak; Andreas R Gschwind; Sunil K Raghav; Robert M Witwicki; Andrea Orioli; Eugenia Migliavacca; Michaël Wiederkehr; Maria Gutierrez-Arcelus; Nikolaos I Panousis; Alisa Yurovsky; Tuuli Lappalainen; Luciana Romano-Palumbo; Alexandra Planchon; Deborah Bielser; Julien Bryois; Ismael Padioleau; Gilles Udin; Sarah Thurnheer; David Hacker; Leighton J Core; John T Lis; Nouria Hernandez; Alexandre Reymond; Bart Deplancke; Emmanouil T Dermitzakis
Journal:  Science       Date:  2013-10-17       Impact factor: 47.728

8.  Resolving the polymorphism-in-probe problem is critical for correct interpretation of expression QTL studies.

Authors:  Adaikalavan Ramasamy; Daniah Trabzuni; J Raphael Gibbs; Allissa Dillman; Dena G Hernandez; Sampath Arepalli; Robert Walker; Colin Smith; Gigaloluwa Peter Ilori; Andrey A Shabalin; Yun Li; Andrew B Singleton; Mark R Cookson; John Hardy; Mina Ryten; Michael E Weale
Journal:  Nucleic Acids Res       Date:  2013-02-21       Impact factor: 16.971

9.  Sources of bias in measures of allele-specific expression derived from RNA-sequence data aligned to a single reference genome.

Authors:  Kraig R Stevenson; Joseph D Coolon; Patricia J Wittkopp
Journal:  BMC Genomics       Date:  2013-08-07       Impact factor: 3.969

10.  Transcriptome and genome sequencing uncovers functional variation in humans.

Authors:  Tuuli Lappalainen; Michael Sammeth; Marc R Friedländer; Peter A C 't Hoen; Jean Monlong; Manuel A Rivas; Mar Gonzàlez-Porta; Natalja Kurbatova; Thasso Griebel; Pedro G Ferreira; Matthias Barann; Thomas Wieland; Liliana Greger; Maarten van Iterson; Jonas Almlöf; Paolo Ribeca; Irina Pulyakhina; Daniela Esser; Thomas Giger; Andrew Tikhonov; Marc Sultan; Gabrielle Bertier; Daniel G MacArthur; Monkol Lek; Esther Lizano; Henk P J Buermans; Ismael Padioleau; Thomas Schwarzmayr; Olof Karlberg; Halit Ongen; Helena Kilpinen; Sergi Beltran; Marta Gut; Katja Kahlem; Vyacheslav Amstislavskiy; Oliver Stegle; Matti Pirinen; Stephen B Montgomery; Peter Donnelly; Mark I McCarthy; Paul Flicek; Tim M Strom; Hans Lehrach; Stefan Schreiber; Ralf Sudbrak; Angel Carracedo; Stylianos E Antonarakis; Robert Häsler; Ann-Christine Syvänen; Gert-Jan van Ommen; Alvis Brazma; Thomas Meitinger; Philip Rosenstiel; Roderic Guigó; Ivo G Gut; Xavier Estivill; Emmanouil T Dermitzakis
Journal:  Nature       Date:  2013-09-15       Impact factor: 49.962

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  38 in total

1.  An erythroid-specific ATP2B4 enhancer mediates red blood cell hydration and malaria susceptibility.

Authors:  Samuel Lessard; Emily Stern Gatof; Mélissa Beaudoin; Patrick G Schupp; Falak Sher; Adnan Ali; Sukhpal Prehar; Ryo Kurita; Yukio Nakamura; Esther Baena; Jonathan Ledoux; Delvac Oceandy; Daniel E Bauer; Guillaume Lettre
Journal:  J Clin Invest       Date:  2017-07-17       Impact factor: 14.808

Review 2.  Advances in Transcriptomics: Investigating Cardiovascular Disease at Unprecedented Resolution.

Authors:  Robert C Wirka; Milos Pjanic; Thomas Quertermous
Journal:  Circ Res       Date:  2018-04-27       Impact factor: 17.367

3.  Comprehensively evaluating cis-regulatory variation in the human prostate transcriptome by using gene-level allele-specific expression.

Authors:  Nicholas B Larson; Shannon McDonnell; Amy J French; Zach Fogarty; John Cheville; Sumit Middha; Shaun Riska; Saurabh Baheti; Asha A Nair; Liang Wang; Daniel J Schaid; Stephen N Thibodeau
Journal:  Am J Hum Genet       Date:  2015-05-14       Impact factor: 11.025

4.  Assessing allele-specific expression across multiple tissues from RNA-seq read data.

Authors:  Matti Pirinen; Tuuli Lappalainen; Noah A Zaitlen; Emmanouil T Dermitzakis; Peter Donnelly; Mark I McCarthy; Manuel A Rivas
Journal:  Bioinformatics       Date:  2015-03-27       Impact factor: 6.937

5.  The landscape of genomic imprinting across diverse adult human tissues.

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6.  Extensive cellular heterogeneity of X inactivation revealed by single-cell allele-specific expression in human fibroblasts.

Authors:  Marco Garieri; Georgios Stamoulis; Xavier Blanc; Emilie Falconnet; Pascale Ribaux; Christelle Borel; Federico Santoni; Stylianos E Antonarakis
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7.  Quantifying the regulatory effect size of cis-acting genetic variation using allelic fold change.

Authors:  Pejman Mohammadi; Stephane E Castel; Andrew A Brown; Tuuli Lappalainen
Journal:  Genome Res       Date:  2017-10-11       Impact factor: 9.043

8.  ASElux: an ultra-fast and accurate allelic reads counter.

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Journal:  Bioinformatics       Date:  2018-04-15       Impact factor: 6.937

9.  Tools and best practices for data processing in allelic expression analysis.

Authors:  Stephane E Castel; Ami Levy-Moonshine; Pejman Mohammadi; Eric Banks; Tuuli Lappalainen
Journal:  Genome Biol       Date:  2015-09-17       Impact factor: 13.583

10.  The GTEx Consortium atlas of genetic regulatory effects across human tissues.

Authors: 
Journal:  Science       Date:  2020-09-11       Impact factor: 47.728

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