Literature DB >> 34293285

Cell-type-specific meQTLs extend melanoma GWAS annotation beyond eQTLs and inform melanocyte gene-regulatory mechanisms.

Tongwu Zhang1, Jiyeon Choi1, Ramile Dilshat2, Berglind Ósk Einarsdóttir2, Michael A Kovacs1, Mai Xu1, Michael Malasky3, Salma Chowdhury3, Kristine Jones3, D Timothy Bishop4, Alisa M Goldstein1, Mark M Iles4, Maria Teresa Landi1, Matthew H Law5, Jianxin Shi1, Eiríkur Steingrímsson2, Kevin M Brown6.   

Abstract

Although expression quantitative trait loci (eQTLs) have been powerful in identifying susceptibility genes from genome-wide association study (GWAS) findings, most trait-associated loci are not explained by eQTLs alone. Alternative QTLs, including DNA methylation QTLs (meQTLs), are emerging, but cell-type-specific meQTLs using cells of disease origin have been lacking. Here, we established an meQTL dataset by using primary melanocytes from 106 individuals and identified 1,497,502 significant cis-meQTLs. Multi-QTL colocalization with meQTLs, eQTLs, and mRNA splice-junction QTLs from the same individuals together with imputed methylome-wide and transcriptome-wide association studies identified candidate susceptibility genes at 63% of melanoma GWAS loci. Among the three molecular QTLs, meQTLs were the single largest contributor. To compare melanocyte meQTLs with those from malignant melanomas, we performed meQTL analysis on skin cutaneous melanomas from The Cancer Genome Atlas (n = 444). A substantial proportion of meQTL probes (45.9%) in primary melanocytes is preserved in melanomas, while a smaller fraction of eQTL genes is preserved (12.7%). Integration of melanocyte multi-QTLs and melanoma meQTLs identified candidate susceptibility genes at 72% of melanoma GWAS loci. Beyond GWAS annotation, meQTL-eQTL colocalization in melanocytes suggested that 841 unique genes potentially share a causal variant with a nearby methylation probe in melanocytes. Finally, melanocyte trans-meQTLs identified a hotspot for rs12203592, a cis-eQTL of a transcription factor, IRF4, with 131 candidate target CpGs. Motif enrichment and IRF4 ChIP-seq analysis demonstrated that these target CpGs are enriched in IRF4 binding sites, suggesting an IRF4-mediated regulatory network. Our study highlights the utility of cell-type-specific meQTLs. Published by Elsevier Inc.

Entities:  

Keywords:  DNA methylation; GWAS; IRF4; MWAS; QTL; colocalization; genome-wide association study; mediation analysis; melanocyte; melanoma; methylome-wide association study; quantitative trait loci; trans-QTL

Mesh:

Substances:

Year:  2021        PMID: 34293285      PMCID: PMC8456160          DOI: 10.1016/j.ajhg.2021.06.018

Source DB:  PubMed          Journal:  Am J Hum Genet        ISSN: 0002-9297            Impact factor:   11.025


  62 in total

1.  Disease variants alter transcription factor levels and methylation of their binding sites.

Authors:  Marc Jan Bonder; René Luijk; Daria V Zhernakova; Matthijs Moed; Patrick Deelen; Martijn Vermaat; Maarten van Iterson; Freerk van Dijk; Michiel van Galen; Jan Bot; Roderick C Slieker; P Mila Jhamai; Michael Verbiest; H Eka D Suchiman; Marijn Verkerk; Ruud van der Breggen; Jeroen van Rooij; Nico Lakenberg; Wibowo Arindrarto; Szymon M Kielbasa; Iris Jonkers; Peter van 't Hof; Irene Nooren; Marian Beekman; Joris Deelen; Diana van Heemst; Alexandra Zhernakova; Ettje F Tigchelaar; Morris A Swertz; Albert Hofman; André G Uitterlinden; René Pool; Jenny van Dongen; Jouke J Hottenga; Coen D A Stehouwer; Carla J H van der Kallen; Casper G Schalkwijk; Leonard H van den Berg; Erik W van Zwet; Hailiang Mei; Yang Li; Mathieu Lemire; Thomas J Hudson; P Eline Slagboom; Cisca Wijmenga; Jan H Veldink; Marleen M J van Greevenbroek; Cornelia M van Duijn; Dorret I Boomsma; Aaron Isaacs; Rick Jansen; Joyce B J van Meurs; Peter A C 't Hoen; Lude Franke; Bastiaan T Heijmans
Journal:  Nat Genet       Date:  2016-12-05       Impact factor: 38.330

2.  Colocalization of GWAS and eQTL Signals Detects Target Genes.

Authors:  Farhad Hormozdiari; Martijn van de Bunt; Ayellet V Segrè; Xiao Li; Jong Wha J Joo; Michael Bilow; Jae Hoon Sul; Sriram Sankararaman; Bogdan Pasaniuc; Eleazar Eskin
Journal:  Am J Hum Genet       Date:  2016-11-17       Impact factor: 11.025

Review 3.  MITF: master regulator of melanocyte development and melanoma oncogene.

Authors:  Carmit Levy; Mehdi Khaled; David E Fisher
Journal:  Trends Mol Med       Date:  2006-08-08       Impact factor: 11.951

4.  Using probabilistic estimation of expression residuals (PEER) to obtain increased power and interpretability of gene expression analyses.

Authors:  Oliver Stegle; Leopold Parts; Matias Piipari; John Winn; Richard Durbin
Journal:  Nat Protoc       Date:  2012-02-16       Impact factor: 13.491

5.  Genetic Drivers of Epigenetic and Transcriptional Variation in Human Immune Cells.

Authors:  Lu Chen; Bing Ge; Francesco Paolo Casale; Louella Vasquez; Tony Kwan; Diego Garrido-Martín; Stephen Watt; Ying Yan; Kousik Kundu; Simone Ecker; Avik Datta; David Richardson; Frances Burden; Daniel Mead; Alice L Mann; Jose Maria Fernandez; Sophia Rowlston; Steven P Wilder; Samantha Farrow; Xiaojian Shao; John J Lambourne; Adriana Redensek; Cornelis A Albers; Vyacheslav Amstislavskiy; Sofie Ashford; Kim Berentsen; Lorenzo Bomba; Guillaume Bourque; David Bujold; Stephan Busche; Maxime Caron; Shu-Huang Chen; Warren Cheung; Oliver Delaneau; Emmanouil T Dermitzakis; Heather Elding; Irina Colgiu; Frederik O Bagger; Paul Flicek; Ehsan Habibi; Valentina Iotchkova; Eva Janssen-Megens; Bowon Kim; Hans Lehrach; Ernesto Lowy; Amit Mandoli; Filomena Matarese; Matthew T Maurano; John A Morris; Vera Pancaldi; Farzin Pourfarzad; Karola Rehnstrom; Augusto Rendon; Thomas Risch; Nilofar Sharifi; Marie-Michelle Simon; Marc Sultan; Alfonso Valencia; Klaudia Walter; Shuang-Yin Wang; Mattia Frontini; Stylianos E Antonarakis; Laura Clarke; Marie-Laure Yaspo; Stephan Beck; Roderic Guigo; Daniel Rico; Joost H A Martens; Willem H Ouwehand; Taco W Kuijpers; Dirk S Paul; Hendrik G Stunnenberg; Oliver Stegle; Kate Downes; Tomi Pastinen; Nicole Soranzo
Journal:  Cell       Date:  2016-11-17       Impact factor: 41.582

6.  Higher Nevus Count Exhibits a Distinct DNA Methylation Signature in Healthy Human Skin: Implications for Melanoma.

Authors:  Leonie Roos; Johanna K Sandling; Christopher G Bell; Daniel Glass; Massimo Mangino; Tim D Spector; Panos Deloukas; Veronique Bataille; Jordana T Bell
Journal:  J Invest Dermatol       Date:  2016-12-18       Impact factor: 8.551

7.  Genome-wide association meta-analyses combining multiple risk phenotypes provide insights into the genetic architecture of cutaneous melanoma susceptibility.

Authors:  Alexander J Stratigos; Paola Ghiorzo; Kevin M Brown; Susana Puig; Eduardo Nagore; Maria Teresa Landi; D Timothy Bishop; Stuart MacGregor; Mitchell J Machiela; Myriam Brossard; Donato Calista; Jiyeon Choi; Maria Concetta Fargnoli; Tongwu Zhang; Monica Rodolfo; Adam J Trower; Chiara Menin; Jacobo Martinez; Andreas Hadjisavvas; Lei Song; Irene Stefanaki; Richard Scolyer; Rose Yang; Alisa M Goldstein; Miriam Potrony; Katerina P Kypreou; Lorenza Pastorino; Paola Queirolo; Cristina Pellegrini; Laura Cattaneo; Matthew Zawistowski; Pol Gimenez-Xavier; Arantxa Rodriguez; Lisa Elefanti; Siranoush Manoukian; Licia Rivoltini; Blair H Smith; Maria A Loizidou; Laura Del Regno; Daniela Massi; Mario Mandala; Kiarash Khosrotehrani; Lars A Akslen; Christopher I Amos; Per A Andresen; Marie-Françoise Avril; Esther Azizi; H Peter Soyer; Veronique Bataille; Bruna Dalmasso; Lisa M Bowdler; Kathryn P Burdon; Wei V Chen; Veryan Codd; Jamie E Craig; Tadeusz Dębniak; Mario Falchi; Shenying Fang; Eitan Friedman; Sarah Simi; Pilar Galan; Zaida Garcia-Casado; Elizabeth M Gillanders; Scott Gordon; Adele Green; Nelleke A Gruis; Johan Hansson; Mark Harland; Jessica Harris; Per Helsing; Anjali Henders; Marko Hočevar; Veronica Höiom; David Hunter; Christian Ingvar; Rajiv Kumar; Julie Lang; G Mark Lathrop; Jeffrey E Lee; Xin Li; Jan Lubiński; Rona M Mackie; Maryrose Malt; Josep Malvehy; Kerrie McAloney; Hamida Mohamdi; Anders Molven; Eric K Moses; Rachel E Neale; Srdjan Novaković; Dale R Nyholt; Håkan Olsson; Nicholas Orr; Lars G Fritsche; Joan Anton Puig-Butille; Abrar A Qureshi; Graham L Radford-Smith; Juliette Randerson-Moor; Celia Requena; Casey Rowe; Nilesh J Samani; Marianna Sanna; Dirk Schadendorf; Hans-Joachim Schulze; Lisa A Simms; Mark Smithers; Fengju Song; Anthony J Swerdlow; Nienke van der Stoep; Nicole A Kukutsch; Alessia Visconti; Leanne Wallace; Sarah V Ward; Lawrie Wheeler; Richard A Sturm; Amy Hutchinson; Kristine Jones; Michael Malasky; Aurelie Vogt; Weiyin Zhou; Karen A Pooley; David E Elder; Jiali Han; Belynda Hicks; Nicholas K Hayward; Peter A Kanetsky; Chad Brummett; Grant W Montgomery; Catherine M Olsen; Caroline Hayward; Alison M Dunning; Nicholas G Martin; Evangelos Evangelou; Graham J Mann; Georgina Long; Paul D P Pharoah; Douglas F Easton; Jennifer H Barrett; Anne E Cust; Goncalo Abecasis; David L Duffy; David C Whiteman; Helen Gogas; Arcangela De Nicolo; Margaret A Tucker; Julia A Newton-Bishop; Ketty Peris; Stephen J Chanock; Florence Demenais; Jianxin Shi; Mark M Iles; Matthew H Law
Journal:  Nat Genet       Date:  2020-04-27       Impact factor: 38.330

8.  Novel pleiotropic risk loci for melanoma and nevus density implicate multiple biological pathways.

Authors:  David L Duffy; Gu Zhu; Xin Li; Marianna Sanna; Mark M Iles; Leonie C Jacobs; David M Evans; Seyhan Yazar; Jonathan Beesley; Matthew H Law; Peter Kraft; Alessia Visconti; John C Taylor; Fan Liu; Margaret J Wright; Anjali K Henders; Lisa Bowdler; Dan Glass; M Arfan Ikram; André G Uitterlinden; Pamela A Madden; Andrew C Heath; Elliot C Nelson; Adele C Green; Stephen Chanock; Jennifer H Barrett; Matthew A Brown; Nicholas K Hayward; Stuart MacGregor; Richard A Sturm; Alex W Hewitt; Manfred Kayser; David J Hunter; Julia A Newton Bishop; Timothy D Spector; Grant W Montgomery; David A Mackey; George Davey Smith; Tamar E Nijsten; D Timothy Bishop; Veronique Bataille; Mario Falchi; Jiali Han; Nicholas G Martin
Journal:  Nat Commun       Date:  2018-11-14       Impact factor: 14.919

9.  Model-based analysis of ChIP-Seq (MACS).

Authors:  Yong Zhang; Tao Liu; Clifford A Meyer; Jérôme Eeckhoute; David S Johnson; Bradley E Bernstein; Chad Nusbaum; Richard M Myers; Myles Brown; Wei Li; X Shirley Liu
Journal:  Genome Biol       Date:  2008-09-17       Impact factor: 13.583

10.  Cell-type-specific eQTL of primary melanocytes facilitates identification of melanoma susceptibility genes.

Authors:  Tongwu Zhang; Jiyeon Choi; William J Pavan; Kevin M Brown; Michael A Kovacs; Jianxin Shi; Mai Xu; Alisa M Goldstein; Adam J Trower; D Timothy Bishop; Mark M Iles; David L Duffy; Stuart MacGregor; Laufey T Amundadottir; Matthew H Law; Stacie K Loftus
Journal:  Genome Res       Date:  2018-10-17       Impact factor: 9.043

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  2 in total

1.  Investigating the genetic architecture of eye colour in a Canadian cohort.

Authors:  Frida Lona-Durazo; Rohit Thakur; Erola Pairo-Castineira; Karen Funderburk; Tongwu Zhang; Michael A Kovacs; Jiyeon Choi; Ian J Jackson; Kevin M Brown; Esteban J Parra
Journal:  iScience       Date:  2022-05-30

2.  A large Canadian cohort provides insights into the genetic architecture of human hair colour.

Authors:  Frida Lona-Durazo; Marla Mendes; Rohit Thakur; Karen Funderburk; Tongwu Zhang; Michael A Kovacs; Jiyeon Choi; Kevin M Brown; Esteban J Parra
Journal:  Commun Biol       Date:  2021-11-04
  2 in total

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