Literature DB >> 28792001

Implicating candidate genes at GWAS signals by leveraging topologically associating domains.

Gregory P Way1,2, Daniel W Youngstrom3, Kurt D Hankenson3, Casey S Greene2, Struan Fa Grant4,5.   

Abstract

Genome-wide association studies (GWAS) have contributed significantly to the understanding of complex disease genetics. However, GWAS only report association signals and do not necessarily identify culprit genes. As most signals occur in non-coding regions of the genome, it is often challenging to assign genomic variants to the underlying causal mechanism(s). Topologically associating domains (TADs) are primarily cell-type-independent genomic regions that define interactome boundaries and can aid in the designation of limits within which an association most likely impacts gene function. We describe and validate a computational method that uses the genic content of TADs to prioritize candidate genes. Our method, called 'TAD_Pathways', performs a Gene Ontology (GO) analysis over genes that reside within TAD boundaries corresponding to GWAS signals for a given trait or disease. Applying our pipeline to the bone mineral density (BMD) GWAS catalog, we identify 'Skeletal System Development' (Benjamini-Hochberg adjusted P=1.02x10-5) as the top-ranked pathway. In many cases, our method implicated a gene other than the nearest gene. Our molecular experiments describe a novel example: ACP2, implicated near the canonical 'ARHGAP1' locus. We found ACP2 to be an important regulator of osteoblast metabolism, whereas ARHGAP1 was not supported. Our results via BMD, for example, demonstrate how basic principles of three-dimensional genome organization can define biologically informed association windows.

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Year:  2017        PMID: 28792001      PMCID: PMC5643957          DOI: 10.1038/ejhg.2017.108

Source DB:  PubMed          Journal:  Eur J Hum Genet        ISSN: 1018-4813            Impact factor:   4.246


  19 in total

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Authors:  Casey S Greene; Daniel S Himmelstein
Journal:  Circ Cardiovasc Genet       Date:  2016-04

2.  The type 2 diabetes presumed causal variant within TCF7L2 resides in an element that controls the expression of ACSL5.

Authors:  Qianghua Xia; Alessandra Chesi; Elisabetta Manduchi; Brian T Johnston; Sumei Lu; Michelle E Leonard; Ursula W Parlin; Eric F Rappaport; Peng Huang; Andrew D Wells; Gerd A Blobel; Matthew E Johnson; Struan F A Grant
Journal:  Diabetologia       Date:  2016-08-18       Impact factor: 10.122

3.  A 3D map of the human genome at kilobase resolution reveals principles of chromatin looping.

Authors:  Suhas S P Rao; Miriam H Huntley; Neva C Durand; Elena K Stamenova; Ivan D Bochkov; James T Robinson; Adrian L Sanborn; Ido Machol; Arina D Omer; Eric S Lander; Erez Lieberman Aiden
Journal:  Cell       Date:  2014-12-11       Impact factor: 41.582

4.  FTO Obesity Variant Circuitry and Adipocyte Browning in Humans.

Authors:  Melina Claussnitzer; Simon N Dankel; Kyoung-Han Kim; Gerald Quon; Wouter Meuleman; Christine Haugen; Viktoria Glunk; Isabel S Sousa; Jacqueline L Beaudry; Vijitha Puviindran; Nezar A Abdennur; Jannel Liu; Per-Arne Svensson; Yi-Hsiang Hsu; Daniel J Drucker; Gunnar Mellgren; Chi-Chung Hui; Hans Hauner; Manolis Kellis
Journal:  N Engl J Med       Date:  2015-08-19       Impact factor: 91.245

5.  Overlapping functions of lysosomal acid phosphatase (LAP) and tartrate-resistant acid phosphatase (Acp5) revealed by doubly deficient mice.

Authors:  A Suter; V Everts; A Boyde; S J Jones; R Lüllmann-Rauch; D Hartmann; A R Hayman; T M Cox; M J Evans; T Meister; K von Figura; P Saftig
Journal:  Development       Date:  2001-12       Impact factor: 6.868

6.  Biological interpretation of genome-wide association studies using predicted gene functions.

Authors:  Tune H Pers; Juha M Karjalainen; Yingleong Chan; Harm-Jan Westra; Andrew R Wood; Jian Yang; Julian C Lui; Sailaja Vedantam; Stefan Gustafsson; Tonu Esko; Tim Frayling; Elizabeth K Speliotes; Michael Boehnke; Soumya Raychaudhuri; Rudolf S N Fehrmann; Joel N Hirschhorn; Lude Franke
Journal:  Nat Commun       Date:  2015-01-19       Impact factor: 14.919

7.  HaploReg: a resource for exploring chromatin states, conservation, and regulatory motif alterations within sets of genetically linked variants.

Authors:  Lucas D Ward; Manolis Kellis
Journal:  Nucleic Acids Res       Date:  2011-11-07       Impact factor: 16.971

8.  The NHGRI GWAS Catalog, a curated resource of SNP-trait associations.

Authors:  Danielle Welter; Jacqueline MacArthur; Joannella Morales; Tony Burdett; Peggy Hall; Heather Junkins; Alan Klemm; Paul Flicek; Teri Manolio; Lucia Hindorff; Helen Parkinson
Journal:  Nucleic Acids Res       Date:  2013-12-06       Impact factor: 16.971

9.  Mouse Genome Database (MGD)-2017: community knowledge resource for the laboratory mouse.

Authors:  Judith A Blake; Janan T Eppig; James A Kadin; Joel E Richardson; Cynthia L Smith; Carol J Bult
Journal:  Nucleic Acids Res       Date:  2016-11-28       Impact factor: 16.971

10.  WEB-based GEne SeT AnaLysis Toolkit (WebGestalt): update 2013.

Authors:  Jing Wang; Dexter Duncan; Zhiao Shi; Bing Zhang
Journal:  Nucleic Acids Res       Date:  2013-05-23       Impact factor: 16.971

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  9 in total

1.  Leveraging epigenomics and contactomics data to investigate SNP pairs in GWAS.

Authors:  Elisabetta Manduchi; Scott M Williams; Alessandra Chesi; Matthew E Johnson; Andrew D Wells; Struan F A Grant; Jason H Moore
Journal:  Hum Genet       Date:  2018-05-24       Impact factor: 4.132

2.  5-Hydroxymethylcytosine alterations in the human postmortem brains of autism spectrum disorder.

Authors:  Ying Cheng; Ziyi Li; Sasicha Manupipatpong; Li Lin; Xuekun Li; Tianlei Xu; Yong-Hui Jiang; Qiang Shu; Hao Wu; Peng Jin
Journal:  Hum Mol Genet       Date:  2018-09-01       Impact factor: 6.150

Review 3.  Chromothripsis, a credible chromosomal mechanism in evolutionary process.

Authors:  Franck Pellestor; Vincent Gatinois
Journal:  Chromosoma       Date:  2018-08-07       Impact factor: 4.316

4.  The TAD-pathway for GWAS signals.

Authors:  Natalia Pervjakova; Inga Prokopenko
Journal:  Eur J Hum Genet       Date:  2017-11       Impact factor: 4.246

5.  Combined analyses of RNA-sequence and Hi-C along with GWAS loci-A novel approach to dissect keloid disorder genetic mechanism.

Authors:  Jia Huang; Xiaobo Zhou; Wenbo Wang; Guangdong Zhou; WenJie Zhang; Zhen Gao; Xiaoli Wu; Wei Liu
Journal:  PLoS Genet       Date:  2022-06-16       Impact factor: 6.020

6.  Maternal and fetal genetic effects on birth weight and their relevance to cardio-metabolic risk factors.

Authors:  Nicole M Warrington; Robin N Beaumont; Momoko Horikoshi; Felix R Day; Øyvind Helgeland; Charles Laurin; Jonas Bacelis; Shouneng Peng; Ke Hao; Bjarke Feenstra; Andrew R Wood; Anubha Mahajan; Jessica Tyrrell; Neil R Robertson; N William Rayner; Zhen Qiao; Gunn-Helen Moen; Marc Vaudel; Carmen J Marsit; Jia Chen; Michael Nodzenski; Theresia M Schnurr; Mohammad H Zafarmand; Jonathan P Bradfield; Niels Grarup; Marjolein N Kooijman; Ruifang Li-Gao; Frank Geller; Tarunveer S Ahluwalia; Lavinia Paternoster; Rico Rueedi; Ville Huikari; Jouke-Jan Hottenga; Leo-Pekka Lyytikäinen; Alana Cavadino; Sarah Metrustry; Diana L Cousminer; Ying Wu; Elisabeth Thiering; Carol A Wang; Christian T Have; Natalia Vilor-Tejedor; Peter K Joshi; Jodie N Painter; Ioanna Ntalla; Ronny Myhre; Niina Pitkänen; Elisabeth M van Leeuwen; Raimo Joro; Vasiliki Lagou; Rebecca C Richmond; Ana Espinosa; Sheila J Barton; Hazel M Inskip; John W Holloway; Loreto Santa-Marina; Xavier Estivill; Wei Ang; Julie A Marsh; Christoph Reichetzeder; Letizia Marullo; Berthold Hocher; Kathryn L Lunetta; Joanne M Murabito; Caroline L Relton; Manolis Kogevinas; Leda Chatzi; Catherine Allard; Luigi Bouchard; Marie-France Hivert; Ge Zhang; Louis J Muglia; Jani Heikkinen; Camilla S Morgen; Antoine H C van Kampen; Barbera D C van Schaik; Frank D Mentch; Claudia Langenberg; Jian'an Luan; Robert A Scott; Jing Hua Zhao; Gibran Hemani; Susan M Ring; Amanda J Bennett; Kyle J Gaulton; Juan Fernandez-Tajes; Natalie R van Zuydam; Carolina Medina-Gomez; Hugoline G de Haan; Frits R Rosendaal; Zoltán Kutalik; Pedro Marques-Vidal; Shikta Das; Gonneke Willemsen; Hamdi Mbarek; Martina Müller-Nurasyid; Marie Standl; Emil V R Appel; Cilius E Fonvig; Caecilie Trier; Catharina E M van Beijsterveldt; Mario Murcia; Mariona Bustamante; Sílvia Bonas-Guarch; David M Hougaard; Josep M Mercader; Allan Linneberg; Katharina E Schraut; Penelope A Lind; Sarah E Medland; Beverley M Shields; Bridget A Knight; Jin-Fang Chai; Kalliope Panoutsopoulou; Meike Bartels; Friman Sánchez; Jakob Stokholm; David Torrents; Rebecca K Vinding; Sara M Willems; Mustafa Atalay; Bo L Chawes; Peter Kovacs; Inga Prokopenko; Marcus A Tuke; Hanieh Yaghootkar; Katherine S Ruth; Samuel E Jones; Po-Ru Loh; Anna Murray; Michael N Weedon; Anke Tönjes; Michael Stumvoll; Kim F Michaelsen; Aino-Maija Eloranta; Timo A Lakka; Cornelia M van Duijn; Wieland Kiess; Antje Körner; Harri Niinikoski; Katja Pahkala; Olli T Raitakari; Bo Jacobsson; Eleftheria Zeggini; George V Dedoussis; Yik-Ying Teo; Seang-Mei Saw; Grant W Montgomery; Harry Campbell; James F Wilson; Tanja G M Vrijkotte; Martine Vrijheid; Eco J C N de Geus; M Geoffrey Hayes; Haja N Kadarmideen; Jens-Christian Holm; Lawrence J Beilin; Craig E Pennell; Joachim Heinrich; Linda S Adair; Judith B Borja; Karen L Mohlke; Johan G Eriksson; Elisabeth E Widén; Andrew T Hattersley; Tim D Spector; Mika Kähönen; Jorma S Viikari; Terho Lehtimäki; Dorret I Boomsma; Sylvain Sebert; Peter Vollenweider; Thorkild I A Sørensen; Hans Bisgaard; Klaus Bønnelykke; Jeffrey C Murray; Mads Melbye; Ellen A Nohr; Dennis O Mook-Kanamori; Fernando Rivadeneira; Albert Hofman; Janine F Felix; Vincent W V Jaddoe; Torben Hansen; Charlotta Pisinger; Allan A Vaag; Oluf Pedersen; André G Uitterlinden; Marjo-Riitta Järvelin; Christine Power; Elina Hyppönen; Denise M Scholtens; William L Lowe; George Davey Smith; Nicholas J Timpson; Andrew P Morris; Nicholas J Wareham; Hakon Hakonarson; Struan F A Grant; Timothy M Frayling; Debbie A Lawlor; Pål R Njølstad; Stefan Johansson; Ken K Ong; Mark I McCarthy; John R B Perry; David M Evans; Rachel M Freathy
Journal:  Nat Genet       Date:  2019-05-01       Impact factor: 38.330

7.  p63 establishes epithelial enhancers at critical craniofacial development genes.

Authors:  Enrique Lin-Shiao; Yemin Lan; Julia Welzenbach; Katherine A Alexander; Zhen Zhang; Michael Knapp; Elisabeth Mangold; Morgan Sammons; Kerstin U Ludwig; Shelley L Berger
Journal:  Sci Adv       Date:  2019-05-01       Impact factor: 14.136

8.  Effect of 6p21 region on lung function is modified by smoking: a genome-wide interaction study.

Authors:  Boram Park; Jaehoon An; Wonji Kim; Hae Yeon Kang; Sang Baek Koh; Bermseok Oh; Keum Ji Jung; Sun Ha Jee; Woo Jin Kim; Michael H Cho; Edwin K Silverman; Taesung Park; Sungho Won
Journal:  Sci Rep       Date:  2020-08-04       Impact factor: 4.379

9.  Genome-wide association study implicates novel loci and reveals candidate effector genes for longitudinal pediatric bone accrual.

Authors:  Diana L Cousminer; Yadav Wagley; James A Pippin; Ahmed Elhakeem; Gregory P Way; Matthew C Pahl; Shana E McCormack; Alessandra Chesi; Jonathan A Mitchell; Joseph M Kindler; Denis Baird; April Hartley; Laura Howe; Heidi J Kalkwarf; Joan M Lappe; Sumei Lu; Michelle E Leonard; Matthew E Johnson; Hakon Hakonarson; Vicente Gilsanz; John A Shepherd; Sharon E Oberfield; Casey S Greene; Andrea Kelly; Deborah A Lawlor; Benjamin F Voight; Andrew D Wells; Babette S Zemel; Kurt D Hankenson; Struan F A Grant
Journal:  Genome Biol       Date:  2021-01-04       Impact factor: 13.583

  9 in total

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