Literature DB >> 25532137

Selecting causal genes from genome-wide association studies via functionally coherent subnetworks.

Murat Taşan1, Gabriel Musso2, Tong Hao3, Marc Vidal3, Calum A MacRae2, Frederick P Roth4.   

Abstract

Genome-wide association (GWA) studies have linked thousands of loci to human diseases, but the causal genes and variants at these loci generally remain unknown. Although investigators typically focus on genes closest to the associated polymorphisms, the causal gene is often more distal. Reliance on published work to prioritize candidates is biased toward well-characterized genes. We describe a 'prix fixe' strategy and software that uses genome-scale shared-function networks to identify sets of mutually functionally related genes spanning multiple GWA loci. Using associations from ∼100 GWA studies covering ten cancer types, our approach outperformed the common alternative strategy in ranking known cancer genes. As more GWA loci are discovered, the strategy will have increased power to elucidate the causes of human disease.

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Year:  2014        PMID: 25532137      PMCID: PMC4480866          DOI: 10.1038/nmeth.3215

Source DB:  PubMed          Journal:  Nat Methods        ISSN: 1548-7091            Impact factor:   28.547


  66 in total

1.  Potential etiologic and functional implications of genome-wide association loci for human diseases and traits.

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Journal:  Proc Natl Acad Sci U S A       Date:  2009-05-27       Impact factor: 11.205

2.  Integrating GWASs and human protein interaction networks identifies a gene subnetwork underlying alcohol dependence.

Authors:  Shizhong Han; Bao-Zhu Yang; Henry R Kranzler; Xiaoming Liu; Hongyu Zhao; Lindsay A Farrer; Eric Boerwinkle; James B Potash; Joel Gelernter
Journal:  Am J Hum Genet       Date:  2013-11-21       Impact factor: 11.025

3.  Sequence variants in SLC16A11 are a common risk factor for type 2 diabetes in Mexico.

Authors:  Amy L Williams; Suzanne B R Jacobs; Hortensia Moreno-Macías; Alicia Huerta-Chagoya; Claire Churchhouse; Carla Márquez-Luna; Humberto García-Ortíz; María José Gómez-Vázquez; Noël P Burtt; Carlos A Aguilar-Salinas; Clicerio González-Villalpando; Jose C Florez; Lorena Orozco; Christopher A Haiman; Teresa Tusié-Luna; David Altshuler
Journal:  Nature       Date:  2013-12-25       Impact factor: 49.962

4.  A probabilistic functional network of yeast genes.

Authors:  Insuk Lee; Shailesh V Date; Alex T Adai; Edward M Marcotte
Journal:  Science       Date:  2004-11-26       Impact factor: 47.728

Review 5.  It's the machine that matters: Predicting gene function and phenotype from protein networks.

Authors:  Peggy I Wang; Edward M Marcotte
Journal:  J Proteomics       Date:  2010-07-15       Impact factor: 4.044

6.  HNF1b is involved in prostate cancer risk via modulating androgenic hormone effects and coordination with other genes.

Authors:  Y L Hu; D Zhong; F Pang; Q Y Ning; Y Y Zhang; G Li; J Z Wu; Z N Mo
Journal:  Genet Mol Res       Date:  2013-04-25

7.  edgeR: a Bioconductor package for differential expression analysis of digital gene expression data.

Authors:  Mark D Robinson; Davis J McCarthy; Gordon K Smyth
Journal:  Bioinformatics       Date:  2009-11-11       Impact factor: 6.937

8.  InParanoid 7: new algorithms and tools for eukaryotic orthology analysis.

Authors:  Gabriel Ostlund; Thomas Schmitt; Kristoffer Forslund; Tina Köstler; David N Messina; Sanjit Roopra; Oliver Frings; Erik L L Sonnhammer
Journal:  Nucleic Acids Res       Date:  2009-11-05       Impact factor: 16.971

9.  A critical assessment of Mus musculus gene function prediction using integrated genomic evidence.

Authors:  Lourdes Peña-Castillo; Murat Tasan; Chad L Myers; Hyunju Lee; Trupti Joshi; Chao Zhang; Yuanfang Guan; Michele Leone; Andrea Pagnani; Wan Kyu Kim; Chase Krumpelman; Weidong Tian; Guillaume Obozinski; Yanjun Qi; Sara Mostafavi; Guan Ning Lin; Gabriel F Berriz; Francis D Gibbons; Gert Lanckriet; Jian Qiu; Charles Grant; Zafer Barutcuoglu; David P Hill; David Warde-Farley; Chris Grouios; Debajyoti Ray; Judith A Blake; Minghua Deng; Michael I Jordan; William S Noble; Quaid Morris; Judith Klein-Seetharaman; Ziv Bar-Joseph; Ting Chen; Fengzhu Sun; Olga G Troyanskaya; Edward M Marcotte; Dong Xu; Timothy R Hughes; Frederick P Roth
Journal:  Genome Biol       Date:  2008-06-27       Impact factor: 13.583

10.  The UCSC Genome Browser database: 2014 update.

Authors:  Donna Karolchik; Galt P Barber; Jonathan Casper; Hiram Clawson; Melissa S Cline; Mark Diekhans; Timothy R Dreszer; Pauline A Fujita; Luvina Guruvadoo; Maximilian Haeussler; Rachel A Harte; Steve Heitner; Angie S Hinrichs; Katrina Learned; Brian T Lee; Chin H Li; Brian J Raney; Brooke Rhead; Kate R Rosenbloom; Cricket A Sloan; Matthew L Speir; Ann S Zweig; David Haussler; Robert M Kuhn; W James Kent
Journal:  Nucleic Acids Res       Date:  2013-11-21       Impact factor: 16.971

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  35 in total

Review 1.  Genetics of extreme human longevity to guide drug discovery for healthy ageing.

Authors:  Zhengdong D Zhang; Sofiya Milman; Jhih-Rong Lin; Shayne Wierbowski; Haiyuan Yu; Nir Barzilai; Vera Gorbunova; Warren C Ladiges; Laura J Niedernhofer; Yousin Suh; Paul D Robbins; Jan Vijg
Journal:  Nat Metab       Date:  2020-07-27

2.  Benchmarker: An Unbiased, Association-Data-Driven Strategy to Evaluate Gene Prioritization Algorithms.

Authors:  Rebecca S Fine; Tune H Pers; Tiffany Amariuta; Soumya Raychaudhuri; Joel N Hirschhorn
Journal:  Am J Hum Genet       Date:  2019-05-02       Impact factor: 11.025

3.  GWAB: a web server for the network-based boosting of human genome-wide association data.

Authors:  Jung Eun Shim; Changbae Bang; Sunmo Yang; Tak Lee; Sohyun Hwang; Chan Yeong Kim; U Martin Singh-Blom; Edward M Marcotte; Insuk Lee
Journal:  Nucleic Acids Res       Date:  2017-07-03       Impact factor: 16.971

4.  Simultaneous inference of phenotype-associated genes and relevant tissues from GWAS data via Bayesian integration of multiple tissue-specific gene networks.

Authors:  Mengmeng Wu; Zhixiang Lin; Shining Ma; Ting Chen; Rui Jiang; Wing Hung Wong
Journal:  J Mol Cell Biol       Date:  2017-12-01       Impact factor: 6.216

5.  Integrating Coexpression Networks with GWAS to Prioritize Causal Genes in Maize.

Authors:  Robert J Schaefer; Jean-Michel Michno; Joseph Jeffers; Owen Hoekenga; Brian Dilkes; Ivan Baxter; Chad L Myers
Journal:  Plant Cell       Date:  2018-11-09       Impact factor: 11.277

6.  Neural crest-derived tumor neuroblastoma and melanoma share 1p13.2 as susceptibility locus that shows a long-range interaction with the SLC16A1 gene.

Authors:  Marianna Avitabile; Mariangela Succoio; Alessandro Testori; Antonella Cardinale; Zalman Vaksman; Vito Alessandro Lasorsa; Sueva Cantalupo; Matteo Esposito; Flora Cimmino; Annalaura Montella; Daniela Formicola; Jan Koster; Virginia Andreotti; Paola Ghiorzo; Maria Fiammetta Romano; Stefania Staibano; Massimiliano Scalvenzi; Fabrizio Ayala; Hakon Hakonarson; Maria Valeria Corrias; Marcella Devoto; Matthew H Law; Mark M Iles; Kevin Brown; Sharon Diskin; Nicola Zambrano; Achille Iolascon; Mario Capasso
Journal:  Carcinogenesis       Date:  2020-05-14       Impact factor: 4.944

7.  Genetic loci associated with chronic obstructive pulmonary disease overlap with loci for lung function and pulmonary fibrosis.

Authors:  Brian D Hobbs; Kim de Jong; Maxime Lamontagne; Yohan Bossé; Nick Shrine; María Soler Artigas; Louise V Wain; Ian P Hall; Victoria E Jackson; Annah B Wyss; Stephanie J London; Kari E North; Nora Franceschini; David P Strachan; Terri H Beaty; John E Hokanson; James D Crapo; Peter J Castaldi; Robert P Chase; Traci M Bartz; Susan R Heckbert; Bruce M Psaty; Sina A Gharib; Pieter Zanen; Jan W Lammers; Matthijs Oudkerk; H J Groen; Nicholas Locantore; Ruth Tal-Singer; Stephen I Rennard; Jørgen Vestbo; Wim Timens; Peter D Paré; Jeanne C Latourelle; Josée Dupuis; George T O'Connor; Jemma B Wilk; Woo Jin Kim; Mi Kyeong Lee; Yeon-Mok Oh; Judith M Vonk; Harry J de Koning; Shuguang Leng; Steven A Belinsky; Yohannes Tesfaigzi; Ani Manichaikul; Xin-Qun Wang; Stephen S Rich; R Graham Barr; David Sparrow; Augusto A Litonjua; Per Bakke; Amund Gulsvik; Lies Lahousse; Guy G Brusselle; Bruno H Stricker; André G Uitterlinden; Elizabeth J Ampleford; Eugene R Bleecker; Prescott G Woodruff; Deborah A Meyers; Dandi Qiao; David A Lomas; Jae-Joon Yim; Deog Kyeom Kim; Iwona Hawrylkiewicz; Pawel Sliwinski; Megan Hardin; Tasha E Fingerlin; David A Schwartz; Dirkje S Postma; William MacNee; Martin D Tobin; Edwin K Silverman; H Marike Boezen; Michael H Cho
Journal:  Nat Genet       Date:  2017-02-06       Impact factor: 38.330

Review 8.  Immunopathology of multiple sclerosis.

Authors:  Calliope A Dendrou; Lars Fugger; Manuel A Friese
Journal:  Nat Rev Immunol       Date:  2015-08-07       Impact factor: 53.106

9.  Cellular network perturbations by disease-associated variants.

Authors:  Jared A Sewell; Juan I Fuxman Bass
Journal:  Curr Opin Syst Biol       Date:  2017-04-27

10.  Convergence between biological, behavioural and genetic determinants of obesity.

Authors:  Sujoy Ghosh; Claude Bouchard
Journal:  Nat Rev Genet       Date:  2017-10-09       Impact factor: 53.242

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