Literature DB >> 35668300

Combining SNP-to-gene linking strategies to identify disease genes and assess disease omnigenicity.

Steven Gazal1,2,3,4, Omer Weissbrod5,6, Farhad Hormozdiari5,6, Kushal K Dey5,6, Joseph Nasser6, Karthik A Jagadeesh5,6, Daniel J Weiner6, Huwenbo Shi5,6, Charles P Fulco6,7,8, Luke J O'Connor6, Bogdan Pasaniuc9, Jesse M Engreitz6,10,11, Alkes L Price12,13,14.   

Abstract

Disease-associated single-nucleotide polymorphisms (SNPs) generally do not implicate target genes, as most disease SNPs are regulatory. Many SNP-to-gene (S2G) linking strategies have been developed to link regulatory SNPs to the genes that they regulate in cis. Here, we developed a heritability-based framework for evaluating and combining different S2G strategies to optimize their informativeness for common disease risk. Our optimal combined S2G strategy (cS2G) included seven constituent S2G strategies and achieved a precision of 0.75 and a recall of 0.33, more than doubling the recall of any individual strategy. We applied cS2G to fine-mapping results for 49 UK Biobank diseases/traits to predict 5,095 causal SNP-gene-disease triplets (with S2G-derived functional interpretation) with high confidence. We further applied cS2G to provide an empirical assessment of disease omnigenicity; we determined that the top 1% of genes explained roughly half of the SNP heritability linked to all genes and that gene-level architectures vary with variant allele frequency.
© 2022. The Author(s), under exclusive licence to Springer Nature America, Inc.

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Year:  2022        PMID: 35668300     DOI: 10.1038/s41588-022-01087-y

Source DB:  PubMed          Journal:  Nat Genet        ISSN: 1061-4036            Impact factor:   41.307


  73 in total

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

Authors:  Lucia A Hindorff; Praveen Sethupathy; Heather A Junkins; Erin M Ramos; Jayashri P Mehta; Francis S Collins; Teri A Manolio
Journal:  Proc Natl Acad Sci U S A       Date:  2009-05-27       Impact factor: 11.205

2.  Systematic localization of common disease-associated variation in regulatory DNA.

Authors:  Matthew T Maurano; Richard Humbert; Eric Rynes; Robert E Thurman; Eric Haugen; Hao Wang; Alex P Reynolds; Richard Sandstrom; Hongzhu Qu; Jennifer Brody; Anthony Shafer; Fidencio Neri; Kristen Lee; Tanya Kutyavin; Sandra Stehling-Sun; Audra K Johnson; Theresa K Canfield; Erika Giste; Morgan Diegel; Daniel Bates; R Scott Hansen; Shane Neph; Peter J Sabo; Shelly Heimfeld; Antony Raubitschek; Steven Ziegler; Chris Cotsapas; Nona Sotoodehnia; Ian Glass; Shamil R Sunyaev; Rajinder Kaul; John A Stamatoyannopoulos
Journal:  Science       Date:  2012-09-05       Impact factor: 47.728

Review 3.  From genome-wide associations to candidate causal variants by statistical fine-mapping.

Authors:  Daniel J Schaid; Wenan Chen; Nicholas B Larson
Journal:  Nat Rev Genet       Date:  2018-08       Impact factor: 53.242

4.  Chromatin marks identify critical cell types for fine mapping complex trait variants.

Authors:  Gosia Trynka; Cynthia Sandor; Buhm Han; Han Xu; Barbara E Stranger; X Shirley Liu; Soumya Raychaudhuri
Journal:  Nat Genet       Date:  2012-12-23       Impact factor: 38.330

Review 5.  A brief history of human disease genetics.

Authors:  Melina Claussnitzer; Judy H Cho; Rory Collins; Nancy J Cox; Emmanouil T Dermitzakis; Matthew E Hurles; Sekar Kathiresan; Eimear E Kenny; Cecilia M Lindgren; Daniel G MacArthur; Kathryn N North; Sharon E Plon; Heidi L Rehm; Neil Risch; Charles N Rotimi; Jay Shendure; Nicole Soranzo; Mark I McCarthy
Journal:  Nature       Date:  2020-01-08       Impact factor: 49.962

Review 6.  10 Years of GWAS Discovery: Biology, Function, and Translation.

Authors:  Peter M Visscher; Naomi R Wray; Qian Zhang; Pamela Sklar; Mark I McCarthy; Matthew A Brown; Jian Yang
Journal:  Am J Hum Genet       Date:  2017-07-06       Impact factor: 11.025

7.  The NHGRI-EBI GWAS Catalog of published genome-wide association studies, targeted arrays and summary statistics 2019.

Authors:  Annalisa Buniello; Jacqueline A L MacArthur; Maria Cerezo; Laura W Harris; James Hayhurst; Cinzia Malangone; Aoife McMahon; Joannella Morales; Edward Mountjoy; Elliot Sollis; Daniel Suveges; Olga Vrousgou; Patricia L Whetzel; Ridwan Amode; Jose A Guillen; Harpreet S Riat; Stephen J Trevanion; Peggy Hall; Heather Junkins; Paul Flicek; Tony Burdett; Lucia A Hindorff; Fiona Cunningham; Helen Parkinson
Journal:  Nucleic Acids Res       Date:  2019-01-08       Impact factor: 16.971

8.  FINEMAP: efficient variable selection using summary data from genome-wide association studies.

Authors:  Christian Benner; Chris C A Spencer; Aki S Havulinna; Veikko Salomaa; Samuli Ripatti; Matti Pirinen
Journal:  Bioinformatics       Date:  2016-01-14       Impact factor: 6.937

9.  Partitioning heritability by functional annotation using genome-wide association summary statistics.

Authors:  Hilary K Finucane; Brendan Bulik-Sullivan; Alexander Gusev; Gosia Trynka; Yakir Reshef; Po-Ru Loh; Verneri Anttila; Han Xu; Chongzhi Zang; Kyle Farh; Stephan Ripke; Felix R Day; Shaun Purcell; Eli Stahl; Sara Lindstrom; John R B Perry; Yukinori Okada; Soumya Raychaudhuri; Mark J Daly; Nick Patterson; Benjamin M Neale; Alkes L Price
Journal:  Nat Genet       Date:  2015-09-28       Impact factor: 38.330

10.  Functionally informed fine-mapping and polygenic localization of complex trait heritability.

Authors:  Omer Weissbrod; Farhad Hormozdiari; Christian Benner; Ran Cui; Jacob Ulirsch; Steven Gazal; Armin P Schoech; Bryce van de Geijn; Yakir Reshef; Carla Márquez-Luna; Luke O'Connor; Matti Pirinen; Hilary K Finucane; Alkes L Price
Journal:  Nat Genet       Date:  2020-11-16       Impact factor: 41.307

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  2 in total

1.  One step closer to linking GWAS SNPs with the right genes.

Authors:  Guillaume Lettre
Journal:  Nat Genet       Date:  2022-06       Impact factor: 41.307

2.  Prostaglandins and calprotectin are genetically and functionally linked to the Inflammatory Bowel Diseases.

Authors:  Mohamad Karaky; Gabrielle Boucher; Saraï Mola; Sylvain Foisy; Claudine Beauchamp; Marie-Eve Rivard; Melanie Burnette; Hugues Gosselin; Alain Bitton; Guy Charron; Philippe Goyette; John D Rioux
Journal:  PLoS Genet       Date:  2022-09-26       Impact factor: 6.020

  2 in total

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