Literature DB >> 27666372

Guidelines for Large-Scale Sequence-Based Complex Trait Association Studies: Lessons Learned from the NHLBI Exome Sequencing Project.

Paul L Auer1, Alex P Reiner2, Gao Wang3, Hyun Min Kang4, Goncalo R Abecasis4, David Altshuler5, Michael J Bamshad6, Deborah A Nickerson7, Russell P Tracy8, Stephen S Rich9, Suzanne M Leal10.   

Abstract

Massively parallel whole-genome sequencing (WGS) data have ushered in a new era in human genetics. These data are now being used to understand the role of rare variants in complex traits and to advance the goals of precision medicine. The technological and computing advances that have enabled us to generate WGS data on thousands of individuals have also outpaced our ability to perform analyses in scientifically and statistically rigorous and thoughtful ways. The past several years have witnessed the application of whole-exome sequencing (WES) to complex traits and diseases. From our analysis of NHLBI Exome Sequencing Project (ESP) data, not only have a number of important disease and complex trait association findings emerged, but our collective experience offers some valuable lessons for WGS initiatives. These include caveats associated with generating automated pipelines for quality control and analysis of rare variants; the importance of studying minority populations; sample size requirements and efficient study designs for identifying rare-variant associations; and the significance of incidental findings in population-based genetic research. With the ESP as an example, we offer guidance and a framework on how to conduct a large-scale association study in the era of WGS.
Copyright © 2016 American Society of Human Genetics. Published by Elsevier Inc. All rights reserved.

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Year:  2016        PMID: 27666372      PMCID: PMC5065683          DOI: 10.1016/j.ajhg.2016.08.012

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


  48 in total

1.  Reproducible simulations of realistic samples for next-generation sequencing studies using Variant Simulation Tools.

Authors:  Bo Peng
Journal:  Genet Epidemiol       Date:  2014-11-13       Impact factor: 2.135

2.  Pooled association tests for rare variants in exon-resequencing studies.

Authors:  Alkes L Price; Gregory V Kryukov; Paul I W de Bakker; Shaun M Purcell; Jeff Staples; Lee-Jen Wei; Shamil R Sunyaev
Journal:  Am J Hum Genet       Date:  2010-05-13       Impact factor: 11.025

3.  Power of deep, all-exon resequencing for discovery of human trait genes.

Authors:  Gregory V Kryukov; Alexander Shpunt; John A Stamatoyannopoulos; Shamil R Sunyaev
Journal:  Proc Natl Acad Sci U S A       Date:  2009-02-06       Impact factor: 11.205

4.  Imputation of coding variants in African Americans: better performance using data from the exome sequencing project.

Authors:  Qing Duan; Eric Yi Liu; Paul L Auer; Guosheng Zhang; Ethan M Lange; Goo Jun; Chris Bizon; Shuo Jiao; Steven Buyske; Nora Franceschini; Chris S Carlson; Li Hsu; Alex P Reiner; Ulrike Peters; Jeffrey Haessler; Keith Curtis; Christina L Wassel; Jennifer G Robinson; Lisa W Martin; Christopher A Haiman; Loic Le Marchand; Tara C Matise; Lucia A Hindorff; Dana C Crawford; Themistocles L Assimes; Hyun Min Kang; Gerardo Heiss; Rebecca D Jackson; Charles Kooperberg; James G Wilson; Gonçalo R Abecasis; Kari E North; Deborah A Nickerson; Leslie A Lange; Yun Li
Journal:  Bioinformatics       Date:  2013-08-16       Impact factor: 6.937

5.  Actionable, pathogenic incidental findings in 1,000 participants' exomes.

Authors:  Michael O Dorschner; Laura M Amendola; Emily H Turner; Peggy D Robertson; Brian H Shirts; Carlos J Gallego; Robin L Bennett; Kelly L Jones; Mari J Tokita; James T Bennett; Jerry H Kim; Elisabeth A Rosenthal; Daniel S Kim; Holly K Tabor; Michael J Bamshad; Arno G Motulsky; C Ronald Scott; Colin C Pritchard; Tom Walsh; Wylie Burke; Wendy H Raskind; Peter Byers; Fuki M Hisama; Deborah A Nickerson; Gail P Jarvik
Journal:  Am J Hum Genet       Date:  2013-09-19       Impact factor: 11.025

6.  Evolution and functional impact of rare coding variation from deep sequencing of human exomes.

Authors:  Jacob A Tennessen; Abigail W Bigham; Timothy D O'Connor; Wenqing Fu; Eimear E Kenny; Simon Gravel; Sean McGee; Ron Do; Xiaoming Liu; Goo Jun; Hyun Min Kang; Daniel Jordan; Suzanne M Leal; Stacey Gabriel; Mark J Rieder; Goncalo Abecasis; David Altshuler; Deborah A Nickerson; Eric Boerwinkle; Shamil Sunyaev; Carlos D Bustamante; Michael J Bamshad; Joshua M Akey
Journal:  Science       Date:  2012-05-17       Impact factor: 47.728

7.  A global reference for human genetic variation.

Authors:  Adam Auton; Lisa D Brooks; Richard M Durbin; Erik P Garrison; Hyun Min Kang; Jan O Korbel; Jonathan L Marchini; Shane McCarthy; Gil A McVean; Gonçalo R Abecasis
Journal:  Nature       Date:  2015-10-01       Impact factor: 49.962

8.  Inactivating mutations in NPC1L1 and protection from coronary heart disease.

Authors:  Nathan O Stitziel; Hong-Hee Won; Alanna C Morrison; Gina M Peloso; Ron Do; Leslie A Lange; Pierre Fontanillas; Namrata Gupta; Stefano Duga; Anuj Goel; Martin Farrall; Danish Saleheen; Paola Ferrario; Inke König; Rosanna Asselta; Piera A Merlini; Nicola Marziliano; Maria Francesca Notarangelo; Ursula Schick; Paul Auer; Themistocles L Assimes; Muredach Reilly; Robert Wilensky; Daniel J Rader; G Kees Hovingh; Thomas Meitinger; Thorsten Kessler; Adnan Kastrati; Karl-Ludwig Laugwitz; David Siscovick; Jerome I Rotter; Stanely L Hazen; Russell Tracy; Sharon Cresci; John Spertus; Rebecca Jackson; Stephen M Schwartz; Pradeep Natarajan; Jacy Crosby; Donna Muzny; Christie Ballantyne; Stephen S Rich; Christopher J O'Donnell; Goncalo Abecasis; Shamil Sunaev; Deborah A Nickerson; Julie E Buring; Paul M Ridker; Daniel I Chasman; Erin Austin; Iftikhar J Kullo; Peter E Weeke; Christian M Shaffer; Lisa A Bastarache; Joshua C Denny; Dan M Roden; Colin Palmer; Panos Deloukas; Dan-Yu Lin; Zheng-zheng Tang; Jeanette Erdmann; Heribert Schunkert; John Danesh; Jaume Marrugat; Roberto Elosua; Diego Ardissino; Ruth McPherson; Hugh Watkins; Alex P Reiner; James G Wilson; David Altshuler; Richard A Gibbs; Eric S Lander; Eric Boerwinkle; Stacey Gabriel; Sekar Kathiresan
Journal:  N Engl J Med       Date:  2014-11-12       Impact factor: 91.245

9.  Analysis of 6,515 exomes reveals the recent origin of most human protein-coding variants.

Authors:  Wenqing Fu; Timothy D O'Connor; Goo Jun; Hyun Min Kang; Goncalo Abecasis; Suzanne M Leal; Stacey Gabriel; Mark J Rieder; David Altshuler; Jay Shendure; Deborah A Nickerson; Michael J Bamshad; Joshua M Akey
Journal:  Nature       Date:  2012-11-28       Impact factor: 49.962

10.  The UK10K project identifies rare variants in health and disease.

Authors:  Klaudia Walter; Josine L Min; Jie Huang; Lucy Crooks; Yasin Memari; Shane McCarthy; John R B Perry; ChangJiang Xu; Marta Futema; Daniel Lawson; Valentina Iotchkova; Stephan Schiffels; Audrey E Hendricks; Petr Danecek; Rui Li; James Floyd; Louise V Wain; Inês Barroso; Steve E Humphries; Matthew E Hurles; Eleftheria Zeggini; Jeffrey C Barrett; Vincent Plagnol; J Brent Richards; Celia M T Greenwood; Nicholas J Timpson; Richard Durbin; Nicole Soranzo
Journal:  Nature       Date:  2015-09-14       Impact factor: 49.962

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  45 in total

1.  Rare RNF213 variants in the C-terminal region encompassing the RING-finger domain are associated with moyamoya angiopathy in Caucasians.

Authors:  Stéphanie Guey; Markus Kraemer; Dominique Hervé; Thomas Ludwig; Manoëlle Kossorotoff; Françoise Bergametti; Jan Claudius Schwitalla; Simone Choi; Lucile Broseus; Isabelle Callebaut; Emmanuelle Genin; Elisabeth Tournier-Lasserve
Journal:  Eur J Hum Genet       Date:  2017-06-21       Impact factor: 4.246

2.  A simple and accurate method to determine genomewide significance for association tests in sequencing studies.

Authors:  Dan-Yu Lin
Journal:  Genet Epidemiol       Date:  2019-01-08       Impact factor: 2.135

3.  Children's rare disease cohorts: an integrative research and clinical genomics initiative.

Authors:  Shira Rockowitz; Nicholas LeCompte; Mary Carmack; Andrew Quitadamo; Lily Wang; Meredith Park; Devon Knight; Emma Sexton; Lacey Smith; Beth Sheidley; Michael Field; Ingrid A Holm; Catherine A Brownstein; Pankaj B Agrawal; Susan Kornetsky; Annapurna Poduri; Scott B Snapper; Alan H Beggs; Timothy W Yu; David A Williams; Piotr Sliz
Journal:  NPJ Genom Med       Date:  2020-07-06       Impact factor: 8.617

4.  From exomes to genomes: challenges and solutions in population-based genetic association studies.

Authors:  Paul L Auer; Suzanne M Leal
Journal:  Eur J Hum Genet       Date:  2017-01-25       Impact factor: 4.246

5.  SEQSpark: A Complete Analysis Tool for Large-Scale Rare Variant Association Studies Using Whole-Genome and Exome Sequence Data.

Authors:  Di Zhang; Linhai Zhao; Biao Li; Zongxiao He; Gao T Wang; Dajiang J Liu; Suzanne M Leal
Journal:  Am J Hum Genet       Date:  2017-06-29       Impact factor: 11.025

6.  Quantification of Inflammasome Adaptor Protein ASC in Biological Samples by Multiple-Reaction Monitoring Mass Spectrometry.

Authors:  Annegret Ulke-Lemée; Arthur Lau; Michelle C Nelson; Matthew T James; Daniel A Muruve; Justin A MacDonald
Journal:  Inflammation       Date:  2018-08       Impact factor: 4.092

Review 7.  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

8.  An exome-wide sequencing study of lipid response to high-fat meal and fenofibrate in Caucasians from the GOLDN cohort.

Authors:  Xin Geng; Marguerite R Irvin; Bertha Hidalgo; Stella Aslibekyan; Vinodh Srinivasasainagendra; Ping An; Alexis C Frazier-Wood; Hemant K Tiwari; Tushar Dave; Kathleen Ryan; Jose M Ordovas; Robert J Straka; Mary F Feitosa; Paul N Hopkins; Ingrid Borecki; Michael A Province; Braxton D Mitchell; Donna K Arnett; Degui Zhi
Journal:  J Lipid Res       Date:  2018-02-20       Impact factor: 5.922

9.  Variation in Cilia Protein Genes and Progression of Lung Disease in Cystic Fibrosis.

Authors:  Elizabeth Blue; Tin L Louie; Jessica X Chong; Scott J Hebbring; Kathleen C Barnes; Nicholas M Rafaels; Michael R Knowles; Ronald L Gibson; Michael J Bamshad; Mary J Emond
Journal:  Ann Am Thorac Soc       Date:  2018-04

Review 10.  Prioritizing diversity in human genomics research.

Authors:  Lucia A Hindorff; Vence L Bonham; Lawrence C Brody; Margaret E C Ginoza; Carolyn M Hutter; Teri A Manolio; Eric D Green
Journal:  Nat Rev Genet       Date:  2017-11-20       Impact factor: 53.242

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