FlashPCA2: principal component analysis of Biobank-scale genotype datasets
TLDR
This work presents FlashPCA2, a tool that can perform partial PCA on 1 million individuals faster than competing approaches, while requiring substantially less memory.Abstract:
Motivation Principal component analysis (PCA) is a crucial step in quality control of genomic data and a common approach for understanding population genetic structure. With the advent of large genotyping studies involving hundreds of thousands of individuals, standard approaches are no longer feasible. However, when the full decomposition is not required, substantial computational savings can be made. Results We present FlashPCA2, a tool that can perform partial PCA on 1 million individuals faster than competing approaches, while requiring substantially less memory. Availability and implementation https://github.com/gabraham/flashpca . Contact gad.abraham@unimelb.edu.au. Supplementary information Supplementary data are available at Bioinformatics online.read more
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Di Sarno,A. Tommasi,Marta Palmieri,Arianna Emiliozzi,M. Fabbiani,Barbara Rossetti,Giacomo Zanelli,Elena Bargagli,Laura Bergantini,Miriana d'Alessandro,Paolo Cameli,D. Bennet,Federico Anedda,Simona Marcantonio,Sabino Scolletta,Federico Franchi,Maria Antonietta Mazzei,S. Guerrini,Edoardo Conticini,Luca Cantarini,Bruno Frediani,D. Tacconi,C. Spertilli,M. Feri,Abele Donati,R. Scala,L. Guidelli,G. Spargi,M. Corridi,C. Nencioni,L. Croci,G. P. Caldarelli,M. Spagnesi,P. Piacentini,M. Bandini,E. Desanctis,S. Cappelli,A. Canaccini,A. Verzuri,V. Anemoli,A. Ognibene,M. Vaghi,A d'Arminio Monforte,Esther Merlini,M. U. Mondelli,S. Mantovani,S. Ludovisi,Massimo Girardis,S. Venturelli,M. Sita,Andrea Cossarizza,A. Antinori,Alessandra Vergori,Stefano Rusconi,M. Siano,A. Gabrieli,Agostino Riva,Daniela Francisci,Elisabetta Schiaroli,P. G. Scotton,F. Andretta,S. Panese,R. Scaggiante,F. Gatti,S. G. Parisi,Francesco Castelli,M. E. Quiros-Roldan,P. Magro,Isabella Zanella,M. Della Monica,Carmelo Piscopo,Mario Capasso,Roberta Russo,Immacolata Andolfo,Achille Iolascon,G. Fiorentino,M. Carella,Marco Castori,Giuseppe Merla,Filippo Aucella,P. Raggi,C. Marciano,R. Perna,Matteo Bassetti,A. Di Biagio,M. Sanguinetti,L. Masucci,Serafina Valente,Marco Mandalà,A. Giorli,L. Salerni,P. Zucchi,P. Parravicini,E. Menatti,S. Baratti,T. Trotta,F. Giannattasio,G. Coiro,F. Lena,D. A. Coviello,Cristina Mussini,G. Bosio,E. Martinelli,Sandro Mancarella,L. Tavecchia,L. Crotti,N. Picchiotti,M. Gori,C. Gabbi,M. Sanarico,S. Ceri,P. Pinoli,F. Raimondi,F. Biscarini,A. Stella,Xia Shen,Xia Shen,Chris P. Ponting,Angie Fawkes,Albert Tenesa,Albert Tenesa,Mark J. Caulfield,Richard H Scott,K Rowan,Lee Murphy,Peter J. M. Openshaw,Peter J. M. Openshaw,Malcolm G Semple,Veronique Vitart,James F. Wilson +1449 more
TL;DR: The GenOMICC (Genetics Of Mortality In Critical Care) genome-wide association study in 2244 critically ill Covid-19 patients from 208 UK intensive care units is reported, finding evidence in support of a causal link from low expression of IFNAR2, and high expression of TYK2, to life-threatening disease.
Journal ArticleDOI
Single-Cell Transcriptome Atlas of Murine Endothelial Cells
Joanna Kalucka,Laura P.M.H. de Rooij,Jermaine Goveia,Katerina Rohlenova,Sébastien J. Dumas,Elda Meta,Nadine V. Conchinha,Federico Taverna,Laure-Anne Teuwen,Koen Veys,Melissa García-Caballero,Shawez Khan,Vincent Geldhof,Liliana Sokol,Rongyuan Chen,Lucas Treps,Mila Borri,Pauline de Zeeuw,Charlotte Dubois,Tobias K. Karakach,Kim D. Falkenberg,Magdalena Parys,Xiangke Yin,Stefan Vinckier,Yuxiang Du,Robert A. Fenton,Luc Schoonjans,Luc Schoonjans,Mieke Dewerchin,Guy Eelen,Bernard Thienpont,Lin Lin,Lars Bolund,Xuri Li,Yonglun Luo,Peter Carmeliet,Peter Carmeliet +36 more
TL;DR: An atlas of >32,000 single-EC transcriptomes from 11 mouse tissues was constructed and 78 EC subclusters were identified, including Aqp7+ intestinal capillaries and angiogenic ECs in healthy tissues and provides a powerful discovery tool and resource value.
Journal ArticleDOI
Genome-wide association studies
Emil Uffelmann,Qin Qin Huang,Nchangwi Syntia Munung,Jantina de Vries,Yukinori Okada,Alicia R. Martin,Alicia R. Martin,Hilary C. Martin,Tuuli Lappalainen,Tuuli Lappalainen,Danielle Posthuma +10 more
TL;DR: This Primer provides an introduction to genome-wide association studies (GWAS), techniques for deriving functional inferences from the results and applications of GWAS in understanding disease risk and trait architecture, and discusses important ethical considerations when considering GWAS populations and data.
Journal ArticleDOI
A resource-efficient tool for mixed model association analysis of large-scale data
Longda Jiang,Zhili Zheng,Zhili Zheng,Ting Qi,Kathryn E. Kemper,Naomi R. Wray,Peter M. Visscher,Jian Yang,Jian Yang +8 more
TL;DR: An MLM-based tool (fastGWA) is developed that controls for population stratification by principal components and for relatedness by a sparse genetic relationship matrix for GWA analyses of biobank-scale data.
Journal ArticleDOI
Efficient analysis of large-scale genome-wide data with two R packages: bigstatsr and bigsnpr.
TL;DR: Two R packages, bigstatsr and bigsnpr, allowing for the analysis of large scale genomic data to be performed within R, integrate most of the tools that are commonly used and demonstrate the scalability of the R packages by analyzing a simulated genome-wide dataset including 500 000 individuals and 1 million markers on a single desktop computer.
References
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Journal ArticleDOI
A global reference for human genetic variation.
Adam Auton,Gonçalo R. Abecasis,David Altshuler,Richard Durbin,David R. Bentley,Aravinda Chakravarti,Andrew G. Clark,Peter Donnelly,Evan E. Eichler,Paul Flicek,Stacey Gabriel,Richard A. Gibbs,Eric D. Green,Matthew E. Hurles,Bartha Maria Knoppers,Jan O. Korbel,Eric S. Lander,Charles Lee,Hans Lehrach,Elaine R. Mardis,Gabor T. Marth,Gil McVean,Deborah A. Nickerson,Jeanette Schmidt,Stephen T. Sherry,Jun Wang,Richard K. Wilson,Eric Boerwinkle,Harsha Doddapaneni,Yi Han,Viktoriya Korchina,Christie Kovar,Sandra L. Lee,Donna M. Muzny,Jeffrey G. Reid,Yiming Zhu,Yuqi Chang,Qiang Feng,Qiang Feng,Xiaodong Fang,Xiaodong Fang,Xiaosen Guo,Xiaosen Guo,Min Jian,Min Jian,Hui Jiang,Hui Jiang,Xin Jin,Tianming Lan,Guoqing Li,Jingxiang Li,Yingrui Li,Shengmao Liu,Xiao Liu,Xiao Liu,Yao Lu,Xuedi Ma,Meifang Tang,Bo Wang,Guangbiao Wang,Honglong Wu,Renhua Wu,Xun Xu,Ye Yin,Dandan Zhang,Wenwei Zhang,Jiao Zhao,Meiru Zhao,Xiaole Zheng,Namrata Gupta,Neda Gharani,Lorraine Toji,Norman P. Gerry,Alissa M. Resch,Jonathan Barker,Laura Clarke,Laurent Gil,Sarah E. Hunt,Gavin Kelman,Eugene Kulesha,Rasko Leinonen,William M. McLaren,Rajesh Radhakrishnan,Asier Roa,Dmitriy Smirnov,Richard Smith,Ian Streeter,Anja Thormann,Iliana Toneva,Brendan Vaughan,Xiangqun Zheng-Bradley,Russell J. Grocock,Sean Humphray,Terena James,Zoya Kingsbury,Ralf Sudbrak,M. Albrecht,Vyacheslav Amstislavskiy,Tatiana A. Borodina,Matthias Lienhard,Florian Mertes,Marc Sultan,Bernd Timmermann,Marie-Laure Yaspo,Lucinda Fulton,Victor Ananiev,Zinaida Belaia,Dimitriy Beloslyudtsev,Nathan Bouk,Chao Chen,Deanna M. Church,Robert M. Cohen,Charles Cook,John Garner,Timothy Hefferon,Mikhail Kimelman,Chunlei Liu,John Lopez,Peter Meric,Chris O’Sullivan,Yuri Ostapchuk,Lon Phan,Sergiy Ponomarov,Valerie A. Schneider,Eugene Shekhtman,Karl Sirotkin,Douglas J. Slotta,Hua Zhang,Senduran Balasubramaniam,John Burton,Petr Danecek,Thomas M. Keane,Anja Kolb-Kokocinski,Shane A. McCarthy,James Stalker,Michael A. Quail,Christopher Davies,Jeremy Gollub,Teresa Webster,Brant Wong,Yiping Zhan,Christopher L. Campbell,Yu Kong,Anthony Marcketta,Fuli Yu,Lilian Antunes,Matthew N. Bainbridge,Aniko Sabo,Zhuoyi Huang,Lachlan J. M. Coin,Lin Fang,Lin Fang,Qibin Li,Zhenyu Li,Haoxiang Lin,Binghang Liu,Ruibang Luo,Haojing Shao,Haojing Shao,Yinlong Xie,Chen Ye,Chang Yu,Fan Zhang,Hancheng Zheng,Zhu Hongmei,Can Alkan,Elif Dal,Fatma Kahveci,Erik Garrison,Deniz Kural,Wan-Ping Lee,Wen Fung Leong,Michael Strömberg,Alistair Ward,Jiantao Wu,Mengyao Zhang,Mark J. Daly,Mark A. DePristo,Robert E. Handsaker,Robert E. Handsaker,Eric Banks,Gaurav Bhatia,Guillermo del Angel,Giulio Genovese,Heng Li,Seva Kashin,Seva Kashin,Steven A. McCarroll,Steven A. McCarroll,James Nemesh,Ryan Poplin,Seungtai Yoon,Jayon Lihm,Vladimir Makarov,Srikanth Gottipati,Alon Keinan,Juan L. Rodriguez-Flores,Tobias Rausch,Markus Hsi-Yang Fritz,Adrian M. Stütz,Kathryn Beal,Avik Datta,Javier Herrero,Graham R. S. Ritchie,Daniel R. Zerbino,Pardis C. Sabeti,Pardis C. Sabeti,Ilya Shlyakhter,Ilya Shlyakhter,Stephen F. Schaffner,Stephen F. Schaffner,Joseph J. Vitti,Joseph J. Vitti,David Neil Cooper,Edward V. Ball,Peter D. Stenson,Bret Barnes,Markus J. Bauer,R. Keira Cheetham,Anthony J. Cox,Michael A. Eberle,Scott Kahn,Lisa Murray,John F. Peden,Richard Shaw,Eimear E. Kenny,Mark A. Batzer,Miriam K. Konkel,Jerilyn A. Walker,Daniel G. MacArthur,Monkol Lek,Ralf Herwig,Li Ding,Daniel C. Koboldt,David E. Larson,Kai Ye,Simon Gravel,Anand Swaroop,Emily Y. Chew,Tuuli Lappalainen,Yaniv Erlich,Melissa Gymrek,Melissa Gymrek,Thomas Willems,Jared T. Simpson,Mark D. Shriver,Jeffrey A. Rosenfeld,Carlos Bustamante,Stephen B. Montgomery,Francisco M. De La Vega,Jake K. Byrnes,Andrew Carroll,Marianne K. DeGorter,Phil Lacroute,Brian K. Maples,Alicia R. Martin,Andrés Moreno-Estrada,Andrés Moreno-Estrada,Suyash Shringarpure,Fouad Zakharia,Eran Halperin,Eran Halperin,Yael Baran,Eliza Cerveira,Jaeho Hwang,Ankit Malhotra,Dariusz Plewczynski,Kamen Radew,Mallory Romanovitch,Chengsheng Zhang,Fiona Hyland,David Craig,Alexis Christoforides,Nils Homer,Tyler Izatt,Ahmet Kurdoglu,Shripad Sinari,Kevin Squire,Chunlin Xiao,Jonathan Sebat,Danny Antaki,Madhusudan Gujral,Amina Noor,Kenny Ye,Esteban G. Burchard,Ryan D. Hernandez,Christopher R. Gignoux,David Haussler,David Haussler,Sol Katzman,W. James Kent,Bryan Howie,Andres Ruiz-Linares,Emmanouil T. Dermitzakis,Emmanouil T. Dermitzakis,Scott E. Devine,Hyun Min Kang,Jeffrey M. Kidd,Thomas W. Blackwell,Sean Caron,Wei Chen,S. Emery,Lars G. Fritsche,Christian Fuchsberger,Goo Jun,Goo Jun,Bingshan Li,Robert H. Lyons,Chris Scheller,Carlo Sidore,Carlo Sidore,Carlo Sidore,Shiya Song,Elzbieta Sliwerska,Daniel Taliun,Adrian Tan,Ryan P. Welch,Mary Kate Wing,Xiaowei Zhan,Philip Awadalla,Philip Awadalla,Alan Hodgkinson,Yun Li,Xinghua Shi,Andrew Quitadamo,Gerton Lunter,Jonathan Marchini,Simon Myers,Claire Churchhouse,Olivier Delaneau,Olivier Delaneau,Anjali Gupta-Hinch,Warren W. Kretzschmar,Zamin Iqbal,Iain Mathieson,Androniki Menelaou,Androniki Menelaou,Andy Rimmer,Dionysia Kiara Xifara,Taras K. Oleksyk,Yunxin Fu,Xiaoming Liu,Momiao Xiong,Lynn B. Jorde,David J. Witherspoon,Jinchuan Xing,Brian L. Browning,Sharon R. Browning,Fereydoun Hormozdiari,Peter H. Sudmant,Ekta Khurana,Chris Tyler-Smith,Cornelis A. Albers,Qasim Ayub,Yuan Chen,Vincenza Colonna,Vincenza Colonna,Luke Jostins,Klaudia Walter,Yali Xue,Mark Gerstein,Alexej Abyzov,Suganthi Balasubramanian,Jieming Chen,Declan Clarke,Yao Fu,Arif Harmanci,Mike Jin,Dong-Hoon Lee,Jeremy Liu,Xinmeng Jasmine Mu,Xinmeng Jasmine Mu,Jing Zhang,Yan Zhang,Christopher Hartl,Khalid Shakir,Jeremiah D. Degenhardt,Sascha Meiers,Benjamin Raeder,Francesco Paolo Casale,Oliver Stegle,Eric-Wubbo Lameijer,Ira M. Hall,Vineet Bafna,Jacob J. Michaelson,Eugene J. Gardner,Ryan E. Mills,Gargi Dayama,Ken Chen,Xian Fan,Zechen Chong,Tenghui Chen,Mark Chaisson,John Huddleston,Maika Malig,Bradley J. Nelson,Nicholas F. Parrish,Ben Blackburne,Sarah J. Lindsay,Zemin Ning,Yujun Zhang,Hugo Y. K. Lam,Cristina Sisu,Danny Challis,Uday S. Evani,James T. Lu,Uma Nagaswamy,Jin Yu,Wangshen Li,Lukas Habegger,Haiyuan Yu,Fiona Cunningham,Ian Dunham,Kasper Lage,Kasper Lage,Jakob Berg Jespersen,Jakob Berg Jespersen,Jakob Berg Jespersen,Heiko Horn,Heiko Horn,Donghoon Kim,Rob DeSalle,Apurva Narechania,Melissa A. Wilson Sayres,Fernando L. Mendez,G. David Poznik,Peter A. Underhill,David Mittelman,Ruby Banerjee,Maria Cerezo,Thomas W. Fitzgerald,Sandra Louzada,Andrea Massaia,Fengtang Yang,Divya Kalra,Walker Hale,Xu Dan,Kathleen C. Barnes,Christine Beiswanger,Hongyu Cai,Hongzhi Cao,Hongzhi Cao,Brenna M. Henn,Danielle Jones,Jane Kaye,Alastair Kent,Angeliki Kerasidou,Rasika A. Mathias,Pilar N. Ossorio,Michael Parker,Charles N. Rotimi,Charmaine D.M. Royal,Karla Sandoval,Yeyang Su,Zhongming Tian,Sarah A. Tishkoff,Marc Via,Yuhong Wang,Huanming Yang,Ling Yang,Jiayong Zhu,Walter F. Bodmer,Gabriel Bedoya,Zhiming Cai,Yang Gao,Jiayou Chu,Leena Peltonen,Andrés C. García-Montero,Alberto Orfao,Julie Dutil,Juan Carlos Martínez-Cruzado,R. Mathias,Anselm Hennis,Harold Watson,Colin A. McKenzie,Firdausi Qadri,Regina C. LaRocque,Xiaoyan Deng,Danny Asogun,Onikepe A. Folarin,Christian T. Happi,Omonwunmi Omoniwa,Matt Stremlau,Matt Stremlau,Ridhi Tariyal,Ridhi Tariyal,M Jallow,M Jallow,Fatoumatta Sisay Joof,Fatoumatta Sisay Joof,Tumani Corrah,Tumani Corrah,Kirk A. Rockett,Kirk A. Rockett,Dominic P. Kwiatkowski,Dominic P. Kwiatkowski,Jaspal S. Kooner,Tran Tinh Hien,Sarah J. Dunstan,Sarah J. Dunstan,Nguyen ThuyHang,Richard Fonnie,Robert F. Garry,Lansana Kanneh,Lina M. Moses,John S. Schieffelin,Donald S. Grant,Carla Gallo,Giovanni Poletti,Danish Saleheen,Asif Rasheed,Lisa D. Brooks,Adam Felsenfeld,Jean E. McEwen,Yekaterina Vaydylevich,Audrey Duncanson,Michael Dunn,Jeffery A. Schloss +517 more
TL;DR: The 1000 Genomes Project set out to provide a comprehensive description of common human genetic variation by applying whole-genome sequencing to a diverse set of individuals from multiple populations, and has reconstructed the genomes of 2,504 individuals from 26 populations using a combination of low-coverage whole-generation sequencing, deep exome sequencing, and dense microarray genotyping.
Journal ArticleDOI
Second-generation PLINK: rising to the challenge of larger and richer datasets
Christopher C. Chang,Carson C. Chow,Laurent C. A. M. Tellier,Shashaank Vattikuti,Shaun Purcell,James J. Lee +5 more
TL;DR: The second-generation versions of PLINK will offer dramatic improvements in performance and compatibility, and for the first time, users without access to high-end computing resources can perform several essential analyses of the feature-rich and very large genetic datasets coming into use.
Journal ArticleDOI
UK biobank: an open access resource for identifying the causes of a wide range of complex diseases of middle and old age
Cathie Sudlow,John Gallacher,Naomi E. Allen,Valerie Beral,Paul Burton,John Danesh,Paul Downey,Paul Elliott,Jane Green,Martin J Landray,Bette Liu,Paul M. Matthews,Giok Ong,Jill P. Pell,Alan J. Silman,Alan Young,Tim Sprosen,Tim Peakman,Rory Collins +18 more
TL;DR: The UK Biobank is described, a large population-based prospective study, established to allow investigation of the genetic and non-genetic determinants of the diseases of middle and old age.
Journal ArticleDOI
Population structure and eigenanalysis
TL;DR: An approach to studying population structure (principal components analysis) is discussed that was first applied to genetic data by Cavalli-Sforza and colleagues, and results from modern statistics are used to develop formal significance tests for population differentiation.
Journal ArticleDOI
A New Initiative on Precision Medicine
TL;DR: A research initiative that aims to accelerate progress toward a new era of precision medicine, with a near-term focus on cancers and a longer-term aim to generate knowledge applicable to the whole range of health and disease.
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The UK Biobank resource with deep phenotyping and genomic data
Clare Bycroft,Colin Freeman,Desislava Petkova,Desislava Petkova,Gavin Band,Lloyd T. Elliott,Kevin Sharp,Allan Motyer,Damjan Vukcevic,Olivier Delaneau,Olivier Delaneau,Jared O'Connell,Adrian Cortes,Adrian Cortes,Samantha Welsh,Alan Young,Mark Effingham,Gil McVean,Stephen Leslie,Naomi E. Allen,Peter Donnelly,Jonathan Marchini +21 more
PLINK: A Tool Set for Whole-Genome Association and Population-Based Linkage Analyses
A global reference for human genetic variation.
Adam Auton,Gonçalo R. Abecasis,David Altshuler,Richard Durbin,David R. Bentley,Aravinda Chakravarti,Andrew G. Clark,Peter Donnelly,Evan E. Eichler,Paul Flicek,Stacey Gabriel,Richard A. Gibbs,Eric D. Green,Matthew E. Hurles,Bartha Maria Knoppers,Jan O. Korbel,Eric S. Lander,Charles Lee,Hans Lehrach,Elaine R. Mardis,Gabor T. Marth,Gil McVean,Deborah A. Nickerson,Jeanette Schmidt,Stephen T. Sherry,Jun Wang,Richard K. Wilson,Eric Boerwinkle,Harsha Doddapaneni,Yi Han,Viktoriya Korchina,Christie Kovar,Sandra L. Lee,Donna M. Muzny,Jeffrey G. Reid,Yiming Zhu,Yuqi Chang,Qiang Feng,Qiang Feng,Xiaodong Fang,Xiaodong Fang,Xiaosen Guo,Xiaosen Guo,Min Jian,Min Jian,Hui Jiang,Hui Jiang,Xin Jin,Tianming Lan,Guoqing Li,Jingxiang Li,Yingrui Li,Shengmao Liu,Xiao Liu,Xiao Liu,Yao Lu,Xuedi Ma,Meifang Tang,Bo Wang,Guangbiao Wang,Honglong Wu,Renhua Wu,Xun Xu,Ye Yin,Dandan Zhang,Wenwei Zhang,Jiao Zhao,Meiru Zhao,Xiaole Zheng,Namrata Gupta,Neda Gharani,Lorraine Toji,Norman P. Gerry,Alissa M. Resch,Jonathan Barker,Laura Clarke,Laurent Gil,Sarah E. Hunt,Gavin Kelman,Eugene Kulesha,Rasko Leinonen,William M. McLaren,Rajesh Radhakrishnan,Asier Roa,Dmitriy Smirnov,Richard Smith,Ian Streeter,Anja Thormann,Iliana Toneva,Brendan Vaughan,Xiangqun Zheng-Bradley,Russell J. Grocock,Sean Humphray,Terena James,Zoya Kingsbury,Ralf Sudbrak,M. Albrecht,Vyacheslav Amstislavskiy,Tatiana A. Borodina,Matthias Lienhard,Florian Mertes,Marc Sultan,Bernd Timmermann,Marie-Laure Yaspo,Lucinda Fulton,Victor Ananiev,Zinaida Belaia,Dimitriy Beloslyudtsev,Nathan Bouk,Chao Chen,Deanna M. Church,Robert M. Cohen,Charles Cook,John Garner,Timothy Hefferon,Mikhail Kimelman,Chunlei Liu,John Lopez,Peter Meric,Chris O’Sullivan,Yuri Ostapchuk,Lon Phan,Sergiy Ponomarov,Valerie A. Schneider,Eugene Shekhtman,Karl Sirotkin,Douglas J. Slotta,Hua Zhang,Senduran Balasubramaniam,John Burton,Petr Danecek,Thomas M. Keane,Anja Kolb-Kokocinski,Shane A. McCarthy,James Stalker,Michael A. Quail,Christopher Davies,Jeremy Gollub,Teresa Webster,Brant Wong,Yiping Zhan,Christopher L. Campbell,Yu Kong,Anthony Marcketta,Fuli Yu,Lilian Antunes,Matthew N. Bainbridge,Aniko Sabo,Zhuoyi Huang,Lachlan J. M. Coin,Lin Fang,Lin Fang,Qibin Li,Zhenyu Li,Haoxiang Lin,Binghang Liu,Ruibang Luo,Haojing Shao,Haojing Shao,Yinlong Xie,Chen Ye,Chang Yu,Fan Zhang,Hancheng Zheng,Zhu Hongmei,Can Alkan,Elif Dal,Fatma Kahveci,Erik Garrison,Deniz Kural,Wan-Ping Lee,Wen Fung Leong,Michael Strömberg,Alistair Ward,Jiantao Wu,Mengyao Zhang,Mark J. Daly,Mark A. DePristo,Robert E. Handsaker,Robert E. Handsaker,Eric Banks,Gaurav Bhatia,Guillermo del Angel,Giulio Genovese,Heng Li,Seva Kashin,Seva Kashin,Steven A. McCarroll,Steven A. McCarroll,James Nemesh,Ryan Poplin,Seungtai Yoon,Jayon Lihm,Vladimir Makarov,Srikanth Gottipati,Alon Keinan,Juan L. Rodriguez-Flores,Tobias Rausch,Markus Hsi-Yang Fritz,Adrian M. Stütz,Kathryn Beal,Avik Datta,Javier Herrero,Graham R. S. Ritchie,Daniel R. Zerbino,Pardis C. Sabeti,Pardis C. Sabeti,Ilya Shlyakhter,Ilya Shlyakhter,Stephen F. Schaffner,Stephen F. Schaffner,Joseph J. Vitti,Joseph J. Vitti,David Neil Cooper,Edward V. Ball,Peter D. Stenson,Bret Barnes,Markus J. Bauer,R. Keira Cheetham,Anthony J. Cox,Michael A. Eberle,Scott Kahn,Lisa Murray,John F. Peden,Richard Shaw,Eimear E. Kenny,Mark A. Batzer,Miriam K. Konkel,Jerilyn A. Walker,Daniel G. MacArthur,Monkol Lek,Ralf Herwig,Li Ding,Daniel C. Koboldt,David E. Larson,Kai Ye,Simon Gravel,Anand Swaroop,Emily Y. Chew,Tuuli Lappalainen,Yaniv Erlich,Melissa Gymrek,Melissa Gymrek,Thomas Willems,Jared T. Simpson,Mark D. Shriver,Jeffrey A. Rosenfeld,Carlos Bustamante,Stephen B. Montgomery,Francisco M. De La Vega,Jake K. Byrnes,Andrew Carroll,Marianne K. DeGorter,Phil Lacroute,Brian K. Maples,Alicia R. Martin,Andrés Moreno-Estrada,Andrés Moreno-Estrada,Suyash Shringarpure,Fouad Zakharia,Eran Halperin,Eran Halperin,Yael Baran,Eliza Cerveira,Jaeho Hwang,Ankit Malhotra,Dariusz Plewczynski,Kamen Radew,Mallory Romanovitch,Chengsheng Zhang,Fiona Hyland,David Craig,Alexis Christoforides,Nils Homer,Tyler Izatt,Ahmet Kurdoglu,Shripad Sinari,Kevin Squire,Chunlin Xiao,Jonathan Sebat,Danny Antaki,Madhusudan Gujral,Amina Noor,Kenny Ye,Esteban G. Burchard,Ryan D. Hernandez,Christopher R. Gignoux,David Haussler,David Haussler,Sol Katzman,W. James Kent,Bryan Howie,Andres Ruiz-Linares,Emmanouil T. Dermitzakis,Emmanouil T. Dermitzakis,Scott E. Devine,Hyun Min Kang,Jeffrey M. Kidd,Thomas W. Blackwell,Sean Caron,Wei Chen,S. Emery,Lars G. Fritsche,Christian Fuchsberger,Goo Jun,Goo Jun,Bingshan Li,Robert H. Lyons,Chris Scheller,Carlo Sidore,Carlo Sidore,Carlo Sidore,Shiya Song,Elzbieta Sliwerska,Daniel Taliun,Adrian Tan,Ryan P. Welch,Mary Kate Wing,Xiaowei Zhan,Philip Awadalla,Philip Awadalla,Alan Hodgkinson,Yun Li,Xinghua Shi,Andrew Quitadamo,Gerton Lunter,Jonathan Marchini,Simon Myers,Claire Churchhouse,Olivier Delaneau,Olivier Delaneau,Anjali Gupta-Hinch,Warren W. Kretzschmar,Zamin Iqbal,Iain Mathieson,Androniki Menelaou,Androniki Menelaou,Andy Rimmer,Dionysia Kiara Xifara,Taras K. Oleksyk,Yunxin Fu,Xiaoming Liu,Momiao Xiong,Lynn B. Jorde,David J. Witherspoon,Jinchuan Xing,Brian L. Browning,Sharon R. Browning,Fereydoun Hormozdiari,Peter H. Sudmant,Ekta Khurana,Chris Tyler-Smith,Cornelis A. Albers,Qasim Ayub,Yuan Chen,Vincenza Colonna,Vincenza Colonna,Luke Jostins,Klaudia Walter,Yali Xue,Mark Gerstein,Alexej Abyzov,Suganthi Balasubramanian,Jieming Chen,Declan Clarke,Yao Fu,Arif Harmanci,Mike Jin,Dong-Hoon Lee,Jeremy Liu,Xinmeng Jasmine Mu,Xinmeng Jasmine Mu,Jing Zhang,Yan Zhang,Christopher Hartl,Khalid Shakir,Jeremiah D. Degenhardt,Sascha Meiers,Benjamin Raeder,Francesco Paolo Casale,Oliver Stegle,Eric-Wubbo Lameijer,Ira M. Hall,Vineet Bafna,Jacob J. Michaelson,Eugene J. Gardner,Ryan E. Mills,Gargi Dayama,Ken Chen,Xian Fan,Zechen Chong,Tenghui Chen,Mark Chaisson,John Huddleston,Maika Malig,Bradley J. Nelson,Nicholas F. Parrish,Ben Blackburne,Sarah J. Lindsay,Zemin Ning,Yujun Zhang,Hugo Y. K. Lam,Cristina Sisu,Danny Challis,Uday S. Evani,James T. Lu,Uma Nagaswamy,Jin Yu,Wangshen Li,Lukas Habegger,Haiyuan Yu,Fiona Cunningham,Ian Dunham,Kasper Lage,Kasper Lage,Jakob Berg Jespersen,Jakob Berg Jespersen,Jakob Berg Jespersen,Heiko Horn,Heiko Horn,Donghoon Kim,Rob DeSalle,Apurva Narechania,Melissa A. Wilson Sayres,Fernando L. Mendez,G. David Poznik,Peter A. Underhill,David Mittelman,Ruby Banerjee,Maria Cerezo,Thomas W. Fitzgerald,Sandra Louzada,Andrea Massaia,Fengtang Yang,Divya Kalra,Walker Hale,Xu Dan,Kathleen C. Barnes,Christine Beiswanger,Hongyu Cai,Hongzhi Cao,Hongzhi Cao,Brenna M. Henn,Danielle Jones,Jane Kaye,Alastair Kent,Angeliki Kerasidou,Rasika A. Mathias,Pilar N. Ossorio,Michael Parker,Charles N. Rotimi,Charmaine D.M. Royal,Karla Sandoval,Yeyang Su,Zhongming Tian,Sarah A. Tishkoff,Marc Via,Yuhong Wang,Huanming Yang,Ling Yang,Jiayong Zhu,Walter F. Bodmer,Gabriel Bedoya,Zhiming Cai,Yang Gao,Jiayou Chu,Leena Peltonen,Andrés C. García-Montero,Alberto Orfao,Julie Dutil,Juan Carlos Martínez-Cruzado,R. Mathias,Anselm Hennis,Harold Watson,Colin A. McKenzie,Firdausi Qadri,Regina C. LaRocque,Xiaoyan Deng,Danny Asogun,Onikepe A. Folarin,Christian T. Happi,Omonwunmi Omoniwa,Matt Stremlau,Matt Stremlau,Ridhi Tariyal,Ridhi Tariyal,M Jallow,M Jallow,Fatoumatta Sisay Joof,Fatoumatta Sisay Joof,Tumani Corrah,Tumani Corrah,Kirk A. Rockett,Kirk A. Rockett,Dominic P. Kwiatkowski,Dominic P. Kwiatkowski,Jaspal S. Kooner,Tran Tinh Hien,Sarah J. Dunstan,Sarah J. Dunstan,Nguyen ThuyHang,Richard Fonnie,Robert F. Garry,Lansana Kanneh,Lina M. Moses,John S. Schieffelin,Donald S. Grant,Carla Gallo,Giovanni Poletti,Danish Saleheen,Asif Rasheed,Lisa D. Brooks,Adam Felsenfeld,Jean E. McEwen,Yekaterina Vaydylevich,Audrey Duncanson,Michael Dunn,Jeffery A. Schloss +517 more