Literature DB >> 28747529

Detection and quantification of inbreeding depression for complex traits from SNP data.

Loic Yengo1, Zhihong Zhu2, Naomi R Wray2,3, Bruce S Weir4, Jian Yang2,3, Matthew R Robinson2,5, Peter M Visscher1,3.   

Abstract

Quantifying the effects of inbreeding is critical to characterizing the genetic architecture of complex traits. This study highlights through theory and simulations the strengths and shortcomings of three SNP-based inbreeding measures commonly used to estimate inbreeding depression (ID). We demonstrate that heterogeneity in linkage disequilibrium (LD) between causal variants and SNPs biases ID estimates, and we develop an approach to correct this bias using LD and minor allele frequency stratified inference (LDMS). We quantified ID in 25 traits measured in [Formula: see text] participants of the UK Biobank, using LDMS, and confirmed previously published ID for 4 traits. We find unique evidence of ID for handgrip strength, waist/hip ratio, and visual and auditory acuity (ID between -2.3 and -5.2 phenotypic SDs for complete inbreeding; [Formula: see text]). Our results illustrate that a careful choice of the measure of inbreeding combined with LDMS stratification improves both detection and quantification of ID using SNP data.

Entities:  

Keywords:  directional dominance; homozygosity; inbreeding depression; quantitative genetics; single-nucleotide polymorphism

Mesh:

Year:  2017        PMID: 28747529      PMCID: PMC5558994          DOI: 10.1073/pnas.1621096114

Source DB:  PubMed          Journal:  Proc Natl Acad Sci U S A        ISSN: 0027-8424            Impact factor:   11.205


  32 in total

1.  Runs of homozygosity reveal highly penetrant recessive loci in schizophrenia.

Authors:  Todd Lencz; Christophe Lambert; Pamela DeRosse; Katherine E Burdick; T Vance Morgan; John M Kane; Raju Kucherlapati; Anil K Malhotra
Journal:  Proc Natl Acad Sci U S A       Date:  2007-12-05       Impact factor: 11.205

2.  Estimation of SNP heritability from dense genotype data.

Authors:  S Hong Lee; Jian Yang; Guo-Bo Chen; Stephan Ripke; Eli A Stahl; Christina M Hultman; Pamela Sklar; Peter M Visscher; Patrick F Sullivan; Michael E Goddard; Naomi R Wray
Journal:  Am J Hum Genet       Date:  2013-12-05       Impact factor: 11.025

Review 3.  The genetics of inbreeding depression.

Authors:  Deborah Charlesworth; John H Willis
Journal:  Nat Rev Genet       Date:  2009-11       Impact factor: 53.242

4.  Common SNPs explain a large proportion of the heritability for human height.

Authors:  Jian Yang; Beben Benyamin; Brian P McEvoy; Scott Gordon; Anjali K Henders; Dale R Nyholt; Pamela A Madden; Andrew C Heath; Nicholas G Martin; Grant W Montgomery; Michael E Goddard; Peter M Visscher
Journal:  Nat Genet       Date:  2010-06-20       Impact factor: 38.330

5.  Measuring individual inbreeding in the age of genomics: marker-based measures are better than pedigrees.

Authors:  M Kardos; G Luikart; F W Allendorf
Journal:  Heredity (Edinb)       Date:  2015-03-18       Impact factor: 3.821

6.  Inbreeding depression across the lifespan in a wild mammal population.

Authors:  Jisca Huisman; Loeske E B Kruuk; Philip A Ellis; Tim Clutton-Brock; Josephine M Pemberton
Journal:  Proc Natl Acad Sci U S A       Date:  2016-03-15       Impact factor: 11.205

7.  Impact of inbreeding on fertility in a pre-industrial population.

Authors:  Alexandre Robert; Bruno Toupance; Marc Tremblay; Evelyne Heyer
Journal:  Eur J Hum Genet       Date:  2008-12-17       Impact factor: 4.246

8.  Directional dominance on stature and cognition in diverse human populations.

Authors:  Peter K Joshi; Tonu Esko; Ozren Polašek; James F Wilson; Hannele Mattsson; Niina Eklund; Ilaria Gandin; Teresa Nutile; Anne U Jackson; Claudia Schurmann; Albert V Smith; Weihua Zhang; Yukinori Okada; Alena Stančáková; Jessica D Faul; Wei Zhao; Traci M Bartz; Maria Pina Concas; Nora Franceschini; Stefan Enroth; Veronique Vitart; Stella Trompet; Xiuqing Guo; Daniel I Chasman; Jeffery R O'Connel; Tanguy Corre; Suraj S Nongmaithem; Yuning Chen; Massimo Mangino; Daniela Ruggiero; Michela Traglia; Aliki-Eleni Farmaki; Tim Kacprowski; Andrew Bjonnes; Ashley van der Spek; Ying Wu; Anil K Giri; Lisa R Yanek; Lihua Wang; Edith Hofer; Cornelius A Rietveld; Olga McLeod; Marilyn C Cornelis; Cristian Pattaro; Niek Verweij; Clemens Baumbach; Abdel Abdellaoui; Helen R Warren; Dragana Vuckovic; Hao Mei; Claude Bouchard; John R B Perry; Stefania Cappellani; Saira S Mirza; Miles C Benton; Ulrich Broeckel; Sarah E Medland; Penelope A Lind; Giovanni Malerba; Alexander Drong; Loic Yengo; Lawrence F Bielak; Degui Zhi; Peter J van der Most; Daniel Shriner; Reedik Mägi; Gibran Hemani; Tugce Karaderi; Zhaoming Wang; Tian Liu; Ilja Demuth; Jing Hua Zhao; Weihua Meng; Lazaros Lataniotis; Sander W van der Laan; Jonathan P Bradfield; Andrew R Wood; Amelie Bonnefond; Tarunveer S Ahluwalia; Leanne M Hall; Erika Salvi; Seyhan Yazar; Lisbeth Carstensen; Hugoline G de Haan; Mark Abney; Uzma Afzal; Matthew A Allison; Najaf Amin; Folkert W Asselbergs; Stephan J L Bakker; R Graham Barr; Sebastian E Baumeister; Daniel J Benjamin; Sven Bergmann; Eric Boerwinkle; Erwin P Bottinger; Archie Campbell; Aravinda Chakravarti; Yingleong Chan; Stephen J Chanock; Constance Chen; Y-D Ida Chen; Francis S Collins; John Connell; Adolfo Correa; L Adrienne Cupples; George Davey Smith; Gail Davies; Marcus Dörr; Georg Ehret; Stephen B Ellis; Bjarke Feenstra; Mary F Feitosa; Ian Ford; Caroline S Fox; Timothy M Frayling; Nele Friedrich; Frank Geller; Generation Scotland; Irina Gillham-Nasenya; Omri Gottesman; Misa Graff; Francine Grodstein; Charles Gu; Chris Haley; Christopher J Hammond; Sarah E Harris; Tamara B Harris; Nicholas D Hastie; Nancy L Heard-Costa; Kauko Heikkilä; Lynne J Hocking; Georg Homuth; Jouke-Jan Hottenga; Jinyan Huang; Jennifer E Huffman; Pirro G Hysi; M Arfan Ikram; Erik Ingelsson; Anni Joensuu; Åsa Johansson; Pekka Jousilahti; J Wouter Jukema; Mika Kähönen; Yoichiro Kamatani; Stavroula Kanoni; Shona M Kerr; Nazir M Khan; Philipp Koellinger; Heikki A Koistinen; Manraj K Kooner; Michiaki Kubo; Johanna Kuusisto; Jari Lahti; Lenore J Launer; Rodney A Lea; Benjamin Lehne; Terho Lehtimäki; David C M Liewald; Lars Lind; Marie Loh; Marja-Liisa Lokki; Stephanie J London; Stephanie J Loomis; Anu Loukola; Yingchang Lu; Thomas Lumley; Annamari Lundqvist; Satu Männistö; Pedro Marques-Vidal; Corrado Masciullo; Angela Matchan; Rasika A Mathias; Koichi Matsuda; James B Meigs; Christa Meisinger; Thomas Meitinger; Cristina Menni; Frank D Mentch; Evelin Mihailov; Lili Milani; May E Montasser; Grant W Montgomery; Alanna Morrison; Richard H Myers; Rajiv Nadukuru; Pau Navarro; Mari Nelis; Markku S Nieminen; Ilja M Nolte; George T O'Connor; Adesola Ogunniyi; Sandosh Padmanabhan; Walter R Palmas; James S Pankow; Inga Patarcic; Francesca Pavani; Patricia A Peyser; Kirsi Pietilainen; Neil Poulter; Inga Prokopenko; Sarju Ralhan; Paul Redmond; Stephen S Rich; Harri Rissanen; Antonietta Robino; Lynda M Rose; Richard Rose; Cinzia Sala; Babatunde Salako; Veikko Salomaa; Antti-Pekka Sarin; Richa Saxena; Helena Schmidt; Laura J Scott; William R Scott; Bengt Sennblad; Sudha Seshadri; Peter Sever; Smeeta Shrestha; Blair H Smith; Jennifer A Smith; Nicole Soranzo; Nona Sotoodehnia; Lorraine Southam; Alice V Stanton; Maria G Stathopoulou; Konstantin Strauch; Rona J Strawbridge; Matthew J Suderman; Nikhil Tandon; Sian-Tsun Tang; Kent D Taylor; Bamidele O Tayo; Anna Maria Töglhofer; Maciej Tomaszewski; Natalia Tšernikova; Jaakko Tuomilehto; Andre G Uitterlinden; Dhananjay Vaidya; Astrid van Hylckama Vlieg; Jessica van Setten; Tuula Vasankari; Sailaja Vedantam; Efthymia Vlachopoulou; Diego Vozzi; Eero Vuoksimaa; Melanie Waldenberger; Erin B Ware; William Wentworth-Shields; John B Whitfield; Sarah Wild; Gonneke Willemsen; Chittaranjan S Yajnik; Jie Yao; Gianluigi Zaza; Xiaofeng Zhu; The BioBank Japan Project; Rany M Salem; Mads Melbye; Hans Bisgaard; Nilesh J Samani; Daniele Cusi; David A Mackey; Richard S Cooper; Philippe Froguel; Gerard Pasterkamp; Struan F A Grant; Hakon Hakonarson; Luigi Ferrucci; Robert A Scott; Andrew D Morris; Colin N A Palmer; George Dedoussis; Panos Deloukas; Lars Bertram; Ulman Lindenberger; Sonja I Berndt; Cecilia M Lindgren; Nicholas J Timpson; Anke Tönjes; Patricia B Munroe; Thorkild I A Sørensen; Charles N Rotimi; Donna K Arnett; Albertine J Oldehinkel; Sharon L R Kardia; Beverley Balkau; Giovanni Gambaro; Andrew P Morris; Johan G Eriksson; Margie J Wright; Nicholas G Martin; Steven C Hunt; John M Starr; Ian J Deary; Lyn R Griffiths; Henning Tiemeier; Nicola Pirastu; Jaakko Kaprio; Nicholas J Wareham; Louis Pérusse; James G Wilson; Giorgia Girotto; Mark J Caulfield; Olli Raitakari; Dorret I Boomsma; Christian Gieger; Pim van der Harst; Andrew A Hicks; Peter Kraft; Juha Sinisalo; Paul Knekt; Magnus Johannesson; Patrik K E Magnusson; Anders Hamsten; Reinhold Schmidt; Ingrid B Borecki; Erkki Vartiainen; Diane M Becker; Dwaipayan Bharadwaj; Karen L Mohlke; Michael Boehnke; Cornelia M van Duijn; Dharambir K Sanghera; Alexander Teumer; Eleftheria Zeggini; Andres Metspalu; Paolo Gasparini; Sheila Ulivi; Carole Ober; Daniela Toniolo; Igor Rudan; David J Porteous; Marina Ciullo; Tim D Spector; Caroline Hayward; Josée Dupuis; Ruth J F Loos; Alan F Wright; Giriraj R Chandak; Peter Vollenweider; Alan Shuldiner; Paul M Ridker; Jerome I Rotter; Naveed Sattar; Ulf Gyllensten; Kari E North; Mario Pirastu; Bruce M Psaty; David R Weir; Markku Laakso; Vilmundur Gudnason; Atsushi Takahashi; John C Chambers; Jaspal S Kooner; David P Strachan; Harry Campbell; Joel N Hirschhorn; Markus Perola
Journal:  Nature       Date:  2015-07-01       Impact factor: 49.962

9.  Genomic analysis of hybrid rice varieties reveals numerous superior alleles that contribute to heterosis.

Authors:  Xuehui Huang; Shihua Yang; Junyi Gong; Yan Zhao; Qi Feng; Hao Gong; Wenjun Li; Qilin Zhan; Benyi Cheng; Junhui Xia; Neng Chen; Zhongna Hao; Kunyan Liu; Chuanrang Zhu; Tao Huang; Qiang Zhao; Lei Zhang; Danlin Fan; Congcong Zhou; Yiqi Lu; Qijun Weng; Zi-Xuan Wang; Jiayang Li; Bin Han
Journal:  Nat Commun       Date:  2015-02-05       Impact factor: 14.919

10.  Haplotype estimation for biobank-scale data sets.

Authors:  Jared O'Connell; Kevin Sharp; Nick Shrine; Louise Wain; Ian Hall; Martin Tobin; Jean-Francois Zagury; Olivier Delaneau; Jonathan Marchini
Journal:  Nat Genet       Date:  2016-06-06       Impact factor: 38.330

View more
  14 in total

1.  How should we compare different genomic estimates of the strength of inbreeding depression?

Authors:  Marty Kardos; Pirmin Nietlisbach; Philip W Hedrick
Journal:  Proc Natl Acad Sci U S A       Date:  2018-02-21       Impact factor: 11.205

2.  Reply to Kardos et al.: Estimation of inbreeding depression from SNP data.

Authors:  Loic Yengo; Zhihong Zhu; Naomi R Wray; Bruce S Weir; Jian Yang; Matthew R Robinson; Peter M Visscher
Journal:  Proc Natl Acad Sci U S A       Date:  2018-02-21       Impact factor: 11.205

3.  Joint Estimates of Heterozygosity and Runs of Homozygosity for Modern and Ancient Samples.

Authors:  Gabriel Renaud; Kristian Hanghøj; Thorfinn Sand Korneliussen; Eske Willerslev; Ludovic Orlando
Journal:  Genetics       Date:  2019-05-14       Impact factor: 4.562

Review 4.  From Mendel to quantitative genetics in the genome era: the scientific legacy of W. G. Hill.

Authors:  Brian Charlesworth; Michael E Goddard; Karin Meyer; Peter M Visscher; Bruce S Weir; Naomi R Wray
Journal:  Nat Genet       Date:  2022-07-11       Impact factor: 41.307

Review 5.  Benefits and limitations of genome-wide association studies.

Authors:  Vivian Tam; Nikunj Patel; Michelle Turcotte; Yohan Bossé; Guillaume Paré; David Meyre
Journal:  Nat Rev Genet       Date:  2019-08       Impact factor: 53.242

6.  Relationships between estimated autozygosity and complex traits in the UK Biobank.

Authors:  Emma C Johnson; Luke M Evans; Matthew C Keller
Journal:  PLoS Genet       Date:  2018-07-27       Impact factor: 5.917

7.  Nonequivalent lethal equivalents: Models and inbreeding metrics for unbiased estimation of inbreeding load.

Authors:  Pirmin Nietlisbach; Stefanie Muff; Jane M Reid; Michael C Whitlock; Lukas F Keller
Journal:  Evol Appl       Date:  2018-10-23       Impact factor: 5.183

8.  On the estimation of inbreeding depression using different measures of inbreeding from molecular markers.

Authors:  Armando Caballero; Beatriz Villanueva; Tom Druet
Journal:  Evol Appl       Date:  2020-10-23       Impact factor: 5.183

9.  Genomic partitioning of inbreeding depression in humans.

Authors:  Loic Yengo; Jian Yang; Matthew C Keller; Michael E Goddard; Naomi R Wray; Peter M Visscher
Journal:  Am J Hum Genet       Date:  2021-07-01       Impact factor: 11.043

10.  Associations of autozygosity with a broad range of human phenotypes.

Authors:  David W Clark; Yukinori Okada; Kristjan H S Moore; Dan Mason; Nicola Pirastu; Ilaria Gandin; Hannele Mattsson; Catriona L K Barnes; Kuang Lin; Jing Hua Zhao; Patrick Deelen; Rebecca Rohde; Claudia Schurmann; Xiuqing Guo; Franco Giulianini; Weihua Zhang; Carolina Medina-Gomez; Robert Karlsson; Yanchun Bao; Traci M Bartz; Clemens Baumbach; Ginevra Biino; Matthew J Bixley; Marco Brumat; Jin-Fang Chai; Tanguy Corre; Diana L Cousminer; Annelot M Dekker; David A Eccles; Kristel R van Eijk; Christian Fuchsberger; He Gao; Marine Germain; Scott D Gordon; Hugoline G de Haan; Sarah E Harris; Edith Hofer; Alicia Huerta-Chagoya; Catherine Igartua; Iris E Jansen; Yucheng Jia; Tim Kacprowski; Torgny Karlsson; Marcus E Kleber; Shengchao Alfred Li; Ruifang Li-Gao; Anubha Mahajan; Koichi Matsuda; Karina Meidtner; Weihua Meng; May E Montasser; Peter J van der Most; Matthias Munz; Teresa Nutile; Teemu Palviainen; Gauri Prasad; Rashmi B Prasad; Tallapragada Divya Sri Priyanka; Federica Rizzi; Erika Salvi; Bishwa R Sapkota; Daniel Shriner; Line Skotte; Melissa C Smart; Albert Vernon Smith; Ashley van der Spek; Cassandra N Spracklen; Rona J Strawbridge; Salman M Tajuddin; Stella Trompet; Constance Turman; Niek Verweij; Clara Viberti; Lihua Wang; Helen R Warren; Robyn E Wootton; Lisa R Yanek; Jie Yao; Noha A Yousri; Wei Zhao; Adebowale A Adeyemo; Saima Afaq; Carlos Alberto Aguilar-Salinas; Masato Akiyama; Matthew L Albert; Matthew A Allison; Maris Alver; Tin Aung; Fereidoun Azizi; Amy R Bentley; Heiner Boeing; Eric Boerwinkle; Judith B Borja; Gert J de Borst; Erwin P Bottinger; Linda Broer; Harry Campbell; Stephen Chanock; Miao-Li Chee; Guanjie Chen; Yii-Der I Chen; Zhengming Chen; Yen-Feng Chiu; Massimiliano Cocca; Francis S Collins; Maria Pina Concas; Janie Corley; Giovanni Cugliari; Rob M van Dam; Anna Damulina; Maryam S Daneshpour; Felix R Day; Graciela E Delgado; Klodian Dhana; Alexander S F Doney; Marcus Dörr; Ayo P Doumatey; Nduna Dzimiri; S Sunna Ebenesersdóttir; Joshua Elliott; Paul Elliott; Ralf Ewert; Janine F Felix; Krista Fischer; Barry I Freedman; Giorgia Girotto; Anuj Goel; Martin Gögele; Mark O Goodarzi; Mariaelisa Graff; Einat Granot-Hershkovitz; Francine Grodstein; Simonetta Guarrera; Daniel F Gudbjartsson; Kamran Guity; Bjarni Gunnarsson; Yu Guo; Saskia P Hagenaars; Christopher A Haiman; Avner Halevy; Tamara B Harris; Mehdi Hedayati; David A van Heel; Makoto Hirata; Imo Höfer; Chao Agnes Hsiung; Jinyan Huang; Yi-Jen Hung; M Arfan Ikram; Anuradha Jagadeesan; Pekka Jousilahti; Yoichiro Kamatani; Masahiro Kanai; Nicola D Kerrison; Thorsten Kessler; Kay-Tee Khaw; Chiea Chuen Khor; Dominique P V de Kleijn; Woon-Puay Koh; Ivana Kolcic; Peter Kraft; Bernhard K Krämer; Zoltán Kutalik; Johanna Kuusisto; Claudia Langenberg; Lenore J Launer; Deborah A Lawlor; I-Te Lee; Wen-Jane Lee; Markus M Lerch; Liming Li; Jianjun Liu; Marie Loh; Stephanie J London; Stephanie Loomis; Yingchang Lu; Jian'an Luan; Reedik Mägi; Ani W Manichaikul; Paolo Manunta; Gísli Másson; Nana Matoba; Xue W Mei; Christa Meisinger; Thomas Meitinger; Massimo Mezzavilla; Lili Milani; Iona Y Millwood; Yukihide Momozawa; Amy Moore; Pierre-Emmanuel Morange; Hortensia Moreno-Macías; Trevor A Mori; Alanna C Morrison; Taulant Muka; Yoshinori Murakami; Alison D Murray; Renée de Mutsert; Josyf C Mychaleckyj; Mike A Nalls; Matthias Nauck; Matt J Neville; Ilja M Nolte; Ken K Ong; Lorena Orozco; Sandosh Padmanabhan; Gunnar Pálsson; James S Pankow; Cristian Pattaro; Alison Pattie; Ozren Polasek; Neil Poulter; Peter P Pramstaller; Lluis Quintana-Murci; Katri Räikkönen; Sarju Ralhan; Dabeeru C Rao; Wouter van Rheenen; Stephen S Rich; Paul M Ridker; Cornelius A Rietveld; Antonietta Robino; Frank J A van Rooij; Daniela Ruggiero; Yasaman Saba; Charumathi Sabanayagam; Maria Sabater-Lleal; Cinzia Felicita Sala; Veikko Salomaa; Kevin Sandow; Helena Schmidt; Laura J Scott; William R Scott; Bahareh Sedaghati-Khayat; Bengt Sennblad; Jessica van Setten; Peter J Sever; Wayne H-H Sheu; Yuan Shi; Smeeta Shrestha; Sharvari Rahul Shukla; Jon K Sigurdsson; Timo Tonis Sikka; Jai Rup Singh; Blair H Smith; Alena Stančáková; Alice Stanton; John M Starr; Lilja Stefansdottir; Leon Straker; Patrick Sulem; Gardar Sveinbjornsson; Morris A Swertz; Adele M Taylor; Kent D Taylor; Natalie Terzikhan; Yih-Chung Tham; Gudmar Thorleifsson; Unnur Thorsteinsdottir; Annika Tillander; Russell P Tracy; Teresa Tusié-Luna; Ioanna Tzoulaki; Simona Vaccargiu; Jagadish Vangipurapu; Jan H Veldink; Veronique Vitart; Uwe Völker; Eero Vuoksimaa; Salma M Wakil; Melanie Waldenberger; Gurpreet S Wander; Ya Xing Wang; Nicholas J Wareham; Sarah Wild; Chittaranjan S Yajnik; Jian-Min Yuan; Lingyao Zeng; Liang Zhang; Jie Zhou; Najaf Amin; Folkert W Asselbergs; Stephan J L Bakker; Diane M Becker; Benjamin Lehne; David A Bennett; Leonard H van den Berg; Sonja I Berndt; Dwaipayan Bharadwaj; Lawrence F Bielak; Murielle Bochud; Mike Boehnke; Claude Bouchard; Jonathan P Bradfield; Jennifer A Brody; Archie Campbell; Shai Carmi; Mark J Caulfield; David Cesarini; John C Chambers; Giriraj Ratan Chandak; Ching-Yu Cheng; Marina Ciullo; Marilyn Cornelis; Daniele Cusi; George Davey Smith; Ian J Deary; Rajkumar Dorajoo; Cornelia M van Duijn; David Ellinghaus; Jeanette Erdmann; Johan G Eriksson; Evangelos Evangelou; Michele K Evans; Jessica D Faul; Bjarke Feenstra; Mary Feitosa; Sylvain Foisy; Andre Franke; Yechiel Friedlander; Paolo Gasparini; Christian Gieger; Clicerio Gonzalez; Philippe Goyette; Struan F A Grant; Lyn R Griffiths; Leif Groop; Vilmundur Gudnason; Ulf Gyllensten; Hakon Hakonarson; Anders Hamsten; Pim van der Harst; Chew-Kiat Heng; Andrew A Hicks; Hagit Hochner; Heikki Huikuri; Steven C Hunt; Vincent W V Jaddoe; Philip L De Jager; Magnus Johannesson; Åsa Johansson; Jost B Jonas; J Wouter Jukema; Juhani Junttila; Jaakko Kaprio; Sharon L R Kardia; Fredrik Karpe; Meena Kumari; Markku Laakso; Sander W van der Laan; Jari Lahti; Matthias Laudes; Rodney A Lea; Wolfgang Lieb; Thomas Lumley; Nicholas G Martin; Winfried März; Giuseppe Matullo; Mark I McCarthy; Sarah E Medland; Tony R Merriman; Andres Metspalu; Brian F Meyer; Karen L Mohlke; Grant W Montgomery; Dennis Mook-Kanamori; Patricia B Munroe; Kari E North; Dale R Nyholt; Jeffery R O'connell; Carole Ober; Albertine J Oldehinkel; Walter Palmas; Colin Palmer; Gerard G Pasterkamp; Etienne Patin; Craig E Pennell; Louis Perusse; Patricia A Peyser; Mario Pirastu; Tinca J C Polderman; David J Porteous; Danielle Posthuma; Bruce M Psaty; John D Rioux; Fernando Rivadeneira; Charles Rotimi; Jerome I Rotter; Igor Rudan; Hester M Den Ruijter; Dharambir K Sanghera; Naveed Sattar; Reinhold Schmidt; Matthias B Schulze; Heribert Schunkert; Robert A Scott; Alan R Shuldiner; Xueling Sim; Neil Small; Jennifer A Smith; Nona Sotoodehnia; E-Shyong Tai; Alexander Teumer; Nicholas J Timpson; Daniela Toniolo; David-Alexandre Tregouet; Tiinamaija Tuomi; Peter Vollenweider; Carol A Wang; David R Weir; John B Whitfield; Cisca Wijmenga; Tien-Yin Wong; John Wright; Jingyun Yang; Lei Yu; Babette S Zemel; Alan B Zonderman; Markus Perola; Patrik K E Magnusson; André G Uitterlinden; Jaspal S Kooner; Daniel I Chasman; Ruth J F Loos; Nora Franceschini; Lude Franke; Chris S Haley; Caroline Hayward; Robin G Walters; John R B Perry; Tōnu Esko; Agnar Helgason; Kari Stefansson; Peter K Joshi; Michiaki Kubo; James F Wilson
Journal:  Nat Commun       Date:  2019-10-31       Impact factor: 14.919

View more

北京卡尤迪生物科技股份有限公司 © 2022-2023.