Literature DB >> 33737531

Impact of pre- and post-variant filtration strategies on imputation.

Céline Charon1, Rodrigue Allodji2, Vincent Meyer3, Jean-François Deleuze3.   

Abstract

Quality control (QC) methods for genome-wide association studies and fine mapping are commonly used for imputation, however they result in loss of many single nucleotide polymorphisms (SNPs). To investigate the consequences of filtration on imputation, we studied the direct effects on the number of markers, their allele frequencies, imputation quality scores and post-filtration events. We pre-phrased 1031 genotyped individuals from diverse ethnicities and compared the imputed variants to 1089 NCBI recorded individuals for additional validation. Without QC-based variant pre-filtration, we observed no impairment in the imputation of SNPs that failed QC whereas with pre-filtration there was an overall loss of information. Significant differences between frequencies with and without pre-filtration were found only in the range of very rare (5E-04-1E-03) and rare variants (1E-03-5E-03) (p < 1E-04). Increasing the post-filtration imputation quality score from 0.3 to 0.8 reduced the number of single nucleotide variants (SNVs) < 0.001 2.5 fold with or without QC pre-filtration and halved the number of very rare variants (5E-04). Thus, to maintain confidence and enough SNVs, we propose here a two-step filtering procedure which allows less stringent filtering prior to imputation and post-imputation in order to increase the number of very rare and rare variants compared to conservative filtration methods.

Entities:  

Year:  2021        PMID: 33737531     DOI: 10.1038/s41598-021-85333-z

Source DB:  PubMed          Journal:  Sci Rep        ISSN: 2045-2322            Impact factor:   4.379


  52 in total

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Authors:  Andrew G Clark; Jian Li
Journal:  Nat Genet       Date:  2007-07       Impact factor: 38.330

2.  IGG3: a tool to rapidly integrate large genotype datasets for whole-genome imputation and individual-level meta-analysis.

Authors:  Miao-Xin Li; Lin Jiang; Patrick Yu-Ping Kao; Pak-C Sham; You-Qiang Song
Journal:  Bioinformatics       Date:  2009-04-03       Impact factor: 6.937

Review 3.  Meta-analysis methods for genome-wide association studies and beyond.

Authors:  Evangelos Evangelou; John P A Ioannidis
Journal:  Nat Rev Genet       Date:  2013-05-09       Impact factor: 53.242

4.  Data quality control in genetic case-control association studies.

Authors:  Carl A Anderson; Fredrik H Pettersson; Geraldine M Clarke; Lon R Cardon; Andrew P Morris; Krina T Zondervan
Journal:  Nat Protoc       Date:  2010-08-26       Impact factor: 13.491

Review 5.  Genotype imputation.

Authors:  Yun Li; Cristen Willer; Serena Sanna; Gonçalo Abecasis
Journal:  Annu Rev Genomics Hum Genet       Date:  2009       Impact factor: 8.929

Review 6.  Finding the missing heritability of complex diseases.

Authors:  Teri A Manolio; Francis S Collins; Nancy J Cox; David B Goldstein; Lucia A Hindorff; David J Hunter; Mark I McCarthy; Erin M Ramos; Lon R Cardon; Aravinda Chakravarti; Judy H Cho; Alan E Guttmacher; Augustine Kong; Leonid Kruglyak; Elaine Mardis; Charles N Rotimi; Montgomery Slatkin; David Valle; Alice S Whittemore; Michael Boehnke; Andrew G Clark; Evan E Eichler; Greg Gibson; Jonathan L Haines; Trudy F C Mackay; Steven A McCarroll; Peter M Visscher
Journal:  Nature       Date:  2009-10-08       Impact factor: 49.962

7.  Genotype-imputation accuracy across worldwide human populations.

Authors:  Lucy Huang; Yun Li; Andrew B Singleton; John A Hardy; Gonçalo Abecasis; Noah A Rosenberg; Paul Scheet
Journal:  Am J Hum Genet       Date:  2009-02       Impact factor: 11.025

8.  Impact of pre-imputation SNP-filtering on genotype imputation results.

Authors:  Nab Raj Roshyara; Holger Kirsten; Katrin Horn; Peter Ahnert; Markus Scholz
Journal:  BMC Genet       Date:  2014-08-12       Impact factor: 2.797

9.  An integrated map of genetic variation from 1,092 human genomes.

Authors:  Goncalo R Abecasis; Adam Auton; Lisa D Brooks; Mark A DePristo; Richard M Durbin; Robert E Handsaker; Hyun Min Kang; Gabor T Marth; Gil A McVean
Journal:  Nature       Date:  2012-11-01       Impact factor: 49.962

10.  The genetic architecture of type 2 diabetes.

Authors:  Christian Fuchsberger; Jason Flannick; Tanya M Teslovich; Anubha Mahajan; Vineeta Agarwala; Kyle J Gaulton; Clement Ma; Pierre Fontanillas; Loukas Moutsianas; Davis J McCarthy; Manuel A Rivas; John R B Perry; Xueling Sim; Thomas W Blackwell; Neil R Robertson; N William Rayner; Pablo Cingolani; Adam E Locke; Juan Fernandez Tajes; Heather M Highland; Josee Dupuis; Peter S Chines; Cecilia M Lindgren; Christopher Hartl; Anne U Jackson; Han Chen; Jeroen R Huyghe; Martijn van de Bunt; Richard D Pearson; Ashish Kumar; Martina Müller-Nurasyid; Niels Grarup; Heather M Stringham; Eric R Gamazon; Jaehoon Lee; Yuhui Chen; Robert A Scott; Jennifer E Below; Peng Chen; Jinyan Huang; Min Jin Go; Michael L Stitzel; Dorota Pasko; Stephen C J Parker; Tibor V Varga; Todd Green; Nicola L Beer; Aaron G Day-Williams; Teresa Ferreira; Tasha Fingerlin; Momoko Horikoshi; Cheng Hu; Iksoo Huh; Mohammad Kamran Ikram; Bong-Jo Kim; Yongkang Kim; Young Jin Kim; Min-Seok Kwon; Juyoung Lee; Selyeong Lee; Keng-Han Lin; Taylor J Maxwell; Yoshihiko Nagai; Xu Wang; Ryan P Welch; Joon Yoon; Weihua Zhang; Nir Barzilai; Benjamin F Voight; Bok-Ghee Han; Christopher P Jenkinson; Teemu Kuulasmaa; Johanna Kuusisto; Alisa Manning; Maggie C Y Ng; Nicholette D Palmer; Beverley Balkau; Alena Stančáková; Hanna E Abboud; Heiner Boeing; Vilmantas Giedraitis; Dorairaj Prabhakaran; Omri Gottesman; James Scott; Jason Carey; Phoenix Kwan; George Grant; Joshua D Smith; Benjamin M Neale; Shaun Purcell; Adam S Butterworth; Joanna M M Howson; Heung Man Lee; Yingchang Lu; Soo-Heon Kwak; Wei Zhao; John Danesh; Vincent K L Lam; Kyong Soo Park; Danish Saleheen; Wing Yee So; Claudia H T Tam; Uzma Afzal; David Aguilar; Rector Arya; Tin Aung; Edmund Chan; Carmen Navarro; Ching-Yu Cheng; Domenico Palli; Adolfo Correa; Joanne E Curran; Denis Rybin; Vidya S Farook; Sharon P Fowler; Barry I Freedman; Michael Griswold; Daniel Esten Hale; Pamela J Hicks; Chiea-Chuen Khor; Satish Kumar; Benjamin Lehne; Dorothée Thuillier; Wei Yen Lim; Jianjun Liu; Yvonne T van der Schouw; Marie Loh; Solomon K Musani; Sobha Puppala; William R Scott; Loïc Yengo; Sian-Tsung Tan; Herman A Taylor; Farook Thameem; Gregory Wilson; Tien Yin Wong; Pål Rasmus Njølstad; Jonathan C Levy; Massimo Mangino; Lori L Bonnycastle; Thomas Schwarzmayr; João Fadista; Gabriela L Surdulescu; Christian Herder; Christopher J Groves; Thomas Wieland; Jette Bork-Jensen; Ivan Brandslund; Cramer Christensen; Heikki A Koistinen; Alex S F Doney; Leena Kinnunen; Tõnu Esko; Andrew J Farmer; Liisa Hakaste; Dylan Hodgkiss; Jasmina Kravic; Valeriya Lyssenko; Mette Hollensted; Marit E Jørgensen; Torben Jørgensen; Claes Ladenvall; Johanne Marie Justesen; Annemari Käräjämäki; Jennifer Kriebel; Wolfgang Rathmann; Lars Lannfelt; Torsten Lauritzen; Narisu Narisu; Allan Linneberg; Olle Melander; Lili Milani; Matt Neville; Marju Orho-Melander; Lu Qi; Qibin Qi; Michael Roden; Olov Rolandsson; Amy Swift; Anders H Rosengren; Kathleen Stirrups; Andrew R Wood; Evelin Mihailov; Christine Blancher; Mauricio O Carneiro; Jared Maguire; Ryan Poplin; Khalid Shakir; Timothy Fennell; Mark DePristo; Martin Hrabé de Angelis; Panos Deloukas; Anette P Gjesing; Goo Jun; Peter Nilsson; Jacquelyn Murphy; Robert Onofrio; Barbara Thorand; Torben Hansen; Christa Meisinger; Frank B Hu; Bo Isomaa; Fredrik Karpe; Liming Liang; Annette Peters; Cornelia Huth; Stephen P O'Rahilly; Colin N A Palmer; Oluf Pedersen; Rainer Rauramaa; Jaakko Tuomilehto; Veikko Salomaa; Richard M Watanabe; Ann-Christine Syvänen; Richard N Bergman; Dwaipayan Bharadwaj; Erwin P Bottinger; Yoon Shin Cho; Giriraj R Chandak; Juliana C N Chan; Kee Seng Chia; Mark J Daly; Shah B Ebrahim; Claudia Langenberg; Paul Elliott; Kathleen A Jablonski; Donna M Lehman; Weiping Jia; Ronald C W Ma; Toni I Pollin; Manjinder Sandhu; Nikhil Tandon; Philippe Froguel; Inês Barroso; Yik Ying Teo; Eleftheria Zeggini; Ruth J F Loos; Kerrin S Small; Janina S Ried; Ralph A DeFronzo; Harald Grallert; Benjamin Glaser; Andres Metspalu; Nicholas J Wareham; Mark Walker; Eric Banks; Christian Gieger; Erik Ingelsson; Hae Kyung Im; Thomas Illig; Paul W Franks; Gemma Buck; Joseph Trakalo; David Buck; Inga Prokopenko; Reedik Mägi; Lars Lind; Yossi Farjoun; Katharine R Owen; Anna L Gloyn; Konstantin Strauch; Tiinamaija Tuomi; Jaspal Singh Kooner; Jong-Young Lee; Taesung Park; Peter Donnelly; Andrew D Morris; Andrew T Hattersley; Donald W Bowden; Francis S Collins; Gil Atzmon; John C Chambers; Timothy D Spector; Markku Laakso; Tim M Strom; Graeme I Bell; John Blangero; Ravindranath Duggirala; E Shyong Tai; Gilean McVean; Craig L Hanis; James G Wilson; Mark Seielstad; Timothy M Frayling; James B Meigs; Nancy J Cox; Rob Sladek; Eric S Lander; Stacey Gabriel; Noël P Burtt; Karen L Mohlke; Thomas Meitinger; Leif Groop; Goncalo Abecasis; Jose C Florez; Laura J Scott; Andrew P Morris; Hyun Min Kang; Michael Boehnke; David Altshuler; Mark I McCarthy
Journal:  Nature       Date:  2016-07-11       Impact factor: 69.504

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