Literature DB >> 22954633

Mendel-GPU: haplotyping and genotype imputation on graphics processing units.

Gary K Chen1, Kai Wang, Alex H Stram, Eric M Sobel, Kenneth Lange.   

Abstract

MOTIVATION: In modern sequencing studies, one can improve the confidence of genotype calls by phasing haplotypes using information from an external reference panel of fully typed unrelated individuals. However, the computational demands are so high that they prohibit researchers with limited computational resources from haplotyping large-scale sequence data.
RESULTS: Our graphics processing unit based software delivers haplotyping and imputation accuracies comparable to competing programs at a fraction of the computational cost and peak memory demand. AVAILABILITY: Mendel-GPU, our OpenCL software, runs on Linux platforms and is portable across AMD and nVidia GPUs. Users can download both code and documentation at http://code.google.com/p/mendel-gpu/. CONTACT: gary.k.chen@usc.edu. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online.

Entities:  

Mesh:

Year:  2012        PMID: 22954633      PMCID: PMC3634317          DOI: 10.1093/bioinformatics/bts536

Source DB:  PubMed          Journal:  Bioinformatics        ISSN: 1367-4803            Impact factor:   6.937


  9 in total

1.  PLINK: a tool set for whole-genome association and population-based linkage analyses.

Authors:  Shaun Purcell; Benjamin Neale; Kathe Todd-Brown; Lori Thomas; Manuel A R Ferreira; David Bender; Julian Maller; Pamela Sklar; Paul I W de Bakker; Mark J Daly; Pak C Sham
Journal:  Am J Hum Genet       Date:  2007-07-25       Impact factor: 11.025

2.  Penalized estimation of haplotype frequencies.

Authors:  Kristin L Ayers; Kenneth Lange
Journal:  Bioinformatics       Date:  2008-05-16       Impact factor: 6.937

3.  Rapid and accurate haplotype phasing and missing-data inference for whole-genome association studies by use of localized haplotype clustering.

Authors:  Sharon R Browning; Brian L Browning
Journal:  Am J Hum Genet       Date:  2007-09-21       Impact factor: 11.025

4.  MaCH: using sequence and genotype data to estimate haplotypes and unobserved genotypes.

Authors:  Yun Li; Cristen J Willer; Jun Ding; Paul Scheet; Gonçalo R Abecasis
Journal:  Genet Epidemiol       Date:  2010-12       Impact factor: 2.135

Review 5.  Haplotype phasing: existing methods and new developments.

Authors:  Sharon R Browning; Brian L Browning
Journal:  Nat Rev Genet       Date:  2011-09-16       Impact factor: 53.242

6.  Graphics Processing Units and High-Dimensional Optimization.

Authors:  Hua Zhou; Kenneth Lange; Marc A Suchard
Journal:  Stat Sci       Date:  2010-08-01       Impact factor: 2.901

7.  A map of human genome variation from population-scale sequencing.

Authors:  Gonçalo R Abecasis; David Altshuler; Adam Auton; Lisa D Brooks; Richard M Durbin; Richard A Gibbs; Matt E Hurles; Gil A McVean
Journal:  Nature       Date:  2010-10-28       Impact factor: 49.962

8.  A scalable and portable framework for massively parallel variable selection in genetic association studies.

Authors:  Gary K Chen
Journal:  Bioinformatics       Date:  2012-01-11       Impact factor: 6.937

9.  A flexible and accurate genotype imputation method for the next generation of genome-wide association studies.

Authors:  Bryan N Howie; Peter Donnelly; Jonathan Marchini
Journal:  PLoS Genet       Date:  2009-06-19       Impact factor: 5.917

  9 in total
  7 in total

1.  Next Generation Statistical Genetics: Modeling, Penalization, and Optimization in High-Dimensional Data.

Authors:  Kenneth Lange; Jeanette C Papp; Janet S Sinsheimer; Eric M Sobel
Journal:  Annu Rev Stat Appl       Date:  2014-01-01       Impact factor: 5.810

2.  Value of Mendelian laws of segregation in families: data quality control, imputation, and beyond.

Authors:  Elizabeth M Blue; Lei Sun; Nathan L Tintle; Ellen M Wijsman
Journal:  Genet Epidemiol       Date:  2014-09       Impact factor: 2.135

3.  A fast Data-Driven method for genotype imputation, phasing, and local ancestry inference: MendelImpute.jl.

Authors:  Benjamin B Chu; Eric M Sobel; Rory Wasiolek; Seyoon Ko; Janet S Sinsheimer; Hua Zhou; Kenneth Lange
Journal:  Bioinformatics       Date:  2021-07-21       Impact factor: 6.931

4.  Imputation in families using a heuristic phasing approach.

Authors:  August N Blackburn; Angela K Dean; Donna M Lehman
Journal:  BMC Proc       Date:  2014-06-17

5.  A genome-wide scan for breast cancer risk haplotypes among African American women.

Authors:  Chi Song; Gary K Chen; Robert C Millikan; Christine B Ambrosone; Esther M John; Leslie Bernstein; Wei Zheng; Jennifer J Hu; Regina G Ziegler; Sarah Nyante; Elisa V Bandera; Sue A Ingles; Michael F Press; Sandra L Deming; Jorge L Rodriguez-Gil; Stephen J Chanock; Peggy Wan; Xin Sheng; Loreall C Pooler; David J Van Den Berg; Loic Le Marchand; Laurence N Kolonel; Brian E Henderson; Chris A Haiman; Daniel O Stram
Journal:  PLoS One       Date:  2013-02-28       Impact factor: 3.240

Review 6.  Discovering epistasis in large scale genetic association studies by exploiting graphics cards.

Authors:  Gary K Chen; Yunfei Guo
Journal:  Front Genet       Date:  2013-12-03       Impact factor: 4.599

7.  Accelerating Wright-Fisher Forward Simulations on the Graphics Processing Unit.

Authors:  David S Lawrie
Journal:  G3 (Bethesda)       Date:  2017-09-07       Impact factor: 3.154

  7 in total

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