Protocol to analyze population structure and migration history based on human genome variation data

被引:2
作者
Zhao, Zicheng [1 ,2 ]
Wang, Yinan [3 ,4 ]
Zhang, Zhe [5 ]
Li, Shuai Cheng [1 ]
机构
[1] City Univ Hong Kong, Dept Comp Sci, Kowloon, Hong Kong 999077, Peoples R China
[2] Shenzhen Byoryn Technol Co Ltd, Shenzhen 518000, Peoples R China
[3] Peking Univ Shenzhen Hosp, 1120 Lianhua Rd, Shenzhen 518036, Peoples R China
[4] Southern Univ Sci & Technol, Sch Med, 1088 Xueyuan Ave, Shenzhen 518055, Peoples R China
[5] Jinan Univ, Zhuhai Peoples Hosp, Zhuhai Hosp, Dept Cardiol, 79 Kangning Rd, Zhuhai 519000, Peoples R China
来源
STAR PROTOCOLS | 2023年 / 4卷 / 01期
关键词
ASSOCIATION; DISCOVERY; FRAMEWORK; INFERENCE; ADMIXTURE; SNP;
D O I
10.1016/j.xpro.2022.101928
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
We describe a protocol to integrate genome variation data from different data sets and explore the population structure and migration history of human populations. This protocol provides semi-automated scripts to perform and visualize the effect of variant filtering strategy on eliminating batch effects, principal component analysis, ancestry component analysis, historical population effective size inference, and migration and isolation analysis based on independent biallelic SNPs, genotype likelihoods, and haplotypes. The protocol can be adapted to variation data from other sources.For complete details on the use and execution of this protocol, please refer to Zhang et al. (2022).1
引用
收藏
页数:21
相关论文
共 28 条
  • [1] Fast model-based estimation of ancestry in unrelated individuals
    Alexander, David H.
    Novembre, John
    Lange, Kenneth
    [J]. GENOME RESEARCH, 2009, 19 (09) : 1655 - 1664
  • [2] A global reference for human genetic variation
    Altshuler, David M.
    Durbin, Richard M.
    Abecasis, Goncalo R.
    Bentley, David R.
    Chakravarti, Aravinda
    Clark, Andrew G.
    Donnelly, Peter
    Eichler, Evan E.
    Flicek, Paul
    Gabriel, Stacey B.
    Gibbs, Richard A.
    Green, Eric D.
    Hurles, Matthew E.
    Knoppers, Bartha M.
    Korbel, Jan O.
    Lander, Eric S.
    Lee, Charles
    Lehrach, Hans
    Mardis, Elaine R.
    Marth, Gabor T.
    McVean, Gil A.
    Nickerson, Deborah A.
    Wang, Jun
    Wilson, Richard K.
    Boerwinkle, Eric
    Doddapaneni, Harsha
    Han, Yi
    Korchina, Viktoriya
    Kovar, Christie
    Lee, Sandra
    Muzny, Donna
    Reid, Jeffrey G.
    Zhu, Yiming
    Chang, Yuqi
    Feng, Qiang
    Fang, Xiaodong
    Guo, Xiaosen
    Jian, Min
    Jiang, Hui
    Jin, Xin
    Lan, Tianming
    Li, Guoqing
    Li, Jingxiang
    Li, Yingrui
    Liu, Shengmao
    Liu, Xiao
    Lu, Yao
    Ma, Xuedi
    Tang, Meifang
    Wang, Bo
    [J]. NATURE, 2015, 526 (7571) : 68 - +
  • [3] A new cannula to ease cement injection during vertebroplasty
    Baroud, G
    Steffen, T
    [J]. EUROPEAN SPINE JOURNAL, 2005, 14 (05) : 474 - 479
  • [4] Rapid and accurate haplotype phasing and missing-data inference for whole-genome association studies by use of localized haplotype clustering
    Browning, Sharon R.
    Browning, Brian L.
    [J]. AMERICAN JOURNAL OF HUMAN GENETICS, 2007, 81 (05) : 1084 - 1097
  • [5] Second-generation PLINK: rising to the challenge of larger and richer datasets
    Chang, Christopher C.
    Chow, Carson C.
    Tellier, Laurent C. A. M.
    Vattikuti, Shashaank
    Purcell, Shaun M.
    Lee, James J.
    [J]. GIGASCIENCE, 2015, 4
  • [6] SOAPnuke: a MapReduce acceleration-supported software for integrated quality control and preprocessing of high-throughput sequencing data
    Chen, Yuxin
    Chen, Yongsheng
    Shi, Chunmei
    Huang, Zhibo
    Zhang, Yong
    Li, Shengkang
    Li, Yan
    Ye, Jia
    Yu, Chang
    Li, Zhuo
    Zhang, Xiuqing
    Wang, Jian
    Yang, Huanming
    Fang, Lin
    Chen, Qiang
    [J]. GIGASCIENCE, 2017, 7 (01): : 1 - 6
  • [7] Cheng JY, 2017, BIOINFORMATICS, V33, P2148, DOI [10.1093/bioinformatics/btx098, 10.1093/bioinformatics/btx711]
  • [8] Improved whole-chromosome phasing for disease and population genetic studies
    Delaneau, Olivier
    Zagury, Jean-Francois
    Marchini, Jonathan
    [J]. NATURE METHODS, 2013, 10 (01) : 5 - 6
  • [9] A framework for variation discovery and genotyping using next-generation DNA sequencing data
    DePristo, Mark A.
    Banks, Eric
    Poplin, Ryan
    Garimella, Kiran V.
    Maguire, Jared R.
    Hartl, Christopher
    Philippakis, Anthony A.
    del Angel, Guillermo
    Rivas, Manuel A.
    Hanna, Matt
    McKenna, Aaron
    Fennell, Tim J.
    Kernytsky, Andrew M.
    Sivachenko, Andrey Y.
    Cibulskis, Kristian
    Gabriel, Stacey B.
    Altshuler, David
    Daly, Mark J.
    [J]. NATURE GENETICS, 2011, 43 (05) : 491 - +
  • [10] Huber W, 2015, NAT METHODS, V12, P115, DOI [10.1038/NMETH.3252, 10.1038/nmeth.3252]