Versatile simulations of admixture and accurate local ancestry inference with mixnmatch and ancestryinfer

被引:23
作者
Schumer, Molly [1 ,2 ,3 ]
Powell, Daniel L. [1 ,2 ,4 ]
Corbett-Detig, Russ [5 ,6 ]
机构
[1] Stanford Univ, Dept Biol, Stanford, CA 94305 USA
[2] Ctr Invest Cient Huastecas Aguazarca, Calnali, Hidalgo, Mexico
[3] Howard Hughes Med Inst, Stanford, CA USA
[4] Texas A&M Univ, Dept Biol, College Stn, TX 77843 USA
[5] Univ Calif Santa Cruz, Genom Inst, Santa Cruz, CA 95064 USA
[6] Univ Calif Santa Cruz, Dept Biomol Engn, Santa Cruz, CA 95064 USA
关键词
admixture; hidden Markov model; hybridization; local ancestry inference; GENOME; LANDSCAPE; EVOLUTION; DISCOVERY; DESIGN; MODELS;
D O I
10.1111/1755-0998.13175
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
It has become clear that hybridization between species is much more common than previously recognized. As a result, we now know that the genomes of many modern species, including our own, are a patchwork of regions derived from past hybridization events. Increasingly researchers are interested in disentangling which regions of the genome originated from each parental species using local ancestry inference methods. Due to the diverse effects of admixture, this interest is shared across disparate fields, from human genetics to research in ecology and evolutionary biology. However, local ancestry inference methods are sensitive to a range of biological and technical parameters which can impact accuracy. Here we present paired simulation and ancestry inference pipelines, mixnmatch and ancestryinfer, to help researchers plan and execute local ancestry inference studies. mixnmatch can simulate arbitrarily complex demographic histories in the parental and hybrid populations, selection on hybrids, and technical variables such as coverage and contamination. ancestryinfer takes as input sequencing reads from simulated or real individuals, and implements an efficient local ancestry inference pipeline. We perform a series of simulations with mixnmatch to pinpoint factors that influence accuracy in local ancestry inference and highlight useful features of the two pipelines. mixnmatch is a powerful tool for simulations of hybridization while ancestryinfer facilitates local ancestry inference on real or simulated data.
引用
收藏
页码:1141 / 1151
页数:11
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