Literature DB >> 35048190

Fine human genetic map based on UK10K data set.

Ziqian Hao1, Pengyuan Du1, Yi-Hsuan Pan2, Haipeng Li3.   

Abstract

Recombination is a major force that shapes genetic diversity. Determination of recombination rate is important and can theoretically be improved by increasing the sample size. However, it is nearly impossible to estimate recombination rates using traditional population genetics methods when the sample size is large because these methods are highly computationally demanding. In this study, we used a refined machine learning approach to estimate the recombination rate of the human genome using the UK10K human genomic dataset with 7,562 genomic sequences and its three subsets with 200, 400 and 2,000 genomic sequences. The estimation was performed under the human Out-of-Africa demographic model. We not only obtained an accurate human genetic map, but also found that the fluctuation of estimated recombination rate is reduced along the human genome when the sample size increases. The estimated UK10K recombination rate heterogeneity is less than that estimated from its subsets. Our results demonstrate how the sample size affects the estimated recombination rate, and analyses of a larger number of genomes result in a more precise estimation of recombination rate. The accurate genetic map based on UK10K data set is also expected to benefit other human biology researches.
© 2021. The Author(s), under exclusive licence to Springer-Verlag GmbH Germany, part of Springer Nature.

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Year:  2022        PMID: 35048190     DOI: 10.1007/s00439-021-02415-8

Source DB:  PubMed          Journal:  Hum Genet        ISSN: 0340-6717            Impact factor:   4.132


  56 in total

1.  Estimating recombination rates from population genetic data.

Authors:  P Fearnhead; P Donnelly
Journal:  Genetics       Date:  2001-11       Impact factor: 4.562

2.  High-resolution patterns of meiotic recombination across the human major histocompatibility complex.

Authors:  Michael Cullen; Stephen P Perfetto; William Klitz; George Nelson; Mary Carrington
Journal:  Am J Hum Genet       Date:  2002-09-23       Impact factor: 11.025

3.  Recombination rate estimation in the presence of hotspots.

Authors:  Adam Auton; Gil McVean
Journal:  Genome Res       Date:  2007-07-10       Impact factor: 9.043

Review 4.  An evolutionary view of human recombination.

Authors:  Graham Coop; Molly Przeworski
Journal:  Nat Rev Genet       Date:  2006-12-05       Impact factor: 53.242

Review 5.  Patterns of linkage disequilibrium in the human genome.

Authors:  Kristin G Ardlie; Leonid Kruglyak; Mark Seielstad
Journal:  Nat Rev Genet       Date:  2002-04       Impact factor: 53.242

6.  Crossovers are associated with mutation and biased gene conversion at recombination hotspots.

Authors:  Barbara Arbeithuber; Andrea J Betancourt; Thomas Ebner; Irene Tiemann-Boege
Journal:  Proc Natl Acad Sci U S A       Date:  2015-02-02       Impact factor: 11.205

7.  Effects of Demographic History on the Detection of Recombination Hotspots from Linkage Disequilibrium.

Authors:  Amy L Dapper; Bret A Payseur
Journal:  Mol Biol Evol       Date:  2018-02-01       Impact factor: 16.240

8.  Insights into variation in meiosis from 31,228 human sperm genomes.

Authors:  Avery Davis Bell; Curtis J Mello; James Nemesh; Sara A Brumbaugh; Alec Wysoker; Steven A McCarroll
Journal:  Nature       Date:  2020-06-03       Impact factor: 49.962

9.  The Unreasonable Effectiveness of Convolutional Neural Networks in Population Genetic Inference.

Authors:  Lex Flagel; Yaniv Brandvain; Daniel R Schrider
Journal:  Mol Biol Evol       Date:  2019-02-01       Impact factor: 16.240

10.  A map of human PRDM9 binding provides evidence for novel behaviors of PRDM9 and other zinc-finger proteins in meiosis.

Authors:  Nicolas Altemose; Nudrat Noor; Emmanuelle Bitoun; Afidalina Tumian; Michael Imbeault; J Ross Chapman; A Radu Aricescu; Simon R Myers
Journal:  Elife       Date:  2017-10-26       Impact factor: 8.140

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