• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

基于基因组序列的随机交配的蒙特卡罗置换检验。

A Monte Carlo permutation test for random mating using genome sequences.

机构信息

Chinese Academy of Sciences and Max Planck Society-CAS-MPG Partner Institute for Computational Biology, Shanghai Institutes for Biological Sciences, Chinese Academy of Sciences, Shanghai, China.

出版信息

PLoS One. 2013 Aug 5;8(8):e71496. doi: 10.1371/journal.pone.0071496. Print 2013.

DOI:10.1371/journal.pone.0071496
PMID:23940765
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC3734302/
Abstract

Testing for random mating of a population is important in population genetics, because deviations from randomness of mating may indicate inbreeding, population stratification, natural selection, or sampling bias. However, current methods use only observed numbers of genotypes and alleles, and do not take advantage of the fact that the advent of sequencing technology provides an opportunity to investigate this topic in unprecedented detail. To address this opportunity, a novel statistical test for random mating is required in population genomics studies for which large sequencing datasets are generally available. Here, we propose a Monte-Carlo-based-permutation test (MCP) as an approach to detect random mating. Computer simulations used to evaluate the performance of the permutation test indicate that its type I error is well controlled and that its statistical power is greater than that of the commonly used chi-square test (CHI). Our simulation study shows the power of our test is greater for datasets characterized by lower levels of migration between subpopulations. In addition, test power increases with increasing recombination rate, sample size, and divergence time of subpopulations. For populations exhibiting limited migration and having average levels of population divergence, the statistical power approaches 1 for sequences longer than 1 Mbp and for samples of 400 individuals or more. Taken together, our results suggest that our permutation test is a valuable tool to detect random mating of populations, especially in population genomics studies.

摘要

检测群体的随机交配对于群体遗传学非常重要,因为交配的非随机性可能表明近亲繁殖、群体分层、自然选择或抽样偏差。然而,目前的方法仅使用观察到的基因型和等位基因数量,并且没有利用测序技术的出现为我们提供了一个前所未有的细节研究这一课题的机会。为了利用这一机会,需要在通常具有大量测序数据的群体基因组学研究中提出一种新的用于随机交配的统计检验方法。在这里,我们提出了一种基于蒙特卡罗模拟的置换检验(MCP)方法,作为检测随机交配的一种方法。用于评估置换检验性能的计算机模拟表明,它的Ⅰ型错误得到了很好的控制,其统计功效大于常用的卡方检验(CHI)。我们的模拟研究表明,对于亚群之间迁移水平较低的数据集,我们的检验具有更高的功效。此外,检验功效随着重组率、样本量和亚群分歧时间的增加而增加。对于表现出有限迁移且具有平均种群分歧水平的群体,对于长度超过 1 Mbp 的序列和 400 个个体或更多的样本,统计功效接近 1。总的来说,我们的结果表明,我们的置换检验是一种检测群体随机交配的有效工具,特别是在群体基因组学研究中。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/383c/3734302/4399ef54d8ef/pone.0071496.g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/383c/3734302/79f2912cbcce/pone.0071496.g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/383c/3734302/4399ef54d8ef/pone.0071496.g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/383c/3734302/79f2912cbcce/pone.0071496.g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/383c/3734302/4399ef54d8ef/pone.0071496.g002.jpg

相似文献

1
A Monte Carlo permutation test for random mating using genome sequences.基于基因组序列的随机交配的蒙特卡罗置换检验。
PLoS One. 2013 Aug 5;8(8):e71496. doi: 10.1371/journal.pone.0071496. Print 2013.
2
A Markov chain Monte Carlo approach for joint inference of population structure and inbreeding rates from multilocus genotype data.一种用于从多位点基因型数据联合推断群体结构和近亲繁殖率的马尔可夫链蒙特卡罗方法。
Genetics. 2007 Jul;176(3):1635-51. doi: 10.1534/genetics.107.072371. Epub 2007 May 4.
3
Performing Parentage Analysis in the Presence of Inbreeding and Null Alleles.在存在近交和无效等位基因的情况下进行亲权分析。
Genetics. 2018 Dec;210(4):1467-1481. doi: 10.1534/genetics.118.301592. Epub 2018 Oct 18.
4
A robust statistical method to detect null alleles in microsatellite and SNP datasets in both panmictic and inbred populations.一种强大的统计方法,用于在随机交配群体和近交群体的微卫星和单核苷酸多态性数据集中检测无效等位基因。
Stat Appl Genet Mol Biol. 2011;10:Article 9. doi: 10.2202/1544-6115.1620.
5
Exact test of Hardy-Weinberg equilibrium by Markov chain Monte Carlo.通过马尔可夫链蒙特卡罗方法对哈迪-温伯格平衡进行精确检验。
Math Med Biol. 2003 Dec;20(4):327-40. doi: 10.1093/imammb/20.4.327.
6
Minimizing inbreeding by managing genetic contributions across generations.通过管理代际间的遗传贡献来尽量减少近亲繁殖。
Genetics. 2003 Aug;164(4):1589-95. doi: 10.1093/genetics/164.4.1589.
7
Sib mating designs for mapping quantitative trait loci.用于定位数量性状基因座的同胞交配设计。
Genetica. 1998;104(1):9-19. doi: 10.1023/a:1003220609636.
8
A robust test for assortative mating.
Eur J Hum Genet. 2000 Feb;8(2):119-24. doi: 10.1038/sj.ejhg.5200430.
9
Population genetics of autopolyploids under a mixed mating model and the estimation of selfing rate.混合交配模型下同源多倍体的群体遗传学及自交率估计
Mol Ecol Resour. 2016 Jan;16(1):103-17. doi: 10.1111/1755-0998.12431. Epub 2015 Jun 3.
10
Testing Departure from Hardy-Weinberg Proportions.检验偏离哈迪-温伯格平衡比例的情况。
Methods Mol Biol. 2017;1666:83-115. doi: 10.1007/978-1-4939-7274-6_6.

引用本文的文献

1
Characterization of fine geographic scale population genetics in sugar kelp (Saccharina latissima) using genome-wide markers.利用全基因组标记对糖海带(Saccharina latissima)进行精细地理尺度种群遗传学特征分析。
BMC Genomics. 2024 Sep 30;25(1):901. doi: 10.1186/s12864-024-10793-2.
2
Firing patterns of gonadotropin-releasing hormone neurons are sculpted by their biologic state.促性腺激素释放激素神经元的放电模式由其生物学状态塑造。
R Soc Open Sci. 2020 Aug 12;7(8):201040. doi: 10.1098/rsos.201040. eCollection 2020 Aug.

本文引用的文献

1
AN EXACT TEST FOR POPULATION DIFFERENTIATION.一种用于群体分化的精确检验。
Evolution. 1995 Dec;49(6):1280-1283. doi: 10.1111/j.1558-5646.1995.tb04456.x.
2
A comparison of tests for Hardy-Weinberg equilibrium.哈迪-温伯格平衡检验方法的比较。
Biometrics. 1980 Dec;36(4):627-42.
3
A genome-wide association study using international breeding-evaluation data identifies major loci affecting production traits and stature in the Brown Swiss cattle breed.一项利用国际育种评估数据进行的全基因组关联研究,确定了影响瑞士褐牛生产性状和体尺的主要基因座。
BMC Genet. 2012 Oct 2;13:82. doi: 10.1186/1471-2156-13-82.
4
A mixed-model approach for genome-wide association studies of correlated traits in structured populations.基于结构群体相关性状的全基因组关联研究的混合模型方法。
Nat Genet. 2012 Sep;44(9):1066-71. doi: 10.1038/ng.2376. Epub 2012 Aug 19.
5
Genomic patterns of homozygosity in worldwide human populations.全球人类群体中同型合子的基因组模式。
Am J Hum Genet. 2012 Aug 10;91(2):275-92. doi: 10.1016/j.ajhg.2012.06.014.
6
Inferring weak population structure with the assistance of sample group information.借助样本群组信息推断较弱的群体结构。
Mol Ecol Resour. 2009 Sep;9(5):1322-32. doi: 10.1111/j.1755-0998.2009.02591.x. Epub 2009 Apr 1.
7
Genome-wide association studies: results from the first few years and potential implications for clinical medicine.全基因组关联研究:最初几年的结果及其对临床医学的潜在影响。
Annu Rev Med. 2011;62:11-24. doi: 10.1146/annurev.med.091708.162036.
8
Fine-scale recombination rate differences between sexes, populations and individuals.性别、种群和个体之间精细的重组率差异。
Nature. 2010 Oct 28;467(7319):1099-103. doi: 10.1038/nature09525.
9
New approaches to population stratification in genome-wide association studies.全基因组关联研究中群体分层的新方法。
Nat Rev Genet. 2010 Jul;11(7):459-63. doi: 10.1038/nrg2813.
10
Distributions of Hardy-Weinberg equilibrium test statistics.哈迪-温伯格平衡检验统计量的分布。
Genetics. 2008 Nov;180(3):1609-16. doi: 10.1534/genetics.108.088005. Epub 2008 Sep 14.