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估计基因渐渗作为成对距离的函数。

Estimates of introgression as a function of pairwise distances.

机构信息

Institute for Medical Informatics, Statistics and Documentation, Medical University, Graz, Austria.

Department of Entomology and Center for Comparative Genomics, Institute for Biodiversity Science and Sustainability, California Academy of Sciences, 55 Music Concourse Dr., San Francisco, USA.

出版信息

BMC Bioinformatics. 2019 Apr 23;20(1):207. doi: 10.1186/s12859-019-2747-z.

DOI:10.1186/s12859-019-2747-z
PMID:31014244
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC6480520/
Abstract

BACKGROUND

Research over the last 10 years highlights the increasing importance of hybridization between species as a major force structuring the evolution of genomes and potentially providing raw material for adaptation by natural and/or sexual selection. Fueled by research in a few model systems where phenotypic hybrids are easily identified, research into hybridization and introgression (the flow of genes between species) has exploded with the advent of whole-genome sequencing and emerging methods to detect the signature of hybridization at the whole-genome or chromosome level. Amongst these are a general class of methods that utilize patterns of single-nucleotide polymorphisms (SNPs) across a tree as markers of hybridization. These methods have been applied to a variety of genomic systems ranging from butterflies to Neanderthals to detect introgression, however, when employed at a fine genomic scale these methods do not perform well to quantify introgression in small sample windows.

RESULTS

We introduce a novel method to detect introgression by combining two widely used statistics: pairwise nucleotide diversity d and Patterson's D. The resulting statistic, the distance fraction (d), accounts for genetic distance across possible topologies and is designed to simultaneously detect and quantify introgression. We also relate our new method to the recently published f and incorporate these statistics into the powerful genomics R-package PopGenome, freely available on GitHub (pievos101/PopGenome) and the Comprehensive R Archive Network (CRAN). The supplemental material contains a wide range of simulation studies and a detailed manual how to perform the statistics within the PopGenome framework.

CONCLUSION

We present a new distance based statistic d that avoids the pitfalls of Patterson's D when applied to small genomic regions and accurately quantifies the fraction of introgression (f) for a wide range of simulation scenarios.

摘要

背景

过去 10 年的研究强调了种间杂交作为基因组进化的主要力量的重要性,并且可能为自然和/或性选择提供适应的原材料。受少数模式系统中表型杂种易于识别的研究的推动,随着全基因组测序和新兴方法的出现,用于检测全基因组或染色体水平杂交特征的技术的出现,杂交和基因渐渗(种间基因流动)的研究呈爆炸式增长。其中包括一类利用树状结构中单核苷酸多态性(SNP)模式作为杂交标记的通用方法。这些方法已应用于各种基因组系统,从蝴蝶到尼安德特人,以检测基因渐渗,但当在精细的基因组尺度上应用时,这些方法在小样本窗口中量化基因渐渗的效果并不理想。

结果

我们引入了一种新的方法,通过结合两种广泛使用的统计方法:成对核苷酸多样性 d 和帕特森的 D 来检测基因渐渗。由此产生的统计量,距离分数(d),考虑了可能的拓扑结构中的遗传距离,并旨在同时检测和量化基因渐渗。我们还将我们的新方法与最近发表的 f 联系起来,并将这些统计数据纳入功能强大的基因组学 R 包 PopGenome 中,该软件包可在 GitHub(pievos101/PopGenome)和综合 R 档案网络(CRAN)上免费获得。补充材料包含广泛的模拟研究和详细的手册,介绍如何在 PopGenome 框架内执行这些统计数据。

结论

我们提出了一种新的基于距离的统计方法 d,该方法避免了在应用于小基因组区域时使用帕特森 D 的陷阱,并准确地量化了广泛模拟场景中的基因渐渗分数(f)。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8d67/6480520/bbce770f3e93/12859_2019_2747_Fig6_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8d67/6480520/f3bb5300e450/12859_2019_2747_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8d67/6480520/73abe04d5da3/12859_2019_2747_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8d67/6480520/a9eb3cd56cd2/12859_2019_2747_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8d67/6480520/8d1e7cd55f81/12859_2019_2747_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8d67/6480520/b41104499cbe/12859_2019_2747_Fig5_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8d67/6480520/bbce770f3e93/12859_2019_2747_Fig6_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8d67/6480520/f3bb5300e450/12859_2019_2747_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8d67/6480520/73abe04d5da3/12859_2019_2747_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8d67/6480520/a9eb3cd56cd2/12859_2019_2747_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8d67/6480520/8d1e7cd55f81/12859_2019_2747_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8d67/6480520/b41104499cbe/12859_2019_2747_Fig5_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8d67/6480520/bbce770f3e93/12859_2019_2747_Fig6_HTML.jpg

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