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MHCtools - 一个用于 MHC 高通量测序数据的 R 包:在非模式生物中进行基因分型、单倍型和超型推断以及下游遗传分析。

MHCtools - an R package for MHC high-throughput sequencing data: Genotyping, haplotype and supertype inference, and downstream genetic analyses in non-model organisms.

机构信息

GLOBE Institute, Section for Evolutionary Genomics, University of Copenhagen, Copenhagen K, Denmark.

Department of Biology, Molecular Ecology and Evolution Laboratory, Lund University, Lund, Sweden.

出版信息

Mol Ecol Resour. 2022 Oct;22(7):2775-2792. doi: 10.1111/1755-0998.13645. Epub 2022 Jun 22.

DOI:10.1111/1755-0998.13645
PMID:35587892
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC9543685/
Abstract

The major histocompatibility complex (MHC) plays a central role in the vertebrate adaptive immune system and has been of long-term interest in evolutionary biology. While several protocols have been developed for MHC genotyping, there is a lack of transparent and standardized tools for downstream analysis of MHC data. Here, we present the r package mhctools and demonstrate the use of its functions to (i) assist accurate MHC genotyping from high-throughput amplicon-sequencing data, (ii) infer functional MHC supertypes using bootstrapped clustering analysis, (iii) identify segregating MHC haplotypes from family data, and (iv) analyse functional and genetic distances between MHC sequences. We employed mhctools to analyse MHC class I (MHC-I) amplicon data of 559 great reed warblers (Acrocephalus arundinaceus). We identified 390 MHC-I alleles which clustered into 14 functional supertypes. A phylogenetic analysis and analyses of positive selection suggested that the MHC-I alleles belong to several distinct functional groups. We furthermore identified 107 segregating haplotypes among 116 families, and found substantial variation in diversity with 4-21 MHC-I alleles and 3-13 MHC-I supertypes per haplotype. Finally, we show that the great reed warbler haplotypes harboured combinations of MHC-I supertypes with greater functional divergence than observed in simulated populations of possible haplotypes, a result that is in accordance with the divergent allele advantage hypothesis. Our study demonstrates the power of mhctools to support genotyping and analysis of MHC in non-model species, which we hope will encourage broad implementation among researchers in MHC genetics and evolution.

摘要

主要组织相容性复合体 (MHC) 在脊椎动物适应性免疫系统中起着核心作用,长期以来一直是进化生物学的研究热点。虽然已经开发了几种 MHC 基因分型方案,但对于 MHC 数据的下游分析缺乏透明和标准化的工具。在这里,我们提出了 r 包 mhctools,并展示了其功能的使用,以 (i) 协助从高通量扩增子测序数据中准确进行 MHC 基因分型,(ii) 使用引导聚类分析推断功能 MHC 超型,(iii) 从家族数据中识别分离的 MHC 单倍型,以及 (iv) 分析 MHC 序列之间的功能和遗传距离。我们使用 mhctools 分析了 559 只大苇莺 (Acrocephalus arundinaceus) 的 MHC-I 扩增子数据。我们鉴定出 390 个 MHC-I 等位基因,这些等位基因聚类为 14 个功能超型。系统发育分析和正选择分析表明,MHC-I 等位基因属于几个不同的功能群。我们还在 116 个家族中鉴定出 107 个分离的单倍型,发现多样性有很大的变化,每个单倍型有 4-21 个 MHC-I 等位基因和 3-13 个 MHC-I 超型。最后,我们表明,大苇莺的单倍型携带有 MHC-I 超型的组合,其功能分化程度大于可能单倍型模拟种群中观察到的组合,这一结果与发散等位基因优势假说一致。我们的研究表明了 mhctools 在支持非模型物种 MHC 基因分型和分析方面的强大功能,我们希望这将鼓励 MHC 遗传学和进化研究领域的研究人员广泛采用。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ab7a/9543685/6595a8ae3bed/MEN-22-2775-g007.jpg
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