ArticleMolecular ecology resources2022
MHCtools - an R package for MHC high-throughput sequencing data: Genotyping, haplotype and supertype inference, and downstream genetic analyses in non-model organisms.
Article in Molecular ecology resources, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 11 papers.
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Who cites it
11 citing papers in PubMed, 24 citations in OpenAlex.
- Static Expression of Major Histocompatibility Complex Genes Across Life-Stages, Generations and Tissues in a Songbird.Molecular ecology · 2026Article
- Regional Lassa virus lineages select for divergent MHC-I repertoires in Mastomys natalensis rodents.PLoS pathogens · 2026Article
- Article
- Twenty years of tuberculosis-driven selection shaped the evolution of the meerkat major histocompatibility complex.Nature ecology & evolution · 2025Article
- Major histocompatibility complex class IIB disassortative mate choice in a genetically monogamous seabird.Proceedings. Biological sciences · 2025Article
- Article
- HiddenCurrent research in parasitology & vector-borne diseases · 2025Article
- Female reproductive tract microbiota varies with MHC profile.Proceedings. Biological sciences · 2024Article
- A new method for ecologists to estimate heterozygote excess and deficit for multi-locus gene families.Ecology and evolution · 2024Article
- Article
- MHCtools - an R package for MHC high-throughput sequencing data: Genotyping, haplotype and supertype inference, and downstream genetic analyses in non-model organisms.Molecular ecology resources · 2022Article
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Authors and funding
5 authors at 2 institutions in 2 countries.
Funding
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.
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