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MiDAS—Meaningful Immunogenetic Data at Scale
Human immunogenetic variation in the form of HLA and KIR types has been shown to be strongly associated with a multitude of immune-related phenotypes. However, association studies involving immunogenetic loci most commonly involve simple analyses of classical HLA allelic diversity, resulting in limi...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8284797/ https://www.ncbi.nlm.nih.gov/pubmed/34228721 http://dx.doi.org/10.1371/journal.pcbi.1009131 |
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author | Migdal, Maciej Ruan, Dan Fu Forrest, William F. Horowitz, Amir Hammer, Christian |
author_facet | Migdal, Maciej Ruan, Dan Fu Forrest, William F. Horowitz, Amir Hammer, Christian |
author_sort | Migdal, Maciej |
collection | PubMed |
description | Human immunogenetic variation in the form of HLA and KIR types has been shown to be strongly associated with a multitude of immune-related phenotypes. However, association studies involving immunogenetic loci most commonly involve simple analyses of classical HLA allelic diversity, resulting in limitations regarding the interpretability and reproducibility of results. We here present MiDAS, a comprehensive R package for immunogenetic data transformation and statistical analysis. MiDAS recodes input data in the form of HLA alleles and KIR types into biologically meaningful variables, allowing HLA amino acid fine mapping, analyses of HLA evolutionary divergence as well as experimentally validated HLA-KIR interactions. Further, MiDAS enables comprehensive statistical association analysis workflows with phenotypes of diverse measurement scales. MiDAS thus closes the gap between the inference of immunogenetic variation and its efficient utilization to make relevant discoveries related to immune and disease biology. It is freely available under a MIT license. |
format | Online Article Text |
id | pubmed-8284797 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-82847972021-07-28 MiDAS—Meaningful Immunogenetic Data at Scale Migdal, Maciej Ruan, Dan Fu Forrest, William F. Horowitz, Amir Hammer, Christian PLoS Comput Biol Research Article Human immunogenetic variation in the form of HLA and KIR types has been shown to be strongly associated with a multitude of immune-related phenotypes. However, association studies involving immunogenetic loci most commonly involve simple analyses of classical HLA allelic diversity, resulting in limitations regarding the interpretability and reproducibility of results. We here present MiDAS, a comprehensive R package for immunogenetic data transformation and statistical analysis. MiDAS recodes input data in the form of HLA alleles and KIR types into biologically meaningful variables, allowing HLA amino acid fine mapping, analyses of HLA evolutionary divergence as well as experimentally validated HLA-KIR interactions. Further, MiDAS enables comprehensive statistical association analysis workflows with phenotypes of diverse measurement scales. MiDAS thus closes the gap between the inference of immunogenetic variation and its efficient utilization to make relevant discoveries related to immune and disease biology. It is freely available under a MIT license. Public Library of Science 2021-07-06 /pmc/articles/PMC8284797/ /pubmed/34228721 http://dx.doi.org/10.1371/journal.pcbi.1009131 Text en © 2021 Migdal et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Migdal, Maciej Ruan, Dan Fu Forrest, William F. Horowitz, Amir Hammer, Christian MiDAS—Meaningful Immunogenetic Data at Scale |
title | MiDAS—Meaningful Immunogenetic Data at Scale |
title_full | MiDAS—Meaningful Immunogenetic Data at Scale |
title_fullStr | MiDAS—Meaningful Immunogenetic Data at Scale |
title_full_unstemmed | MiDAS—Meaningful Immunogenetic Data at Scale |
title_short | MiDAS—Meaningful Immunogenetic Data at Scale |
title_sort | midas—meaningful immunogenetic data at scale |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8284797/ https://www.ncbi.nlm.nih.gov/pubmed/34228721 http://dx.doi.org/10.1371/journal.pcbi.1009131 |
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