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AutoMap is a high performance homozygosity mapping tool using next-generation sequencing data

Homozygosity mapping is a powerful method for identifying mutations in patients with recessive conditions, especially in consanguineous families or isolated populations. Historically, it has been used in conjunction with genotypes from highly polymorphic markers, such as DNA microsatellites or commo...

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Autores principales: Quinodoz, Mathieu, Peter, Virginie G., Bedoni, Nicola, Royer Bertrand, Béryl, Cisarova, Katarina, Salmaninejad, Arash, Sepahi, Neda, Rodrigues, Raquel, Piran, Mehran, Mojarrad, Majid, Pasdar, Alireza, Ghanbari Asad, Ali, Sousa, Ana Berta, Coutinho Santos, Luisa, Superti-Furga, Andrea, Rivolta, Carlo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7822856/
https://www.ncbi.nlm.nih.gov/pubmed/33483490
http://dx.doi.org/10.1038/s41467-020-20584-4
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author Quinodoz, Mathieu
Peter, Virginie G.
Bedoni, Nicola
Royer Bertrand, Béryl
Cisarova, Katarina
Salmaninejad, Arash
Sepahi, Neda
Rodrigues, Raquel
Piran, Mehran
Mojarrad, Majid
Pasdar, Alireza
Ghanbari Asad, Ali
Sousa, Ana Berta
Coutinho Santos, Luisa
Superti-Furga, Andrea
Rivolta, Carlo
author_facet Quinodoz, Mathieu
Peter, Virginie G.
Bedoni, Nicola
Royer Bertrand, Béryl
Cisarova, Katarina
Salmaninejad, Arash
Sepahi, Neda
Rodrigues, Raquel
Piran, Mehran
Mojarrad, Majid
Pasdar, Alireza
Ghanbari Asad, Ali
Sousa, Ana Berta
Coutinho Santos, Luisa
Superti-Furga, Andrea
Rivolta, Carlo
author_sort Quinodoz, Mathieu
collection PubMed
description Homozygosity mapping is a powerful method for identifying mutations in patients with recessive conditions, especially in consanguineous families or isolated populations. Historically, it has been used in conjunction with genotypes from highly polymorphic markers, such as DNA microsatellites or common SNPs. Traditional software performs rather poorly with data from Whole Exome Sequencing (WES) and Whole Genome Sequencing (WGS), which are now extensively used in medical genetics. We develop AutoMap, a tool that is both web-based or downloadable, to allow performing homozygosity mapping directly on VCF (Variant Call Format) calls from WES or WGS projects. Following a training step on WES data from 26 consanguineous families and a validation procedure on a matched cohort, our method shows higher overall performances when compared with eight existing tools. Most importantly, when tested on real cases with negative molecular diagnosis from an internal set, AutoMap detects three gene-disease and multiple variant-disease associations that were previously unrecognized, projecting clear benefits for both molecular diagnosis and research activities in medical genetics.
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spelling pubmed-78228562021-01-29 AutoMap is a high performance homozygosity mapping tool using next-generation sequencing data Quinodoz, Mathieu Peter, Virginie G. Bedoni, Nicola Royer Bertrand, Béryl Cisarova, Katarina Salmaninejad, Arash Sepahi, Neda Rodrigues, Raquel Piran, Mehran Mojarrad, Majid Pasdar, Alireza Ghanbari Asad, Ali Sousa, Ana Berta Coutinho Santos, Luisa Superti-Furga, Andrea Rivolta, Carlo Nat Commun Article Homozygosity mapping is a powerful method for identifying mutations in patients with recessive conditions, especially in consanguineous families or isolated populations. Historically, it has been used in conjunction with genotypes from highly polymorphic markers, such as DNA microsatellites or common SNPs. Traditional software performs rather poorly with data from Whole Exome Sequencing (WES) and Whole Genome Sequencing (WGS), which are now extensively used in medical genetics. We develop AutoMap, a tool that is both web-based or downloadable, to allow performing homozygosity mapping directly on VCF (Variant Call Format) calls from WES or WGS projects. Following a training step on WES data from 26 consanguineous families and a validation procedure on a matched cohort, our method shows higher overall performances when compared with eight existing tools. Most importantly, when tested on real cases with negative molecular diagnosis from an internal set, AutoMap detects three gene-disease and multiple variant-disease associations that were previously unrecognized, projecting clear benefits for both molecular diagnosis and research activities in medical genetics. Nature Publishing Group UK 2021-01-22 /pmc/articles/PMC7822856/ /pubmed/33483490 http://dx.doi.org/10.1038/s41467-020-20584-4 Text en © The Author(s) 2021 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/.
spellingShingle Article
Quinodoz, Mathieu
Peter, Virginie G.
Bedoni, Nicola
Royer Bertrand, Béryl
Cisarova, Katarina
Salmaninejad, Arash
Sepahi, Neda
Rodrigues, Raquel
Piran, Mehran
Mojarrad, Majid
Pasdar, Alireza
Ghanbari Asad, Ali
Sousa, Ana Berta
Coutinho Santos, Luisa
Superti-Furga, Andrea
Rivolta, Carlo
AutoMap is a high performance homozygosity mapping tool using next-generation sequencing data
title AutoMap is a high performance homozygosity mapping tool using next-generation sequencing data
title_full AutoMap is a high performance homozygosity mapping tool using next-generation sequencing data
title_fullStr AutoMap is a high performance homozygosity mapping tool using next-generation sequencing data
title_full_unstemmed AutoMap is a high performance homozygosity mapping tool using next-generation sequencing data
title_short AutoMap is a high performance homozygosity mapping tool using next-generation sequencing data
title_sort automap is a high performance homozygosity mapping tool using next-generation sequencing data
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7822856/
https://www.ncbi.nlm.nih.gov/pubmed/33483490
http://dx.doi.org/10.1038/s41467-020-20584-4
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