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EPIGEN-Brazil Initiative resources: a Latin American imputation panel and the Scientific Workflow
EPIGEN-Brazil is one of the largest Latin American initiatives at the interface of human genomics, public health, and computational biology. Here, we present two resources to address two challenges to the global dissemination of precision medicine and the development of the bioinformatics know-how t...
Autores principales: | , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Cold Spring Harbor Laboratory Press
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6028131/ https://www.ncbi.nlm.nih.gov/pubmed/29903722 http://dx.doi.org/10.1101/gr.225458.117 |
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author | Magalhães, Wagner C.S. Araujo, Nathalia M. Leal, Thiago P. Araujo, Gilderlanio S. Viriato, Paula J.S. Kehdy, Fernanda S. Costa, Gustavo N. Barreto, Mauricio L. Horta, Bernardo L. Lima-Costa, Maria Fernanda Pereira, Alexandre C. Tarazona-Santos, Eduardo Rodrigues, Maíra R. |
author_facet | Magalhães, Wagner C.S. Araujo, Nathalia M. Leal, Thiago P. Araujo, Gilderlanio S. Viriato, Paula J.S. Kehdy, Fernanda S. Costa, Gustavo N. Barreto, Mauricio L. Horta, Bernardo L. Lima-Costa, Maria Fernanda Pereira, Alexandre C. Tarazona-Santos, Eduardo Rodrigues, Maíra R. |
author_sort | Magalhães, Wagner C.S. |
collection | PubMed |
description | EPIGEN-Brazil is one of the largest Latin American initiatives at the interface of human genomics, public health, and computational biology. Here, we present two resources to address two challenges to the global dissemination of precision medicine and the development of the bioinformatics know-how to support it. To address the underrepresentation of non-European individuals in human genome diversity studies, we present the EPIGEN-5M+1KGP imputation panel—the fusion of the public 1000 Genomes Project (1KGP) Phase 3 imputation panel with haplotypes derived from the EPIGEN-5M data set (a product of the genotyping of 4.3 million SNPs in 265 admixed individuals from the EPIGEN-Brazil Initiative). When we imputed a target SNPs data set (6487 admixed individuals genotyped for 2.2 million SNPs from the EPIGEN-Brazil project) with the EPIGEN-5M+1KGP panel, we gained 140,452 more SNPs in total than when using the 1KGP Phase 3 panel alone and 788,873 additional high confidence SNPs (info score ≥ 0.8). Thus, the major effect of the inclusion of the EPIGEN-5M data set in this new imputation panel is not only to gain more SNPs but also to improve the quality of imputation. To address the lack of transparency and reproducibility of bioinformatics protocols, we present a conceptual Scientific Workflow in the form of a website that models the scientific process (by including publications, flowcharts, masterscripts, documents, and bioinformatics protocols), making it accessible and interactive. Its applicability is shown in the context of the development of our EPIGEN-5M+1KGP imputation panel. The Scientific Workflow also serves as a repository of bioinformatics resources. |
format | Online Article Text |
id | pubmed-6028131 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Cold Spring Harbor Laboratory Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-60281312019-01-01 EPIGEN-Brazil Initiative resources: a Latin American imputation panel and the Scientific Workflow Magalhães, Wagner C.S. Araujo, Nathalia M. Leal, Thiago P. Araujo, Gilderlanio S. Viriato, Paula J.S. Kehdy, Fernanda S. Costa, Gustavo N. Barreto, Mauricio L. Horta, Bernardo L. Lima-Costa, Maria Fernanda Pereira, Alexandre C. Tarazona-Santos, Eduardo Rodrigues, Maíra R. Genome Res Resource EPIGEN-Brazil is one of the largest Latin American initiatives at the interface of human genomics, public health, and computational biology. Here, we present two resources to address two challenges to the global dissemination of precision medicine and the development of the bioinformatics know-how to support it. To address the underrepresentation of non-European individuals in human genome diversity studies, we present the EPIGEN-5M+1KGP imputation panel—the fusion of the public 1000 Genomes Project (1KGP) Phase 3 imputation panel with haplotypes derived from the EPIGEN-5M data set (a product of the genotyping of 4.3 million SNPs in 265 admixed individuals from the EPIGEN-Brazil Initiative). When we imputed a target SNPs data set (6487 admixed individuals genotyped for 2.2 million SNPs from the EPIGEN-Brazil project) with the EPIGEN-5M+1KGP panel, we gained 140,452 more SNPs in total than when using the 1KGP Phase 3 panel alone and 788,873 additional high confidence SNPs (info score ≥ 0.8). Thus, the major effect of the inclusion of the EPIGEN-5M data set in this new imputation panel is not only to gain more SNPs but also to improve the quality of imputation. To address the lack of transparency and reproducibility of bioinformatics protocols, we present a conceptual Scientific Workflow in the form of a website that models the scientific process (by including publications, flowcharts, masterscripts, documents, and bioinformatics protocols), making it accessible and interactive. Its applicability is shown in the context of the development of our EPIGEN-5M+1KGP imputation panel. The Scientific Workflow also serves as a repository of bioinformatics resources. Cold Spring Harbor Laboratory Press 2018-07 /pmc/articles/PMC6028131/ /pubmed/29903722 http://dx.doi.org/10.1101/gr.225458.117 Text en © 2018 Magalhães et al.; Published by Cold Spring Harbor Laboratory Press http://creativecommons.org/licenses/by-nc/4.0/ This article is distributed exclusively by Cold Spring Harbor Laboratory Press for the first six months after the full-issue publication date (see http://genome.cshlp.org/site/misc/terms.xhtml). After six months, it is available under a Creative Commons License (Attribution-NonCommercial 4.0 International), as described at http://creativecommons.org/licenses/by-nc/4.0/. |
spellingShingle | Resource Magalhães, Wagner C.S. Araujo, Nathalia M. Leal, Thiago P. Araujo, Gilderlanio S. Viriato, Paula J.S. Kehdy, Fernanda S. Costa, Gustavo N. Barreto, Mauricio L. Horta, Bernardo L. Lima-Costa, Maria Fernanda Pereira, Alexandre C. Tarazona-Santos, Eduardo Rodrigues, Maíra R. EPIGEN-Brazil Initiative resources: a Latin American imputation panel and the Scientific Workflow |
title | EPIGEN-Brazil Initiative resources: a Latin American imputation panel and the Scientific Workflow |
title_full | EPIGEN-Brazil Initiative resources: a Latin American imputation panel and the Scientific Workflow |
title_fullStr | EPIGEN-Brazil Initiative resources: a Latin American imputation panel and the Scientific Workflow |
title_full_unstemmed | EPIGEN-Brazil Initiative resources: a Latin American imputation panel and the Scientific Workflow |
title_short | EPIGEN-Brazil Initiative resources: a Latin American imputation panel and the Scientific Workflow |
title_sort | epigen-brazil initiative resources: a latin american imputation panel and the scientific workflow |
topic | Resource |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6028131/ https://www.ncbi.nlm.nih.gov/pubmed/29903722 http://dx.doi.org/10.1101/gr.225458.117 |
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