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Current Affairs of Microbial Genome-Wide Association Studies: Approaches, Bottlenecks and Analytical Pitfalls
Microbial genome-wide association studies (mGWAS) are a new and exciting research field that is adapting human GWAS methods to understand how variations in microbial genomes affect host or pathogen phenotypes, such as drug resistance, virulence, host specificity and prognosis. Several computational...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Frontiers Media S.A.
2020
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7002396/ https://www.ncbi.nlm.nih.gov/pubmed/32082269 http://dx.doi.org/10.3389/fmicb.2019.03119 |
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author | San, James Emmanuel Baichoo, Shakuntala Kanzi, Aquillah Moosa, Yumna Lessells, Richard Fonseca, Vagner Mogaka, John Power, Robert de Oliveira, Tulio |
author_facet | San, James Emmanuel Baichoo, Shakuntala Kanzi, Aquillah Moosa, Yumna Lessells, Richard Fonseca, Vagner Mogaka, John Power, Robert de Oliveira, Tulio |
author_sort | San, James Emmanuel |
collection | PubMed |
description | Microbial genome-wide association studies (mGWAS) are a new and exciting research field that is adapting human GWAS methods to understand how variations in microbial genomes affect host or pathogen phenotypes, such as drug resistance, virulence, host specificity and prognosis. Several computational tools and methods have been developed or adapted from human GWAS to facilitate the discovery of novel mutations and structural variations that are associated with the phenotypes of interest. However, no comprehensive, end-to-end, user-friendly tool is currently available. The development of a broadly applicable pipeline presents a real opportunity among computational biologists. Here, (i) we review the prominent and promising tools, (ii) discuss analytical pitfalls and bottlenecks in mGWAS, (iii) provide insights into the selection of appropriate tools, (iv) highlight the gaps that still need to be filled and how users and developers can work together to overcome these bottlenecks. Use of mGWAS research can inform drug repositioning decisions as well as accelerate the discovery and development of more effective vaccines and antimicrobials for pressing infectious diseases of global health significance, such as HIV, TB, influenza, and malaria. |
format | Online Article Text |
id | pubmed-7002396 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-70023962020-02-20 Current Affairs of Microbial Genome-Wide Association Studies: Approaches, Bottlenecks and Analytical Pitfalls San, James Emmanuel Baichoo, Shakuntala Kanzi, Aquillah Moosa, Yumna Lessells, Richard Fonseca, Vagner Mogaka, John Power, Robert de Oliveira, Tulio Front Microbiol Microbiology Microbial genome-wide association studies (mGWAS) are a new and exciting research field that is adapting human GWAS methods to understand how variations in microbial genomes affect host or pathogen phenotypes, such as drug resistance, virulence, host specificity and prognosis. Several computational tools and methods have been developed or adapted from human GWAS to facilitate the discovery of novel mutations and structural variations that are associated with the phenotypes of interest. However, no comprehensive, end-to-end, user-friendly tool is currently available. The development of a broadly applicable pipeline presents a real opportunity among computational biologists. Here, (i) we review the prominent and promising tools, (ii) discuss analytical pitfalls and bottlenecks in mGWAS, (iii) provide insights into the selection of appropriate tools, (iv) highlight the gaps that still need to be filled and how users and developers can work together to overcome these bottlenecks. Use of mGWAS research can inform drug repositioning decisions as well as accelerate the discovery and development of more effective vaccines and antimicrobials for pressing infectious diseases of global health significance, such as HIV, TB, influenza, and malaria. Frontiers Media S.A. 2020-01-30 /pmc/articles/PMC7002396/ /pubmed/32082269 http://dx.doi.org/10.3389/fmicb.2019.03119 Text en Copyright © 2020 San, Baichoo, Kanzi, Moosa, Lessells, Fonseca, Mogaka, Power and de Oliveira. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Microbiology San, James Emmanuel Baichoo, Shakuntala Kanzi, Aquillah Moosa, Yumna Lessells, Richard Fonseca, Vagner Mogaka, John Power, Robert de Oliveira, Tulio Current Affairs of Microbial Genome-Wide Association Studies: Approaches, Bottlenecks and Analytical Pitfalls |
title | Current Affairs of Microbial Genome-Wide Association Studies: Approaches, Bottlenecks and Analytical Pitfalls |
title_full | Current Affairs of Microbial Genome-Wide Association Studies: Approaches, Bottlenecks and Analytical Pitfalls |
title_fullStr | Current Affairs of Microbial Genome-Wide Association Studies: Approaches, Bottlenecks and Analytical Pitfalls |
title_full_unstemmed | Current Affairs of Microbial Genome-Wide Association Studies: Approaches, Bottlenecks and Analytical Pitfalls |
title_short | Current Affairs of Microbial Genome-Wide Association Studies: Approaches, Bottlenecks and Analytical Pitfalls |
title_sort | current affairs of microbial genome-wide association studies: approaches, bottlenecks and analytical pitfalls |
topic | Microbiology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7002396/ https://www.ncbi.nlm.nih.gov/pubmed/32082269 http://dx.doi.org/10.3389/fmicb.2019.03119 |
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