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Accurate reconstruction of bacterial pan- and core genomes with PEPPAN
Bacterial genomes can contain traces of a complex evolutionary history, including extensive homologous recombination, gene loss, gene duplications, and horizontal gene transfer. To reconstruct the phylogenetic and population history of a set of multiple bacteria, it is necessary to examine their pan...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Cold Spring Harbor Laboratory Press
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7605250/ https://www.ncbi.nlm.nih.gov/pubmed/33055096 http://dx.doi.org/10.1101/gr.260828.120 |
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author | Zhou, Zhemin Charlesworth, Jane Achtman, Mark |
author_facet | Zhou, Zhemin Charlesworth, Jane Achtman, Mark |
author_sort | Zhou, Zhemin |
collection | PubMed |
description | Bacterial genomes can contain traces of a complex evolutionary history, including extensive homologous recombination, gene loss, gene duplications, and horizontal gene transfer. To reconstruct the phylogenetic and population history of a set of multiple bacteria, it is necessary to examine their pangenome, the composite of all the genes in the set. Here we introduce PEPPAN, a novel pipeline that can reliably construct pangenomes from thousands of genetically diverse bacterial genomes that represent the diversity of an entire genus. PEPPAN outperforms existing pangenome methods by providing consistent gene and pseudogene annotations extended by similarity-based gene predictions, and identifying and excluding paralogs by combining tree- and synteny-based approaches. The PEPPAN package additionally includes PEPPAN_parser, which implements additional downstream analyses, including the calculation of trees based on accessory gene content or allelic differences between core genes. To test the accuracy of PEPPAN, we implemented SimPan, a novel pipeline for simulating the evolution of bacterial pangenomes. We compared the accuracy and speed of PEPPAN with four state-of-the-art pangenome pipelines using both empirical and simulated data sets. PEPPAN was more accurate and more specific than any of the other pipelines and was almost as fast as any of them. As a case study, we used PEPPAN to construct a pangenome of approximately 40,000 genes from 3052 representative genomes spanning at least 80 species of Streptococcus. The resulting gene and allelic trees provide an unprecedented overview of the genomic diversity of the entire Streptococcus genus. |
format | Online Article Text |
id | pubmed-7605250 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Cold Spring Harbor Laboratory Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-76052502020-11-12 Accurate reconstruction of bacterial pan- and core genomes with PEPPAN Zhou, Zhemin Charlesworth, Jane Achtman, Mark Genome Res Method Bacterial genomes can contain traces of a complex evolutionary history, including extensive homologous recombination, gene loss, gene duplications, and horizontal gene transfer. To reconstruct the phylogenetic and population history of a set of multiple bacteria, it is necessary to examine their pangenome, the composite of all the genes in the set. Here we introduce PEPPAN, a novel pipeline that can reliably construct pangenomes from thousands of genetically diverse bacterial genomes that represent the diversity of an entire genus. PEPPAN outperforms existing pangenome methods by providing consistent gene and pseudogene annotations extended by similarity-based gene predictions, and identifying and excluding paralogs by combining tree- and synteny-based approaches. The PEPPAN package additionally includes PEPPAN_parser, which implements additional downstream analyses, including the calculation of trees based on accessory gene content or allelic differences between core genes. To test the accuracy of PEPPAN, we implemented SimPan, a novel pipeline for simulating the evolution of bacterial pangenomes. We compared the accuracy and speed of PEPPAN with four state-of-the-art pangenome pipelines using both empirical and simulated data sets. PEPPAN was more accurate and more specific than any of the other pipelines and was almost as fast as any of them. As a case study, we used PEPPAN to construct a pangenome of approximately 40,000 genes from 3052 representative genomes spanning at least 80 species of Streptococcus. The resulting gene and allelic trees provide an unprecedented overview of the genomic diversity of the entire Streptococcus genus. Cold Spring Harbor Laboratory Press 2020-11 /pmc/articles/PMC7605250/ /pubmed/33055096 http://dx.doi.org/10.1101/gr.260828.120 Text en © 2020 Zhou et al.; Published by Cold Spring Harbor Laboratory Press http://creativecommons.org/licenses/by/4.0/ This article, published in Genome Research, is available under a Creative Commons License (Attribution 4.0 International), as described at http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Method Zhou, Zhemin Charlesworth, Jane Achtman, Mark Accurate reconstruction of bacterial pan- and core genomes with PEPPAN |
title | Accurate reconstruction of bacterial pan- and core genomes with PEPPAN |
title_full | Accurate reconstruction of bacterial pan- and core genomes with PEPPAN |
title_fullStr | Accurate reconstruction of bacterial pan- and core genomes with PEPPAN |
title_full_unstemmed | Accurate reconstruction of bacterial pan- and core genomes with PEPPAN |
title_short | Accurate reconstruction of bacterial pan- and core genomes with PEPPAN |
title_sort | accurate reconstruction of bacterial pan- and core genomes with peppan |
topic | Method |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7605250/ https://www.ncbi.nlm.nih.gov/pubmed/33055096 http://dx.doi.org/10.1101/gr.260828.120 |
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