Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Zhou, Zhemin, Charlesworth, Jane, Achtman, Mark
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Cold Spring Harbor Laboratory Press 2020
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
_version_ 1783604272690102272
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
work_keys_str_mv AT zhouzhemin accuratereconstructionofbacterialpanandcoregenomeswithpeppan
AT charlesworthjane accuratereconstructionofbacterialpanandcoregenomeswithpeppan
AT achtmanmark accuratereconstructionofbacterialpanandcoregenomeswithpeppan