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Bactabolize is a tool for high-throughput generation of bacterial strain-specific metabolic models
Metabolic capacity can vary substantially within a bacterial species, leading to ecological niche separation, as well as differences in virulence and antimicrobial susceptibility. Genome-scale metabolic models are useful tools for studying the metabolic potential of individuals, and with the rapid e...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
eLife Sciences Publications, Ltd
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10564454/ https://www.ncbi.nlm.nih.gov/pubmed/37815531 http://dx.doi.org/10.7554/eLife.87406 |
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author | Vezina, Ben Watts, Stephen C Hawkey, Jane Cooper, Helena B Judd, Louise M Jenney, Adam WJ Monk, Jonathan M Holt, Kathryn E Wyres, Kelly L |
author_facet | Vezina, Ben Watts, Stephen C Hawkey, Jane Cooper, Helena B Judd, Louise M Jenney, Adam WJ Monk, Jonathan M Holt, Kathryn E Wyres, Kelly L |
author_sort | Vezina, Ben |
collection | PubMed |
description | Metabolic capacity can vary substantially within a bacterial species, leading to ecological niche separation, as well as differences in virulence and antimicrobial susceptibility. Genome-scale metabolic models are useful tools for studying the metabolic potential of individuals, and with the rapid expansion of genomic sequencing there is a wealth of data that can be leveraged for comparative analysis. However, there exist few tools to construct strain-specific metabolic models at scale. Here, we describe Bactabolize, a reference-based tool which rapidly produces strain-specific metabolic models and growth phenotype predictions. We describe a pan reference model for the priority antimicrobial-resistant pathogen, Klebsiella pneumoniae, and a quality control framework for using draft genome assemblies as input for Bactabolize. The Bactabolize-derived model for K. pneumoniae reference strain KPPR1 performed comparatively or better than currently available automated approaches CarveMe and gapseq across 507 substrate and 2317 knockout mutant growth predictions. Novel draft genomes passing our systematically defined quality control criteria resulted in models with a high degree of completeness (≥99% genes and reactions captured compared to models derived from matched complete genomes) and high accuracy (mean 0.97, n=10). We anticipate the tools and framework described herein will facilitate large-scale metabolic modelling analyses that broaden our understanding of diversity within bacterial species and inform novel control strategies for priority pathogens. |
format | Online Article Text |
id | pubmed-10564454 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | eLife Sciences Publications, Ltd |
record_format | MEDLINE/PubMed |
spelling | pubmed-105644542023-10-11 Bactabolize is a tool for high-throughput generation of bacterial strain-specific metabolic models Vezina, Ben Watts, Stephen C Hawkey, Jane Cooper, Helena B Judd, Louise M Jenney, Adam WJ Monk, Jonathan M Holt, Kathryn E Wyres, Kelly L eLife Computational and Systems Biology Metabolic capacity can vary substantially within a bacterial species, leading to ecological niche separation, as well as differences in virulence and antimicrobial susceptibility. Genome-scale metabolic models are useful tools for studying the metabolic potential of individuals, and with the rapid expansion of genomic sequencing there is a wealth of data that can be leveraged for comparative analysis. However, there exist few tools to construct strain-specific metabolic models at scale. Here, we describe Bactabolize, a reference-based tool which rapidly produces strain-specific metabolic models and growth phenotype predictions. We describe a pan reference model for the priority antimicrobial-resistant pathogen, Klebsiella pneumoniae, and a quality control framework for using draft genome assemblies as input for Bactabolize. The Bactabolize-derived model for K. pneumoniae reference strain KPPR1 performed comparatively or better than currently available automated approaches CarveMe and gapseq across 507 substrate and 2317 knockout mutant growth predictions. Novel draft genomes passing our systematically defined quality control criteria resulted in models with a high degree of completeness (≥99% genes and reactions captured compared to models derived from matched complete genomes) and high accuracy (mean 0.97, n=10). We anticipate the tools and framework described herein will facilitate large-scale metabolic modelling analyses that broaden our understanding of diversity within bacterial species and inform novel control strategies for priority pathogens. eLife Sciences Publications, Ltd 2023-10-10 /pmc/articles/PMC10564454/ /pubmed/37815531 http://dx.doi.org/10.7554/eLife.87406 Text en © 2023, Vezina, Watts et al https://creativecommons.org/licenses/by/4.0/This article is distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use and redistribution provided that the original author and source are credited. |
spellingShingle | Computational and Systems Biology Vezina, Ben Watts, Stephen C Hawkey, Jane Cooper, Helena B Judd, Louise M Jenney, Adam WJ Monk, Jonathan M Holt, Kathryn E Wyres, Kelly L Bactabolize is a tool for high-throughput generation of bacterial strain-specific metabolic models |
title | Bactabolize is a tool for high-throughput generation of bacterial strain-specific metabolic models |
title_full | Bactabolize is a tool for high-throughput generation of bacterial strain-specific metabolic models |
title_fullStr | Bactabolize is a tool for high-throughput generation of bacterial strain-specific metabolic models |
title_full_unstemmed | Bactabolize is a tool for high-throughput generation of bacterial strain-specific metabolic models |
title_short | Bactabolize is a tool for high-throughput generation of bacterial strain-specific metabolic models |
title_sort | bactabolize is a tool for high-throughput generation of bacterial strain-specific metabolic models |
topic | Computational and Systems Biology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10564454/ https://www.ncbi.nlm.nih.gov/pubmed/37815531 http://dx.doi.org/10.7554/eLife.87406 |
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