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Nutrition or nature: using elementary flux modes to disentangle the complex forces shaping prokaryote pan-genomes

BACKGROUND: Microbial pan-genomes are shaped by a complex combination of stochastic and deterministic forces. Even closely related genomes exhibit extensive variation in their gene content. Understanding what drives this variation requires exploring the interactions of gene products with each other...

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Autores principales: Garza, Daniel R., von Meijenfeldt, F. A. Bastiaan, van Dijk, Bram, Boleij, Annemarie, Huynen, Martijn A., Dutilh, Bas E.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9382767/
https://www.ncbi.nlm.nih.gov/pubmed/35974327
http://dx.doi.org/10.1186/s12862-022-02052-3
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author Garza, Daniel R.
von Meijenfeldt, F. A. Bastiaan
van Dijk, Bram
Boleij, Annemarie
Huynen, Martijn A.
Dutilh, Bas E.
author_facet Garza, Daniel R.
von Meijenfeldt, F. A. Bastiaan
van Dijk, Bram
Boleij, Annemarie
Huynen, Martijn A.
Dutilh, Bas E.
author_sort Garza, Daniel R.
collection PubMed
description BACKGROUND: Microbial pan-genomes are shaped by a complex combination of stochastic and deterministic forces. Even closely related genomes exhibit extensive variation in their gene content. Understanding what drives this variation requires exploring the interactions of gene products with each other and with the organism’s external environment. However, to date, conceptual models of pan-genome dynamics often represent genes as independent units and provide limited information about their mechanistic interactions. RESULTS: We simulated the stochastic process of gene-loss using the pooled genome-scale metabolic reaction networks of 46 taxonomically diverse bacterial and archaeal families as proxies for their pan-genomes. The frequency by which reactions are retained in functional networks when stochastic gene loss is simulated in diverse environments allowed us to disentangle the metabolic reactions whose presence depends on the metabolite composition of the external environment (constrained by “nutrition”) from those that are independent of the environment (constrained by “nature”). By comparing the frequency of reactions from the first group with their observed frequencies in bacterial and archaeal families, we predicted the metabolic niches that shaped the genomic composition of these lineages. Moreover, we found that the lineages that were shaped by a more diverse metabolic niche also occur in more diverse biomes as assessed by global environmental sequencing datasets. CONCLUSION: We introduce a computational framework for analyzing and interpreting pan-reactomes that provides novel insights into the ecological and evolutionary drivers of pan-genome dynamics. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12862-022-02052-3.
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spelling pubmed-93827672022-08-18 Nutrition or nature: using elementary flux modes to disentangle the complex forces shaping prokaryote pan-genomes Garza, Daniel R. von Meijenfeldt, F. A. Bastiaan van Dijk, Bram Boleij, Annemarie Huynen, Martijn A. Dutilh, Bas E. BMC Ecol Evol Research BACKGROUND: Microbial pan-genomes are shaped by a complex combination of stochastic and deterministic forces. Even closely related genomes exhibit extensive variation in their gene content. Understanding what drives this variation requires exploring the interactions of gene products with each other and with the organism’s external environment. However, to date, conceptual models of pan-genome dynamics often represent genes as independent units and provide limited information about their mechanistic interactions. RESULTS: We simulated the stochastic process of gene-loss using the pooled genome-scale metabolic reaction networks of 46 taxonomically diverse bacterial and archaeal families as proxies for their pan-genomes. The frequency by which reactions are retained in functional networks when stochastic gene loss is simulated in diverse environments allowed us to disentangle the metabolic reactions whose presence depends on the metabolite composition of the external environment (constrained by “nutrition”) from those that are independent of the environment (constrained by “nature”). By comparing the frequency of reactions from the first group with their observed frequencies in bacterial and archaeal families, we predicted the metabolic niches that shaped the genomic composition of these lineages. Moreover, we found that the lineages that were shaped by a more diverse metabolic niche also occur in more diverse biomes as assessed by global environmental sequencing datasets. CONCLUSION: We introduce a computational framework for analyzing and interpreting pan-reactomes that provides novel insights into the ecological and evolutionary drivers of pan-genome dynamics. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12862-022-02052-3. BioMed Central 2022-08-16 /pmc/articles/PMC9382767/ /pubmed/35974327 http://dx.doi.org/10.1186/s12862-022-02052-3 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data.
spellingShingle Research
Garza, Daniel R.
von Meijenfeldt, F. A. Bastiaan
van Dijk, Bram
Boleij, Annemarie
Huynen, Martijn A.
Dutilh, Bas E.
Nutrition or nature: using elementary flux modes to disentangle the complex forces shaping prokaryote pan-genomes
title Nutrition or nature: using elementary flux modes to disentangle the complex forces shaping prokaryote pan-genomes
title_full Nutrition or nature: using elementary flux modes to disentangle the complex forces shaping prokaryote pan-genomes
title_fullStr Nutrition or nature: using elementary flux modes to disentangle the complex forces shaping prokaryote pan-genomes
title_full_unstemmed Nutrition or nature: using elementary flux modes to disentangle the complex forces shaping prokaryote pan-genomes
title_short Nutrition or nature: using elementary flux modes to disentangle the complex forces shaping prokaryote pan-genomes
title_sort nutrition or nature: using elementary flux modes to disentangle the complex forces shaping prokaryote pan-genomes
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9382767/
https://www.ncbi.nlm.nih.gov/pubmed/35974327
http://dx.doi.org/10.1186/s12862-022-02052-3
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