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Mapping the bacterial metabolic niche space
The rise in the availability of bacterial genomes defines a need for synthesis: abstracting from individual taxa, to see larger patterns of bacterial lifestyles across systems. A key concept for such synthesis in ecology is the niche, the set of capabilities that enables a population’s persistence a...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7522980/ https://www.ncbi.nlm.nih.gov/pubmed/32985497 http://dx.doi.org/10.1038/s41467-020-18695-z |
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author | Fahimipour, Ashkaan K. Gross, Thilo |
author_facet | Fahimipour, Ashkaan K. Gross, Thilo |
author_sort | Fahimipour, Ashkaan K. |
collection | PubMed |
description | The rise in the availability of bacterial genomes defines a need for synthesis: abstracting from individual taxa, to see larger patterns of bacterial lifestyles across systems. A key concept for such synthesis in ecology is the niche, the set of capabilities that enables a population’s persistence and defines its impact on the environment. The set of possible niches forms the niche space, a conceptual space delineating ways in which persistence in a system is possible. Here we use manifold learning to map the space of metabolic networks representing thousands of bacterial genera. The results suggest a metabolic niche space comprising a collection of discrete clusters and branching manifolds, which constitute strategies spanning life in different habitats and hosts. We further demonstrate that communities from similar ecosystem types map to characteristic regions of this functional coordinate system, permitting coarse-graining of microbiomes in terms of ecological niches that may be filled. |
format | Online Article Text |
id | pubmed-7522980 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-75229802020-10-19 Mapping the bacterial metabolic niche space Fahimipour, Ashkaan K. Gross, Thilo Nat Commun Article The rise in the availability of bacterial genomes defines a need for synthesis: abstracting from individual taxa, to see larger patterns of bacterial lifestyles across systems. A key concept for such synthesis in ecology is the niche, the set of capabilities that enables a population’s persistence and defines its impact on the environment. The set of possible niches forms the niche space, a conceptual space delineating ways in which persistence in a system is possible. Here we use manifold learning to map the space of metabolic networks representing thousands of bacterial genera. The results suggest a metabolic niche space comprising a collection of discrete clusters and branching manifolds, which constitute strategies spanning life in different habitats and hosts. We further demonstrate that communities from similar ecosystem types map to characteristic regions of this functional coordinate system, permitting coarse-graining of microbiomes in terms of ecological niches that may be filled. Nature Publishing Group UK 2020-09-28 /pmc/articles/PMC7522980/ /pubmed/32985497 http://dx.doi.org/10.1038/s41467-020-18695-z Text en © This is a U.S. government work and not under copyright protection in the U.S.; foreign copyright protection may apply 2020 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 license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license 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 license, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article Fahimipour, Ashkaan K. Gross, Thilo Mapping the bacterial metabolic niche space |
title | Mapping the bacterial metabolic niche space |
title_full | Mapping the bacterial metabolic niche space |
title_fullStr | Mapping the bacterial metabolic niche space |
title_full_unstemmed | Mapping the bacterial metabolic niche space |
title_short | Mapping the bacterial metabolic niche space |
title_sort | mapping the bacterial metabolic niche space |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7522980/ https://www.ncbi.nlm.nih.gov/pubmed/32985497 http://dx.doi.org/10.1038/s41467-020-18695-z |
work_keys_str_mv | AT fahimipourashkaank mappingthebacterialmetabolicnichespace AT grossthilo mappingthebacterialmetabolicnichespace |