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microTrait: A Toolset for a Trait-Based Representation of Microbial Genomes

Remote sensing approaches have revolutionized the study of macroorganisms, allowing theories of population and community ecology to be tested across increasingly larger scales without much compromise in resolution of biological complexity. In microbial ecology, our remote window into the ecology of...

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Detalles Bibliográficos
Autores principales: Karaoz, Ulas, Brodie, Eoin L.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9580909/
https://www.ncbi.nlm.nih.gov/pubmed/36304272
http://dx.doi.org/10.3389/fbinf.2022.918853
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author Karaoz, Ulas
Brodie, Eoin L.
author_facet Karaoz, Ulas
Brodie, Eoin L.
author_sort Karaoz, Ulas
collection PubMed
description Remote sensing approaches have revolutionized the study of macroorganisms, allowing theories of population and community ecology to be tested across increasingly larger scales without much compromise in resolution of biological complexity. In microbial ecology, our remote window into the ecology of microorganisms is through the lens of genome sequencing. For microbial organisms, recent evidence from genomes recovered from metagenomic samples corroborate a highly complex view of their metabolic diversity and other associated traits which map into high physiological complexity. Regardless, during the first decades of this omics era, microbial ecological research has primarily focused on taxa and functional genes as ecological units, favoring breadth of coverage over resolution of biological complexity manifested as physiological diversity. Recently, the rate at which provisional draft genomes are generated has increased substantially, giving new insights into ecological processes and interactions. From a genotype perspective, the wide availability of genome-centric data requires new data synthesis approaches that place organismal genomes center stage in the study of environmental roles and functional performance. Extraction of ecologically relevant traits from microbial genomes will be essential to the future of microbial ecological research. Here, we present microTrait, a computational pipeline that infers and distills ecologically relevant traits from microbial genome sequences. microTrait maps a genome sequence into a trait space, including discrete and continuous traits, as well as simple and composite. Traits are inferred from genes and pathways representing energetic, resource acquisition, and stress tolerance mechanisms, while genome-wide signatures are used to infer composite, or life history, traits of microorganisms. This approach is extensible to any microbial habitat, although we provide initial examples of this approach with reference to soil microbiomes.
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spelling pubmed-95809092022-10-26 microTrait: A Toolset for a Trait-Based Representation of Microbial Genomes Karaoz, Ulas Brodie, Eoin L. Front Bioinform Bioinformatics Remote sensing approaches have revolutionized the study of macroorganisms, allowing theories of population and community ecology to be tested across increasingly larger scales without much compromise in resolution of biological complexity. In microbial ecology, our remote window into the ecology of microorganisms is through the lens of genome sequencing. For microbial organisms, recent evidence from genomes recovered from metagenomic samples corroborate a highly complex view of their metabolic diversity and other associated traits which map into high physiological complexity. Regardless, during the first decades of this omics era, microbial ecological research has primarily focused on taxa and functional genes as ecological units, favoring breadth of coverage over resolution of biological complexity manifested as physiological diversity. Recently, the rate at which provisional draft genomes are generated has increased substantially, giving new insights into ecological processes and interactions. From a genotype perspective, the wide availability of genome-centric data requires new data synthesis approaches that place organismal genomes center stage in the study of environmental roles and functional performance. Extraction of ecologically relevant traits from microbial genomes will be essential to the future of microbial ecological research. Here, we present microTrait, a computational pipeline that infers and distills ecologically relevant traits from microbial genome sequences. microTrait maps a genome sequence into a trait space, including discrete and continuous traits, as well as simple and composite. Traits are inferred from genes and pathways representing energetic, resource acquisition, and stress tolerance mechanisms, while genome-wide signatures are used to infer composite, or life history, traits of microorganisms. This approach is extensible to any microbial habitat, although we provide initial examples of this approach with reference to soil microbiomes. Frontiers Media S.A. 2022-07-22 /pmc/articles/PMC9580909/ /pubmed/36304272 http://dx.doi.org/10.3389/fbinf.2022.918853 Text en Copyright © 2022 Karaoz and Brodie. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Bioinformatics
Karaoz, Ulas
Brodie, Eoin L.
microTrait: A Toolset for a Trait-Based Representation of Microbial Genomes
title microTrait: A Toolset for a Trait-Based Representation of Microbial Genomes
title_full microTrait: A Toolset for a Trait-Based Representation of Microbial Genomes
title_fullStr microTrait: A Toolset for a Trait-Based Representation of Microbial Genomes
title_full_unstemmed microTrait: A Toolset for a Trait-Based Representation of Microbial Genomes
title_short microTrait: A Toolset for a Trait-Based Representation of Microbial Genomes
title_sort microtrait: a toolset for a trait-based representation of microbial genomes
topic Bioinformatics
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9580909/
https://www.ncbi.nlm.nih.gov/pubmed/36304272
http://dx.doi.org/10.3389/fbinf.2022.918853
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