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Definition of the Metagenomic Profile of Ocean Water Samples From the Gulf of Mexico Based on Comparison With Reference Samples From Sites Worldwide

Computational and statistical analysis of shotgun metagenomes can predict gene abundance and is helpful for elucidating the functional and taxonomic compositions of environmental samples. Gene products are compared against physicochemical conditions or perturbations to shed light on the functions pe...

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Autores principales: Loza, Antonio, García-Guevara, Fernando, Segovia, Lorenzo, Escobar-Zepeda, Alejandra, Sanchez-Olmos, Maria del Carmen, Merino, Enrique, Sanchez-Flores, Alejandro, Pardo-Lopez, Liliana, Juarez, Katy, Gutierrez-Rios, Rosa-Maria
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8846951/
https://www.ncbi.nlm.nih.gov/pubmed/35178038
http://dx.doi.org/10.3389/fmicb.2021.781497
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author Loza, Antonio
García-Guevara, Fernando
Segovia, Lorenzo
Escobar-Zepeda, Alejandra
Sanchez-Olmos, Maria del Carmen
Merino, Enrique
Sanchez-Flores, Alejandro
Pardo-Lopez, Liliana
Juarez, Katy
Gutierrez-Rios, Rosa-Maria
author_facet Loza, Antonio
García-Guevara, Fernando
Segovia, Lorenzo
Escobar-Zepeda, Alejandra
Sanchez-Olmos, Maria del Carmen
Merino, Enrique
Sanchez-Flores, Alejandro
Pardo-Lopez, Liliana
Juarez, Katy
Gutierrez-Rios, Rosa-Maria
author_sort Loza, Antonio
collection PubMed
description Computational and statistical analysis of shotgun metagenomes can predict gene abundance and is helpful for elucidating the functional and taxonomic compositions of environmental samples. Gene products are compared against physicochemical conditions or perturbations to shed light on the functions performed by the microbial community of an environmental sample; however, this information is not always available. The present study proposes a method for inferring the metabolic potential of metagenome samples by constructing a reference based on determining the probability distribution of the counts of each enzyme annotated. To test the methodology, we used marine water samples distributed worldwide as references. Then, the references were utilized to compare the annotated enzymes of two different water samples extracted from the Gulf of Mexico (GoM) to distinguish those enzymes with atypical behavior. The enzymes whose annotation counts presented frequencies significantly different from those of the reference were used to perform metabolic reconstruction, which naturally identified pathways. We found that several of the enzymes were involved in the biodegradation of petroleum, which is consistent with the impact of human hydrocarbon extraction activity and its ubiquitous presence in the GoM. The examination of other reconstructed pathways revealed significant enzymes indicating the presence of microbial communities characterizing each ocean depth and ocean cycle, providing a fingerprint of each sampled site.
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spelling pubmed-88469512022-02-16 Definition of the Metagenomic Profile of Ocean Water Samples From the Gulf of Mexico Based on Comparison With Reference Samples From Sites Worldwide Loza, Antonio García-Guevara, Fernando Segovia, Lorenzo Escobar-Zepeda, Alejandra Sanchez-Olmos, Maria del Carmen Merino, Enrique Sanchez-Flores, Alejandro Pardo-Lopez, Liliana Juarez, Katy Gutierrez-Rios, Rosa-Maria Front Microbiol Microbiology Computational and statistical analysis of shotgun metagenomes can predict gene abundance and is helpful for elucidating the functional and taxonomic compositions of environmental samples. Gene products are compared against physicochemical conditions or perturbations to shed light on the functions performed by the microbial community of an environmental sample; however, this information is not always available. The present study proposes a method for inferring the metabolic potential of metagenome samples by constructing a reference based on determining the probability distribution of the counts of each enzyme annotated. To test the methodology, we used marine water samples distributed worldwide as references. Then, the references were utilized to compare the annotated enzymes of two different water samples extracted from the Gulf of Mexico (GoM) to distinguish those enzymes with atypical behavior. The enzymes whose annotation counts presented frequencies significantly different from those of the reference were used to perform metabolic reconstruction, which naturally identified pathways. We found that several of the enzymes were involved in the biodegradation of petroleum, which is consistent with the impact of human hydrocarbon extraction activity and its ubiquitous presence in the GoM. The examination of other reconstructed pathways revealed significant enzymes indicating the presence of microbial communities characterizing each ocean depth and ocean cycle, providing a fingerprint of each sampled site. Frontiers Media S.A. 2022-01-28 /pmc/articles/PMC8846951/ /pubmed/35178038 http://dx.doi.org/10.3389/fmicb.2021.781497 Text en Copyright © 2022 Loza, García-Guevara, Segovia, Escobar-Zepeda, Sanchez-Olmos, Merino, Sanchez-Flores, Pardo-Lopez, Juarez and Gutierrez-Rios. 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 Microbiology
Loza, Antonio
García-Guevara, Fernando
Segovia, Lorenzo
Escobar-Zepeda, Alejandra
Sanchez-Olmos, Maria del Carmen
Merino, Enrique
Sanchez-Flores, Alejandro
Pardo-Lopez, Liliana
Juarez, Katy
Gutierrez-Rios, Rosa-Maria
Definition of the Metagenomic Profile of Ocean Water Samples From the Gulf of Mexico Based on Comparison With Reference Samples From Sites Worldwide
title Definition of the Metagenomic Profile of Ocean Water Samples From the Gulf of Mexico Based on Comparison With Reference Samples From Sites Worldwide
title_full Definition of the Metagenomic Profile of Ocean Water Samples From the Gulf of Mexico Based on Comparison With Reference Samples From Sites Worldwide
title_fullStr Definition of the Metagenomic Profile of Ocean Water Samples From the Gulf of Mexico Based on Comparison With Reference Samples From Sites Worldwide
title_full_unstemmed Definition of the Metagenomic Profile of Ocean Water Samples From the Gulf of Mexico Based on Comparison With Reference Samples From Sites Worldwide
title_short Definition of the Metagenomic Profile of Ocean Water Samples From the Gulf of Mexico Based on Comparison With Reference Samples From Sites Worldwide
title_sort definition of the metagenomic profile of ocean water samples from the gulf of mexico based on comparison with reference samples from sites worldwide
topic Microbiology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8846951/
https://www.ncbi.nlm.nih.gov/pubmed/35178038
http://dx.doi.org/10.3389/fmicb.2021.781497
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