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Integration of the Human Gut Microbiome and Serum Metabolome Reveals Novel Biological Factors Involved in the Regulation of Bone Mineral Density

While the gut microbiome has been reported to play a role in bone metabolism, the individual species and underlying functional mechanisms have not yet been characterized. We conducted a systematic multi-omics analysis using paired metagenomic and untargeted serum metabolomic profiles from a large sa...

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Autores principales: Greenbaum, Jonathan, Lin, Xu, Su, Kuan-Jui, Gong, Rui, Shen, Hui, Shen, Jie, Xiao, Hong-Mei, Deng, Hong-Wen
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8966780/
https://www.ncbi.nlm.nih.gov/pubmed/35372129
http://dx.doi.org/10.3389/fcimb.2022.853499
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author Greenbaum, Jonathan
Lin, Xu
Su, Kuan-Jui
Gong, Rui
Shen, Hui
Shen, Jie
Xiao, Hong-Mei
Deng, Hong-Wen
author_facet Greenbaum, Jonathan
Lin, Xu
Su, Kuan-Jui
Gong, Rui
Shen, Hui
Shen, Jie
Xiao, Hong-Mei
Deng, Hong-Wen
author_sort Greenbaum, Jonathan
collection PubMed
description While the gut microbiome has been reported to play a role in bone metabolism, the individual species and underlying functional mechanisms have not yet been characterized. We conducted a systematic multi-omics analysis using paired metagenomic and untargeted serum metabolomic profiles from a large sample of 499 peri- and early post-menopausal women to identify the potential crosstalk between these biological factors which may be involved in the regulation of bone mineral density (BMD). Single omics association analyses identified 22 bacteria species and 17 serum metabolites for putative association with BMD. Among the identified bacteria, Bacteroidetes and Fusobacteria were negatively associated, while Firmicutes were positively associated. Several of the identified serum metabolites including 3-phenylpropanoic acid, mainly derived from dietary polyphenols, and glycolithocholic acid, a secondary bile acid, are metabolic byproducts of the microbiota. We further conducted a supervised integrative feature selection with respect to BMD and constructed the inter-omics partial correlation network. Although still requiring replication and validation in future studies, the findings from this exploratory analysis provide novel insights into the interrelationships between the gut microbiome and serum metabolome that may potentially play a role in skeletal remodeling processes.
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spelling pubmed-89667802022-03-31 Integration of the Human Gut Microbiome and Serum Metabolome Reveals Novel Biological Factors Involved in the Regulation of Bone Mineral Density Greenbaum, Jonathan Lin, Xu Su, Kuan-Jui Gong, Rui Shen, Hui Shen, Jie Xiao, Hong-Mei Deng, Hong-Wen Front Cell Infect Microbiol Cellular and Infection Microbiology While the gut microbiome has been reported to play a role in bone metabolism, the individual species and underlying functional mechanisms have not yet been characterized. We conducted a systematic multi-omics analysis using paired metagenomic and untargeted serum metabolomic profiles from a large sample of 499 peri- and early post-menopausal women to identify the potential crosstalk between these biological factors which may be involved in the regulation of bone mineral density (BMD). Single omics association analyses identified 22 bacteria species and 17 serum metabolites for putative association with BMD. Among the identified bacteria, Bacteroidetes and Fusobacteria were negatively associated, while Firmicutes were positively associated. Several of the identified serum metabolites including 3-phenylpropanoic acid, mainly derived from dietary polyphenols, and glycolithocholic acid, a secondary bile acid, are metabolic byproducts of the microbiota. We further conducted a supervised integrative feature selection with respect to BMD and constructed the inter-omics partial correlation network. Although still requiring replication and validation in future studies, the findings from this exploratory analysis provide novel insights into the interrelationships between the gut microbiome and serum metabolome that may potentially play a role in skeletal remodeling processes. Frontiers Media S.A. 2022-03-16 /pmc/articles/PMC8966780/ /pubmed/35372129 http://dx.doi.org/10.3389/fcimb.2022.853499 Text en Copyright © 2022 Greenbaum, Lin, Su, Gong, Shen, Shen, Xiao and Deng 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 Cellular and Infection Microbiology
Greenbaum, Jonathan
Lin, Xu
Su, Kuan-Jui
Gong, Rui
Shen, Hui
Shen, Jie
Xiao, Hong-Mei
Deng, Hong-Wen
Integration of the Human Gut Microbiome and Serum Metabolome Reveals Novel Biological Factors Involved in the Regulation of Bone Mineral Density
title Integration of the Human Gut Microbiome and Serum Metabolome Reveals Novel Biological Factors Involved in the Regulation of Bone Mineral Density
title_full Integration of the Human Gut Microbiome and Serum Metabolome Reveals Novel Biological Factors Involved in the Regulation of Bone Mineral Density
title_fullStr Integration of the Human Gut Microbiome and Serum Metabolome Reveals Novel Biological Factors Involved in the Regulation of Bone Mineral Density
title_full_unstemmed Integration of the Human Gut Microbiome and Serum Metabolome Reveals Novel Biological Factors Involved in the Regulation of Bone Mineral Density
title_short Integration of the Human Gut Microbiome and Serum Metabolome Reveals Novel Biological Factors Involved in the Regulation of Bone Mineral Density
title_sort integration of the human gut microbiome and serum metabolome reveals novel biological factors involved in the regulation of bone mineral density
topic Cellular and Infection Microbiology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8966780/
https://www.ncbi.nlm.nih.gov/pubmed/35372129
http://dx.doi.org/10.3389/fcimb.2022.853499
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