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Associations of Childhood and Perinatal Blood Metals with Children’s Gut Microbiomes in a Canadian Gestation Cohort
BACKGROUND: The gut microbiome is important in modulating health in childhood. Metal exposures affect multiple health outcomes, but their ability to modify bacterial communities in children is poorly understood. OBJECTIVES: We assessed the associations of childhood and perinatal blood metal levels w...
Autores principales: | , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Environmental Health Perspectives
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8763169/ https://www.ncbi.nlm.nih.gov/pubmed/35037767 http://dx.doi.org/10.1289/EHP9674 |
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author | Shen, Yike Laue, Hannah E. Shrubsole, Martha J. Wu, Haotian Bloomquist, Tessa R. Larouche, Annie Zhao, Kankan Gao, Feng Boivin, Amélie Prada, Diddier Hunting, Darel J. Gillet, Virginie Takser, Larissa Baccarelli, Andrea A. |
author_facet | Shen, Yike Laue, Hannah E. Shrubsole, Martha J. Wu, Haotian Bloomquist, Tessa R. Larouche, Annie Zhao, Kankan Gao, Feng Boivin, Amélie Prada, Diddier Hunting, Darel J. Gillet, Virginie Takser, Larissa Baccarelli, Andrea A. |
author_sort | Shen, Yike |
collection | PubMed |
description | BACKGROUND: The gut microbiome is important in modulating health in childhood. Metal exposures affect multiple health outcomes, but their ability to modify bacterial communities in children is poorly understood. OBJECTIVES: We assessed the associations of childhood and perinatal blood metal levels with childhood gut microbiome diversity, structure, species, gene family-inferred species, and potential pathway alterations. METHODS: We assessed the gut microbiome using 16S rRNA gene amplicon sequencing and shotgun metagenomic sequencing in stools collected from 6- to 7-year-old children participating in the GESTation and Environment (GESTE) cohort study. We assessed blood metal concentrations [cadmium (Cd), manganese (Mn), mercury (Hg), lead (Pb), selenium (Se)] at two time points, namely, perinatal exposures at delivery ([Formula: see text]) and childhood exposures at the 6- to 7-y follow-up ([Formula: see text]). We used multiple covariate-adjusted statistical models to determine microbiome associations with continuous blood metal levels, including linear regression (Shannon and Pielou alpha diversity indexes), permutational multivariate analysis of variance (adonis; beta diversity distance matrices), and multivariable association model (MaAsLin2; phylum, family, species, gene family-inferred species, and pathways). RESULTS: Children’s blood Mn and Se significantly associated with microbiome phylum [e.g., Verrucomicrobiota ([Formula: see text] , [Formula: see text]; [Formula: see text] , [Formula: see text] , respectively)] and children’s blood Mn significantly associated with family [e.g., Eggerthellaceae ([Formula: see text] , [Formula: see text])]-level differences. Higher relative abundance of potential pathogens (e.g., Flavonifractor plautii), beneficial species (e.g., Bifidobacterium longum, Faecalibacterium prausnitzii), and both potentially pathogenic and beneficial species (e.g., Bacteriodes vulgatus, Eubacterium rectale) inferred from gene families were associated with higher childhood or perinatal blood Cd, Hg, and Pb ([Formula: see text]). We found significant negative associations between childhood blood Pb and acetylene degradation pathway abundance ([Formula: see text]). Finally, neither perinatal nor childhood metal concentrations were associated with children’s gut microbial inter- and intrasubject diversity. DISCUSSION: Our findings suggest both long- and short-term associations between metal exposure and the childhood gut microbiome, with stronger associations observed with more recent exposure. Future epidemiologic analyses may elucidate whether the observed changes in the microbiome relate to children’s health. https://doi.org/10.1289/EHP9674 |
format | Online Article Text |
id | pubmed-8763169 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Environmental Health Perspectives |
record_format | MEDLINE/PubMed |
spelling | pubmed-87631692022-01-18 Associations of Childhood and Perinatal Blood Metals with Children’s Gut Microbiomes in a Canadian Gestation Cohort Shen, Yike Laue, Hannah E. Shrubsole, Martha J. Wu, Haotian Bloomquist, Tessa R. Larouche, Annie Zhao, Kankan Gao, Feng Boivin, Amélie Prada, Diddier Hunting, Darel J. Gillet, Virginie Takser, Larissa Baccarelli, Andrea A. Environ Health Perspect Research BACKGROUND: The gut microbiome is important in modulating health in childhood. Metal exposures affect multiple health outcomes, but their ability to modify bacterial communities in children is poorly understood. OBJECTIVES: We assessed the associations of childhood and perinatal blood metal levels with childhood gut microbiome diversity, structure, species, gene family-inferred species, and potential pathway alterations. METHODS: We assessed the gut microbiome using 16S rRNA gene amplicon sequencing and shotgun metagenomic sequencing in stools collected from 6- to 7-year-old children participating in the GESTation and Environment (GESTE) cohort study. We assessed blood metal concentrations [cadmium (Cd), manganese (Mn), mercury (Hg), lead (Pb), selenium (Se)] at two time points, namely, perinatal exposures at delivery ([Formula: see text]) and childhood exposures at the 6- to 7-y follow-up ([Formula: see text]). We used multiple covariate-adjusted statistical models to determine microbiome associations with continuous blood metal levels, including linear regression (Shannon and Pielou alpha diversity indexes), permutational multivariate analysis of variance (adonis; beta diversity distance matrices), and multivariable association model (MaAsLin2; phylum, family, species, gene family-inferred species, and pathways). RESULTS: Children’s blood Mn and Se significantly associated with microbiome phylum [e.g., Verrucomicrobiota ([Formula: see text] , [Formula: see text]; [Formula: see text] , [Formula: see text] , respectively)] and children’s blood Mn significantly associated with family [e.g., Eggerthellaceae ([Formula: see text] , [Formula: see text])]-level differences. Higher relative abundance of potential pathogens (e.g., Flavonifractor plautii), beneficial species (e.g., Bifidobacterium longum, Faecalibacterium prausnitzii), and both potentially pathogenic and beneficial species (e.g., Bacteriodes vulgatus, Eubacterium rectale) inferred from gene families were associated with higher childhood or perinatal blood Cd, Hg, and Pb ([Formula: see text]). We found significant negative associations between childhood blood Pb and acetylene degradation pathway abundance ([Formula: see text]). Finally, neither perinatal nor childhood metal concentrations were associated with children’s gut microbial inter- and intrasubject diversity. DISCUSSION: Our findings suggest both long- and short-term associations between metal exposure and the childhood gut microbiome, with stronger associations observed with more recent exposure. Future epidemiologic analyses may elucidate whether the observed changes in the microbiome relate to children’s health. https://doi.org/10.1289/EHP9674 Environmental Health Perspectives 2022-01-17 /pmc/articles/PMC8763169/ /pubmed/35037767 http://dx.doi.org/10.1289/EHP9674 Text en https://ehp.niehs.nih.gov/about-ehp/licenseEHP is an open-access journal published with support from the National Institute of Environmental Health Sciences, National Institutes of Health. All content is public domain unless otherwise noted. |
spellingShingle | Research Shen, Yike Laue, Hannah E. Shrubsole, Martha J. Wu, Haotian Bloomquist, Tessa R. Larouche, Annie Zhao, Kankan Gao, Feng Boivin, Amélie Prada, Diddier Hunting, Darel J. Gillet, Virginie Takser, Larissa Baccarelli, Andrea A. Associations of Childhood and Perinatal Blood Metals with Children’s Gut Microbiomes in a Canadian Gestation Cohort |
title | Associations of Childhood and Perinatal Blood Metals with Children’s Gut Microbiomes in a Canadian Gestation Cohort |
title_full | Associations of Childhood and Perinatal Blood Metals with Children’s Gut Microbiomes in a Canadian Gestation Cohort |
title_fullStr | Associations of Childhood and Perinatal Blood Metals with Children’s Gut Microbiomes in a Canadian Gestation Cohort |
title_full_unstemmed | Associations of Childhood and Perinatal Blood Metals with Children’s Gut Microbiomes in a Canadian Gestation Cohort |
title_short | Associations of Childhood and Perinatal Blood Metals with Children’s Gut Microbiomes in a Canadian Gestation Cohort |
title_sort | associations of childhood and perinatal blood metals with children’s gut microbiomes in a canadian gestation cohort |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8763169/ https://www.ncbi.nlm.nih.gov/pubmed/35037767 http://dx.doi.org/10.1289/EHP9674 |
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