Primary sourceShen Y, Laue HE, Shrubsole MJ, Wu H, Bloomquist TR, Larouche A, Zhao K, Gao F, Boivin A, Prada D, Hunting DJ, Gillet V, Takser L, Baccarelli AA (2022). Associations of Childhood and Perinatal Blood Metals with Children's Gut Microbiomes in a Canadian Gestation Cohort. Environmental Health Perspectives, 130(1):017007.
Environmental Health Perspectives (DOI: 10.1289/EHP9674): https://ehp.niehs.nih.gov/doi/full/10.1289/EHP9674

What the study examined

The GESTation and Environment (GESTE) cohort is a prospective birth cohort in Sherbrooke, Quebec, Canada, where mothers were recruited at delivery or their first prenatal visit between 2007 and 2009. In this analysis, published in Environmental Health Perspectives in 2022 (Shen et al.), investigators profiled the gut microbiome of stool samples from 6- to 7-year-old children and related it to concentrations of five blood metals: cadmium (Cd), manganese (Mn), mercury (Hg), lead (Pb), and selenium (Se).

Blood metals were quantified at two developmental windows to distinguish recent from early-life exposure: perinatal levels measured at delivery (N=70) and childhood levels measured at the 6- to 7-year follow-up (N=68). This design let the team ask whether the timing of exposure mattered for the microbiome that had assembled by early school age.

The cohort was relatively homogeneous in socioeconomic status and ancestry, with most families self-identifying as middle-class, White, French-Canadian, which reduces confounding from those variables but also limits how far the findings generalize to other populations.

Methods

Microbiome composition was characterized two ways. 16S rRNA gene amplicon sequencing of the V4 region (processed in QIIME2) described community membership from phylum down to genus level, while shotgun metagenomic sequencing (functionally profiled with the HUMAnN 3.0 pipeline) inferred gene-family-level species and metabolic pathways.

Associations between continuous blood metal concentrations and microbiome features were tested with covariate-adjusted models, including multivariable association testing via MaAsLin2, with a false discovery rate threshold of q < 0.1. Alpha diversity (within-sample richness and evenness) and beta diversity (between-sample compositional distance) were also evaluated in relation to each metal.

Key findings

Recent childhood exposures showed stronger and more numerous associations than perinatal exposures. Childhood blood manganese was negatively associated with the phylum Verrucomicrobiota (coefficient -0.305, q=0.031) and with the mucin-associated family Akkermansiaceae, and negatively associated with Erysipelatoclostridiaceae and Eggerthellaceae, while being positively associated with Prevotellaceae. Childhood selenium was positively associated with Verrucomicrobiota and with Proteobacteria.

At the inferred-species level, childhood cadmium was linked to eleven gene-family-inferred species, including beneficial commensals such as Bifidobacterium longum, B. adolescentis, and B. pseudocatenulatum, alongside Bacteroides species and the potential pathobiont Flavonifractor plautii. Childhood mercury was associated with Bacteroides vulgatus and Ruminococcus lactaris, and childhood lead was positively associated with inferred Eubacterium rectale and negatively associated with an acetylene-degradation metabolic pathway.

Perinatal (delivery) metals produced fewer signals: manganese was associated with Actinomycetaceae, selenium with the phylum Actinobacteriota, and lead with the phylum Fusobacteriota. Importantly, no metal — at either timepoint — was significantly associated with alpha or beta diversity, indicating that metal exposure was linked to shifts in specific taxa and functions rather than a wholesale change in community richness or structure.

Mechanistic context

Trace metals are simultaneously nutrients and stressors for gut bacteria. Manganese and selenium are essential micronutrients that many microbes require as enzyme cofactors, so their availability can favor some taxa over others; the toxic metals cadmium, mercury, and lead have no known beneficial role and can exert selective pressure through oxidative stress, disruption of metalloenzyme function (mismetallation, where the wrong metal occupies a protein's binding site), and interference with host metal handling.

The observed changes are consistent with metals reshaping the competitive landscape of the gut. Notably, manganese's inverse association with Akkermansiaceae is of interest because Akkermansia muciniphila is a mucin-degrading commensal often linked to gut-barrier integrity and metabolic health, and cadmium's associations with Bifidobacterium species touch a genus central to the early-life microbiome. Because the analysis is cross-sectional and observational, it establishes correlation and biologically plausible direction but cannot prove that metals caused these compositional differences.

How it fits the metal-microbiome-disease axis

This study provides direct human evidence for the first link in the metal-microbiome-disease axis: that measurable body burdens of heavy and trace metals coincide with a distinct gut microbiome configuration in children. The metals implicated map onto taxa with recognized health relevance — mucin-associated Verrucomicrobiota/Akkermansia, Bifidobacterium, and butyrate-associated Eubacterium rectale and Faecalibacterium prausnitzii (the latter associated with perinatal mercury) — several of which are repeatedly tied to barrier function, inflammation, and metabolic outcomes in the broader literature.

The study does not measure disease endpoints, so it cannot close the loop to clinical outcomes on its own; it is best read as one supporting strand rather than proof of a causal pathway. Establishing whether metal-associated microbiome shifts mediate later disease risk will require longitudinal designs, functional (metabolomic) readouts, and experimental models. Interpreted cautiously, the GESTE findings are consistent with the hypothesis that childhood metal exposure can perturb the developing microbiome, a plausible upstream node for downstream health effects.

Key findings

  • In the Canadian GESTE cohort (6-7 year olds), childhood blood manganese was negatively associated with the phylum Verrucomicrobiota and the family Akkermansiaceae, while selenium was positively associated with Verrucomicrobiota and Proteobacteria.
  • Recent childhood metal levels showed stronger microbiome associations than perinatal (delivery) levels, suggesting contemporaneous exposure matters more for the school-age microbiome.
  • Cadmium was associated with eleven inferred species, including beneficial Bifidobacterium longum, B. adolescentis, and B. pseudocatenulatum, plus the pathobiont Flavonifractor plautii.
  • Mercury (childhood) was linked to Bacteroides vulgatus and Ruminococcus lactaris; lead was positively associated with inferred Eubacterium rectale.
  • No metal was significantly associated with alpha or beta diversity, indicating taxon-specific shifts rather than global changes in community richness or structure.
  • The study is observational and cross-sectional (N=68-70 for blood metals); it demonstrates association and biological plausibility, not causation.

Frequently asked questions

What is the GESTE cohort?

GESTE (GESTation and Environment) is a prospective birth cohort in Sherbrooke, Quebec, Canada, that recruited mothers between 2007 and 2009 and followed their children to study how environmental exposures relate to child development and health, including the gut microbiome.

Which blood metals were linked to the gut microbiome in children?

Manganese, selenium, cadmium, mercury, and lead were each associated with specific gut bacterial taxa or inferred species. Manganese and selenium had the clearest phylum-level signals (both involving Verrucomicrobiota), while cadmium, mercury, and lead were mainly tied to individual inferred species.

Did metal exposure change overall microbiome diversity?

No. Neither childhood nor perinatal blood metals were significantly associated with alpha diversity (within-sample richness) or beta diversity (between-sample composition). The associations were with particular taxa and functional pathways rather than the diversity of the community as a whole.

Does this study prove that metals cause disease through the microbiome?

No. It is an observational, cross-sectional study that shows metal levels correlate with microbiome composition; it did not measure disease outcomes or establish causation. It supports the plausibility of a metal-microbiome pathway but cannot, by itself, demonstrate that metal-driven microbiome changes cause disease.