# Urinary Metabolomics as a Window into Occupational Exposure: The Case of Foundry Workers

**Authors:** Michele De Rosa, Silvia Canepari, Giovanna Tranfo, Ottavia Giampaoli, Adriano Patriarca, Agnieszka Smolinska, Federico Marini, Lorenzo Massimi, Fabio Sciubba, Mariangela Spagnoli

PMC · DOI: 10.3390/jox16010014 · Journal of Xenobiotics · 2026-01-15

## TL;DR

This study uses urine samples to detect biological changes in foundry workers due to occupational exposure, showing that metabolomics can reveal early health effects from complex workplace environments.

## Contribution

The study introduces urinary NMR-based metabolomics as a non-invasive tool for biomonitoring complex occupational exposures in foundries.

## Key findings

- Foundry workers showed altered levels of amino acids and tricarboxylic acid intermediates compared to residents.
- Higher levels of branched-chain amino acid catabolites and gut microbiota-related metabolites were observed in workers.
- Metabolic patterns suggest impacts on energy metabolism, oxidative stress, and host–microbiome interactions.

## Abstract

Foundries represent complex exposure scenarios where metals, particulate matter, and combustion by-products coexist, posing potential cumulative biological effects. Urinary metabolic profiles from 64 foundry workers and 78 residents living in surrounding areas were investigated using multivariate statistical modeling. Differences in urinary metabolite patterns were observed between the two groups, including lower levels of several amino acids (e.g., valine, alanine, tyrosine, and tryptophan) and tricarboxylic acid intermediates (e.g., citrate and succinate), together with higher levels of selected branched-chain amino acid catabolites (e.g., 3-hydroxyisobutyrate and erythro-2,3-dihydroxybutyrate) in workers. Variations in gut microbiota-related metabolites, such as phenylacetylglycine and p-cresol sulphate, were also detected. Based on these metabolic patterns, potential molecular mechanisms related to energy metabolism, oxidative stress and host–microbiome interaction are discussed as interpretative hypotheses. The comparison between workers and residents was interpreted, taking into account differences in demographic and lifestyle characteristics between groups. Overall, the results indicate that occupational exposure in foundries is associated with measurable differences in urinary metabolic profiles, demonstrating that the applied NMR-based metabolomic strategy is capable of capturing early biological effects and supporting its potential as a non-invasive and holistic biomonitoring tool for evaluating the health impact of complex occupational exposures.

## Linked entities

- **Chemicals:** valine (PubChem CID 1182), alanine (PubChem CID 239), tyrosine (PubChem CID 1153), tryptophan (PubChem CID 1148), citrate (PubChem CID 31348), succinate (PubChem CID 160419), 3-hydroxyisobutyrate (PubChem CID 440873), erythro-2,3-dihydroxybutyrate (PubChem CID 10964471), phenylacetylglycine (PubChem CID 68144), p-cresol sulphate (PubChem CID 4615423)

## Full-text entities

- **Chemicals:** valine (MESH:D014633), tryptophan (MESH:D014364), phenylacetylglycine (MESH:C022050), 3-hydroxyisobutyrate (-), citrate (MESH:D019343), branched-chain amino acid (MESH:D000597), succinate (MESH:D019802), tyrosine (MESH:D014443), tricarboxylic acid (MESH:D014233), p-cresol sulphate (MESH:C408690), alanine (MESH:D000409)

## Full text

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## Figures

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## References

44 references — full list in the complete paper: https://tomesphere.com/paper/PMC12821577/full.md

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Source: https://tomesphere.com/paper/PMC12821577