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Unraveling the link between heavy metals, perfluoroalkyl substances and depression: Insights from epidemiological and bioinformatics strategies
Open accessAbstract
Heavy metals and per- and polyfluoroalkyl substances (PFASs) have become particularly important when studying the development of depression, a common illness that severely restricts psychosocial functioning and diminishes quality of life. Therefore, the potential joint effects of heavy metal and PFAS exposure on depression, as well as the underlying mechanisms involved, were investigated by using integrated epidemiological and bioinformatic approaches in the present study. A thorough analysis of 7301 samples from the National Health and Nutrition Examination Survey (NHANES) cycles that occurred between 2005 and 2018 was performed. Single-exposure studies have shown that cadmium exposure is positively associated with depression, whereas perfluorooctanesulfonic acid (PFOS) exposure and perfluorodecanoic acid (PFDE) exposure are negatively associated with depression. Furthermore, the Bayesian kernel machine regression (BKMR) and quantile g-computation (QGcomp) models were employed to investigate the collective impact of exposure to mixed metals on depression. Cadmium emerged as the principal contributor to depression. Moreover, the addition of PFAS to the metal mixture had an antagonistic effect on depression, with PFOS having the most prominent influence. Analysis of the effects of co-exposure to cadmium and PFOS confirmed the presence of an antagonistic effect. The inflection points of cadmium and PFOS were determined to be -1.11 and 2.27, respectively. Additionally, exposure to cadmium and PFOS had the opposite effects on two crucial pathways, namely, the rap1 and calcium signaling pathways, which involve core genes related to depression such as ADORA2A, FGF2, and FGFR1. These findings have significant implications for future studies and provide new strategies for exploring the mechanisms underlying co-exposure effects.
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“These early-life exposures raise concern given established links between prenatal and postnatal PFASs exposure and adverse health outcomes, including low birth weight, fetal growth restriction, thyroid and kidney dysfunction, and neurodevelopmental issues such as ADHD and reduced cognitive performance [66].”
From Exposure to Per- and Polyfluoroalkyl Substances (PFASs) in Healthcare: Environmental and Clinical Insights (2025) · cites this paper as [66]
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Briassoulis, G., Ilia, S., & Briassouli, E. (2025) · Life · doi:10.3390/life15071057 · Cited by 15
Metadata
- Authors
- Tang, C., Wang, Y., & Hong, H.
- Affiliations
- Ningbo University (CN)
- Corresponding author
- Hong, Hang
- Venue
- Ecotoxicology and Environmental Safety
- Publisher
- Elsevier BV
- Published
- 2024-07
- Volume
- 279
- Pages
- 116482
- ISSN
- 0147-6513 (ISSN-L)
- OpenAlex
- W4398155464
- Cited by
- 22
- References
- 37
- Citations by year
- 2026: 5 · 2025: 17
- FWCI
- 3.90
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- Ecotoxicology and Environmental Safety (publishedVersion, cc-by-nc-nd)
- PubMed (publishedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Funders
- Higher Education Discipline Innovation Project (D16013)
- Zhejiang Provincial Health Commission
- Ningbo University (HY202411)
- Topics
- Physical Sciences › Environmental Science › Health, Toxicology and Mutagenesis › Heavy Metal Exposure and Toxicity
- Physical Sciences › Environmental Science › Environmental Chemistry › Per- and polyfluoroalkyl substances research
- Health Sciences › Medicine › Public Health, Environmental and Occupational Health › Maternal Mental Health During Pregnancy and Postpartum
- Keywords
- depression, heavy metals, per- and polyfluoroalkyl substances, cadmium, PFOS, perfluorodecanoic acid, antagonistic effect, Bayesian kernel machine regression, quantile g-computation, inflection point, Rap1 signaling, calcium signaling, adenosine A2A receptor, FGF2, FGFR1, NHANES
- MeSH terms
- Bayes Theorem, Cadmium, Decanoic Acids, Depression, Environmental Exposure, Environmental Pollutants, Fluorocarbons, Humans, Nutrition Surveys, Alkanesulfonic Acids, Metals, Heavy, Computational Biology
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