Evidence map›Paper›PMID 40472759›Full record

ArticleEnvironment international2025

Using mixture and exposome methods to assess the associations and interactions of chemical biomarkers with semen parameters.

Maximilien Génard-Walton, Charline Warembourg, Paige L Williams, Irene Souter, Jennifer B Ford, Jorge E Chavarro, Russ Hauser, Lidia Mínguez-Alarcón, Earth Study Team

Abstract read
In one paragraph

Article in Environment international, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

9 authors.

Maximilien Génard-WaltonUniversité Grenoble Alpes, Inserm, CNRS, IAB, Site Santé, Allée des Alpes, 38700 La Tronche, France. Electronic address: maximilien.genard-walton@inserm.fr.
Charline WarembourgUniv Rennes, Inserm, EHESP, Irset (Institut de recherche en santé, environnement et travail) - UMR_S 1085, F-35000 Rennes, France.
Paige L WilliamsDepartments of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, USA; Department of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, USA.
Irene SouterVincent Obstetrics and Gynecology, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA.
Jennifer B FordDepartment of Environmental Health, Harvard T.H. Chan School of Public Health, Boston, USA.
Jorge E ChavarroDepartments of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, USA; Department of Nutrition, Harvard T.H. Chan School of Public Health, Boston, USA; Channing Division of Network Medicine, Harvard Medical School & Brigham and Women's Hospital, USA.
Russ HauserDepartments of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, USA; Department of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, USA; Department of Environmental Health, Harvard T.H. Chan School of Public Health, Boston, USA; Department of Obstetrics, Gynecology and Reproductive Biology, Harvard Medical School, Boston, USA.
Lidia Mínguez-AlarcónDepartment of Environmental Health, Harvard T.H. Chan School of Public Health, Boston, USA; Channing Division of Network Medicine, Harvard Medical School & Brigham and Women's Hospital, USA.
Earth Study Team

Funding

Translational Research Support CoreP30ES000002 · NIEHS · HARVARD UNIVERSITY (SCH OF PUBLIC HLTH) · PI JAIME ELIZABETH HART · 1985 to 2026
$44.6M
PCBs, Phthalates and Male Reproductive HealthR01ES009718 · NIEHS · HARVARD UNIVERSITY (SCH OF PUBLIC HLTH) · PI HAUSER, RUSS B · 1999 to 2018
$11.6M
Maternal and Paternal Flame Retardant Exposure, Impact on Fertility and PregnancyR01ES022955 · NIEHS · HARVARD SCHOOL OF PUBLIC HEALTH · PI HAUSER, RUSS B, MEEKER, JOHN D. · 2014 to 2018
$2.9M
Male pesticide exposure, reproductive health and epigeneticsR01ES034700 · NIEHS · UNIVERSITY OF SOUTHERN CALIFORNIA · PI Lidia Minguez Alarcon · 2023 to 2026
$2.7M
NIEHS NIH HHS P30 ES000002NIEHS NIH HHS R01 ES009718NIEHS NIH HHS R01 ES022955NIEHS NIH HHS R01 ES034700
6 · The paper itself

Abstract

backgroundAlthough epidemiologic studies have found associations between several chemical biomarkers and semen parameters, only a few studies have evaluated their combined effects and interactions.

methodsWe included 420 men aged 18-55 years who participated in the Environment and Reproductive Health (EARTH) study between 2005 and 2019 at the Massachusetts General Hospital Fertility Center. Four mixture/exposome models, including exposome-wide association studies (ExWAS), Deletion/Substitution/Addition algorithm (DSA), Bayesian Kernel Machine Regression (BKMR), and the non-linear interaction model (NLinteraction), were used to evaluate associations between 24 chemical biomarkers (urinary bisphenol A, four parabens, triclosan, 17 phthalate metabolites, and hair mercury [Hg]) and semen parameters (sperm count, concentration, morphology, motility, and semen volume).

resultsOverall, Hg was positively, and triclosan was negatively significantly associated with all semen outcomes except semen volume across multiple models. In BKMR, when increasing the mixture from the 10th to 90th percentile, the chemical mixture was negatively associated with percent normal sperm morphology (-1.42 %, 95 % Credibility Interval [CRI] -12.36; 9.52), motility (-0.10 %, 95 % CRI -1.78; 1.58), and volume (-0.26 mL, 95 % CRI -0.79; 0.28), and positively associated with sperm count (0.21 mill, 95 % CRI -0.23; 0.65) and concentration (0.33 mill/mL, 95 % CRI -0.14; 0.80). We detected one interaction between urinary triclosan and butylparaben in relation to normal sperm morphology using NLinteraction.

conclusionAmong 24 biomarkers tested, Hg and triclosan showed consistent associations with semen parameters while other biomarkers were less consistent depending on the model used. Similar research studies should be encouraged to use multiple models to incorporate interaction assessment and assess the robustness of results.

Indexed as

Environmental ExposureEnvironmental PollutantsExposomeSemenAdolescentAdultBenzhydryl CompoundsBiomarkersBisphenol A CompoundsHumansMaleMercuryMiddle AgedParabensSemen AnalysisTriclosanBenzhydryl CompoundsBiomarkersbisphenol ABisphenol A CompoundsEnvironmental PollutantsMercuryParabensTriclosan

Identifiers

PMID40472759
PMCPMC13040444

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.