Evidence map›Paper›PMID 42528525›Full record

ArticlemedRxiv : the preprint server for health sciences2026

Multi-matrix copper exposure is associated with reduced olfactory bulb volume and odor sensitivity in adolescents.

Michelle A Rodriguez, Azzurra Invernizzi, Francesca Saviola, Giorgio Pio Marinelli, Kristie Oluyemi, Elza Rechtman, Daniele Corbo, Stefano Renzetti, Cheuk Y Tang, Lorella Mascaro and 8 more

Abstract readPreprint
In one paragraph

Article in medRxiv : the preprint server for health sciences, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing 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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

18 authors.

Michelle A RodriguezDepartment of Environmental Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
Azzurra InvernizziDepartment of Environmental Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA.ORCID 0000-0001-7411-8552
Francesca SaviolaNeuro-X Institute, École Polytechnique Fédérale de Lausanne, Geneva 1202, Switzerland.
Giorgio Pio MarinelliASST Spedali Civili Hospital, Brescia, Italy.
Kristie OluyemiDepartment of Environmental Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
Elza RechtmanDepartment of Environmental Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
Daniele CorboDepartment of Medical and Surgical Specialties, Radiological Sciences and Public Health, University of Brescia, Brescia, Italy.
Stefano RenzettiDepartment of Medicine and Surgery, University of Parma, Parma, Italy.ORCID 0000-0002-4467-765X
Cheuk Y TangDepartment of Diagnostic, Molecular, and Interventional Radiology, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
Lorella MascaroASST Spedali Civili Hospital, Brescia, Italy.
Claudia AmbrosiDepartment of Neuroscience, Neuroradiology Unit, ASST Cremona Hospital, Cremona, Italy.
Roberto GasparottiDepartment of Medical and Surgical Specialties, Radiological Sciences and Public Health, University of Brescia, Brescia, Italy.
Donald R SmithDepartment of Microbiology and Environmental Toxicology, University of California Santa Cruz, Santa Cruz, CA, USA.
Robert O WrightDepartment of Environmental Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
Roberto G LucchiniDepartment of Environmental Health Sciences, Robert Stempel College of Public Health and Social Work, Florida International University, Miami, FL, USA.
Donatella PlacidiDepartment of Medical and Surgical Specialties, Radiological Sciences and Public Health, University of Brescia, Brescia, Italy.
Christoph van ThrielLeibniz Research Centre for Working Environment and Human Factors, Dortmund, Germany.
Megan K HortonDepartment of Environmental Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA.

Funding

The Mount Sinai Transdisciplinary Center on Early Environmental ExposuresP30ES023515 · NIEHS · ICAHN SCHOOL OF MEDICINE AT MOUNT SINAI · PI Chris Gennings · 2014 to 2026
$21.3M
Stress, Lead, Iron Deficiency and NeurodevelopmentR01ES013744 · NIEHS · ICAHN SCHOOL OF MEDICINE AT MOUNT SINAI · PI Robert O Wright · 2007 to 2026
$13.4M
Neurologic function in children exposed to ambient manganeseR01ES019222 · NIEHS · UNIVERSITY OF CALIFORNIA SANTA CRUZ · PI Megan K Horton · 2010 to 2026
$9.1M
Longitudinal study of metal mixtures and the developmental origins of adolescent risk-takingR01ES028927 · NIEHS · ICAHN SCHOOL OF MEDICINE AT MOUNT SINAI · PI Megan K Horton · 2018 to 2026
$5.3M
NIEHS NIH HHS P30 ES023515NIEHS NIH HHS R01 ES013744NIEHS NIH HHS R01 ES019222NIEHS NIH HHS R01 ES028927
6 · The paper itself

Abstract

Copper (Cu) is an essential metal involved in neurobiological processes including energy metabolism and neurotransmission, yet dysregulated Cu levels may adversely affect brain health and olfactory performance. Although olfactory dysfunction has primarily been studied in older adults and neurodegenerative disease, adolescence is a critical period of brain maturation during which the olfactory system may be particularly vulnerable. This cross-sectional study examined associations between Cu exposure, olfactory bulb (OB) volume, and olfactory performance in 200 adolescents and young adults (64% female; ages 13-25) from the Public Health Impact of Metals Exposure cohort. Cu concentrations in blood, urine, hair, and saliva were measured using inductively coupled plasma mass spectrometry. T2-weighted magnetic resonance imaging scans estimated left, right, and total OB volumes using a three-stage deep learning pipeline. Olfactory performance was assessed using the Sniffin' Sticks test. Weighted quantile sum regression evaluated associations between a Cu mixture index and OB outcomes, while standard linear regression models assessed individual Cu biomarkers. Models were adjusted for age and sex. A higher Cu index was associated with reduced left (β = -0.72, 95% CI [-1.42, -0.02]), right (β = -0.79, 95% CI [-1.43, -0.15]), and total OB volume (β = -1.55, 95% CI [-2.85, -0.25]), as well as lower odor threshold scores (β = -0.23, 95% CI [-0.42, -0.03]). Individual biomarkers were not independently associated with outcomes. These findings suggest that Cu exposure may adversely affect olfactory neurodevelopment during adolescence and highlight the importance of studying environmental exposures relevant to long-term neurological health.

Indexed as

copper exposuremachine learning modelmixture approacholfactionSniffin’ Sticksstructural MRIT2w image

Identifiers

PMID42528525
PMCPMC13409213

What OpenQuestion holds

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LicenceCC BY-NC-ND
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Registered trials

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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.