Back

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

Invernizzi, A.; Rodriguez, M. A.; Saviola, F.; Marinelli, G. P.; Oluyemi, K.; Rechtman, E.; Corbo, D.; Renzetti, S.; Tang, C. Y.; Mascaro, L.; Ambrosi, C.; Gasparotti, R.; Smith, D.; Wright, R. O.; Lucchini, R. G.; Placidi, D.; van Thriel, C.; Horton, M.

2026-07-16 occupational and environmental health
10.64898/2026.07.13.26357935 medRxiv
Show 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 (Beta= -0.72, 95% CI [-1.42, -0.02]), right (Beta = -0.79, 95% CI [-1.43, -0.15]), and total OB volume (Beta= -1.55, 95% CI [-2.85, -0.25]), as well as lower odor threshold scores (Beta = -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.

Matching journals

The top 4 journals account for 50% of the predicted probability mass.

1
Environmental Research
49 papers in training set
Top 0.1%
27.5%
2
Translational Psychiatry
260 papers in training set
Top 0.4%
11.4%
3
Environment International
43 papers in training set
Top 0.1%
10.1%
4
Scientific Reports
3612 papers in training set
Top 9%
7.0%
50% of probability mass above
5
Environmental Health Perspectives
17 papers in training set
Top 0.1%
6.5%
6
Journal of Psychiatric Research
32 papers in training set
Top 0.1%
5.0%
7
Chemosphere
17 papers in training set
Top 0.1%
3.3%
8
PLOS ONE
5266 papers in training set
Top 42%
2.5%
9
Brain, Behavior, & Immunity - Health
28 papers in training set
Top 0.1%
2.5%
10
Biological Psychiatry Global Open Science
60 papers in training set
Top 0.7%
1.8%
11
NeuroToxicology
14 papers in training set
Top 0.2%
1.8%
12
Science of The Total Environment
186 papers in training set
Top 2%
1.6%
13
Developmental Cognitive Neuroscience
96 papers in training set
Top 0.7%
1.6%
14
Frontiers in Psychiatry
87 papers in training set
Top 1%
1.5%
15
International Journal of Environmental Research and Public Health
128 papers in training set
Top 4%
1.4%
16
British Journal of Clinical Pharmacology
21 papers in training set
Top 0.5%
0.6%
17
The FASEB Journal
194 papers in training set
Top 7%
0.5%
18
Advanced Science
286 papers in training set
Top 12%
0.5%
19
iScience
1154 papers in training set
Top 43%
0.5%
20
Molecular Psychiatry
282 papers in training set
Top 6%
0.5%
21
Epigenetics
50 papers in training set
Top 0.9%
0.5%
22
Occupational and Environmental Medicine
18 papers in training set
Top 0.2%
0.5%
23
Frontiers in Neuroscience
256 papers in training set
Top 8%
0.5%
24
Health & Place
10 papers in training set
Top 0.4%
0.5%