ArticleFrontiers in neuroscience2023
Topological network properties of resting-state functional connectivity patterns are associated with metal mixture exposure in adolescents.
Article in Frontiers in neuroscience, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 11 papers.
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Who cites it
11 citing papers in PubMed, 15 citations in OpenAlex.
- Multi-matrix copper exposure is associated with reduced olfactory bulb volume and odor sensitivity in adolescents.medRxiv : the preprint server for health sciences · 2026Article
- Impact of Manganese on Neuronal Function: An Exploratory Multi-Omics Study on Ferroalloy Workers in Brescia, Italy.Brain sciences · 2025Article
- Exploring the Neural Correlates of Metal Exposure in Motor Areas.Brain sciences · 2025Review
- Alterations in local activity and whole-brain functional connectivity in human immunodeficiency virus-associated neurocognitive disorders: a resting-state functional magnetic resonance imaging study.Quantitative imaging in medicine and surgery · 2025Article
- Current Insights into Plausible Mechanisms of Chromium (VI) Neurotoxicity in the Brain and Future Perspectives.Medical journal of the Islamic Republic of Iran · 2025Article
- The impact of psychosocial adversity on brain and behaviour: an overview of existing knowledge and directions for future research.Molecular psychiatry · 2024Review
- Associations of a toenail metal mixture with attention and memory in the Gulf long-term follow-up (GuLF) study.The Science of the total environment · 2024Article
- The Role of Copper Overload in Modulating Neuropsychiatric Symptoms.International journal of molecular sciences · 2024Review
- Sex-specific associations between co-exposure to multiple metals and externalizing symptoms in adolescence and young adulthood.Environmental research · 2024Article
- Neuro-environmental interactions: a time sensitive matter.Frontiers in computational neuroscience · 2023Article
- Associations between blood essential metal mixture and serum uric acid: a cross-sectional study.Frontiers in public health · 2023Article
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Authors and funding
19 authors at 6 institutions in 2 countries.
Funding
Abstract
Introduction: Adolescent exposure to neurotoxic metals adversely impacts cognitive, motor, and behavioral development. Few studies have addressed the underlying brain mechanisms of these metal-associated developmental outcomes. Furthermore, metal exposure occurs as a mixture, yet previous studies most often consider impacts of each metal individually. In this cross-sectional study, we investigated the relationship between exposure to neurotoxic metals and topological brain metrics in adolescents. Methods: In 193 participants (53% females, ages: 15-25 years) enrolled in the Public Health Impact of Metals Exposure (PHIME) study, we measured concentrations of four metals (manganese, lead, copper, and chromium) in multiple biological media (blood, urine, hair, and saliva) and acquired resting-state functional magnetic resonance imaging scans. Using graph theory metrics, we computed global and local efficiency (global:GE; local:LE) in 111 brain areas (Harvard Oxford Atlas). We used weighted quantile sum (WQS) regression models to examine association between metal mixtures and each graph metric (GE or LE), adjusted for sex and age. Results: We observed significant negative associations between the metal mixture and GE and LE [βGE = -0.076, 95% CI (-0.122, -0.031); βLE= -0.051, 95% CI (-0.095, -0.006)]. Lead and chromium measured in blood contributed most to this association for GE, while chromium measured in hair contributed the most for LE. Discussion: Our results suggest that exposure to this metal mixture during adolescence reduces the efficiency of integrating information in brain networks at both local and global levels, informing potential neural mechanisms underlying the developmental toxicity of metals. Results further suggest these associations are due to combined joint effects to different metals, rather than to a single metal.
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