Evidence map›Paper›PMID 40988006›Full record

ArticleCardiovascular toxicology2025

Serum Copper and Heart Failure: A Cross-Sectional and In Silico Toxicological Study.

Xiangyu Guo, Ran Wei, Ge Yang, Maoxun Huang

Abstract read
In one paragraph

Article in Cardiovascular toxicology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

What it found

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2 · The registry

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

4 authors.

Xiangyu GuoCollege of Traditional Chinese Medicine, Changchun University of Chinese Medicine, Changchun City, Jilin Province, China.
Ran WeiCardiovascular Surgery Department of the Second Hospital of Jilin University, Changchun City, Jilin Province, China.
Ge YangCollege of Traditional Chinese Medicine, Changchun University of Chinese Medicine, Changchun City, Jilin Province, China. 794138146@qq.com.
Maoxun HuangCardiovascular Surgery Department of the Second Hospital of Jilin University, Changchun City, Jilin Province, China. surgeonxun@126.com.

Funding

Jilin Provincial Medical and Health Talent Program 2024WSZX-D18
6 · The paper itself

Abstract

Heart failure (HF) is a major public health concern marked by substantial morbidity and mortality. Emerging evidences suggest that copper (Cu) may be implicated in cardiovascular diseases, but its relationship with HF remains inadequately understood. This study was conducted to investigate the association between serum copper levels and the prevalence of HF, while exploring potential underlying mechanisms using network toxicology. Data were derived from 5139 participants aged 18-80 years in the NHANES 2011-2016 cycle. Serum copper levels were measured using inductively coupled plasma dynamic reaction cell mass spectrometry (ICP-DRC-MS). Logistic regression and restricted cubic spline models were employed to evaluate the association between serum copper and HF. A network toxicology approach, incorporating database mining (CTD and ChEMBL), protein-protein interaction (PPI) network analysis, Gene Ontology (GO), and KEGG pathway enrichment, was utilized to elucidate potential molecular mechanisms. Elevated serum copper levels were significantly associated with increased prevalence of HF (OR 1.08, 95% CI 1.03-1.13; p = 0.0008). A significant sex-based interaction was observed, with a stronger association evident among males. Through in silico analysis, a total of 108 copper-related HF target genes were identified, with TP53, IL-1B, IL-6, TNF, AKT1, and ALB recognized as hub genes. Enriched KEGG pathways included lipid metabolism and atherosclerosis, apoptosis, MAPK signaling, ROS-mediated chemical carcinogenesis, and AGE-RAGE signaling in diabetic complications. Mechanistically, copper-induced oxidative stress, apoptosis, and immune dysregulation were implicated in HF pathogenesis. Serum copper levels demonstrate an independent association with HF prevalence. However, due to the cross-sectional design of the study, causal inference cannot be established. Network toxicological analysis highlights key biological pathways such as oxidative stress and apoptosis, offering mechanistic insights into the role of copper in HF development.

Indexed as

CopperHeart FailureAdolescentAdultAgedAged, 80 and overBiomarkersComputer SimulationCross-Sectional StudiesFemaleHumansMaleMiddle AgedNutrition SurveysPrevalenceProtein Interaction MapsBiomarkersCopperHeart failureNetwork toxicologyNHANESOxidative stressSerum copper

Identifiers

PMID40988006
PMCPMC12662881

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LicenceCC BY-NC-ND
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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.