Guo Xiangyu, Wei Ran, Yang Ge, Huang Maoxun
College of Traditional Chinese Medicine, Changchun University of Chinese Medicine, Changchun City, Jilin Province, China.
Cardiovascular Surgery Department of the Second Hospital of Jilin University, Changchun City, Jilin Province, China.
Cardiovasc Toxicol. 2025 Sep 23. doi: 10.1007/s12012-025-10063-x.
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.
心力衰竭(HF)是一个重大的公共卫生问题,具有很高的发病率和死亡率。新出现的证据表明,铜(Cu)可能与心血管疾病有关,但其与HF的关系仍未得到充分理解。本研究旨在调查血清铜水平与HF患病率之间的关联,同时使用网络毒理学探索潜在的潜在机制。数据来自2011 - 2016年NHANES周期中5139名年龄在18 - 80岁的参与者。使用电感耦合等离子体动态反应池质谱法(ICP-DRC-MS)测量血清铜水平。采用逻辑回归和受限立方样条模型评估血清铜与HF之间的关联。利用网络毒理学方法,包括数据库挖掘(CTD和ChEMBL)、蛋白质-蛋白质相互作用(PPI)网络分析、基因本体论(GO)和KEGG通路富集,来阐明潜在的分子机制。血清铜水平升高与HF患病率增加显著相关(OR 1.08,95% CI 1.03 - 1.13;p = 0.0008)。观察到显著的性别交互作用,男性之间的关联更强。通过计算机分析,共鉴定出108个与铜相关的HF靶基因,其中TP53、IL-1B、IL-6、TNF、AKT1和ALB被识别为枢纽基因。富集的KEGG通路包括脂质代谢和动脉粥样硬化、细胞凋亡、MAPK信号传导、ROS介导的化学致癌作用以及糖尿病并发症中的AGE-RAGE信号传导。从机制上讲,铜诱导的氧化应激、细胞凋亡和免疫失调与HF发病机制有关。血清铜水平与HF患病率呈独立关联。然而,由于本研究的横断面设计,无法建立因果推断。网络毒理学分析突出了氧化应激和细胞凋亡等关键生物学途径,为铜在HF发展中的作用提供了机制性见解。