Huang Kai, Ding Sufan, Xu Xiangyang, Wang Chuyi, Han Lin
Department of Cardiovascular Surgery, Changhai Hospital, Second Military Medical University, Shanghai, People's Republic of China.
J Inflamm Res. 2025 Jul 22;18:9699-9716. doi: 10.2147/JIR.S490041. eCollection 2025.
The purpose of this study was to investigate the potential correlation between Cuproptosis, a newly recognized form of programmed cell death, and heart failure (HF), using an integrative multi-omics analysis.
All the datasets were downloaded from GEO database. Cuproptosis-related genes (CRGs) were acquired from FerrDb V2 database. Differentially expressed CRGs were obtained in heart failure dataset (GSE57338). Cuproptosis subtypes were identified from HF samples in GSE57338 based on CRGs. CIBERSORT and GSVA analysis were used to explore the immune and pathway characteristics among Cuproptosis subtypes. WGCNA was used to determined the genes related to Cuproptosis subtypes and HF phenotype. The Cuproptosis-related predictive gene in heart failure were defined by machine learning and subjected to external validation. CTD database and molecular docking were applied to seek for the chemicals binding to the selected gene.
In the study, it was found that a total of 21 CRGs exhibited dysregulated expression in individuals with heart failure (HF). Furthermore, two distinct subtypes of Cuproptosis were identified. One hundred and three genes (related to Cuproptosis subtypes and HF phenotype) were put into machine learning algorithms and 6 predictive genes were filtered (HMOX2, MTSS1L, ISLR, GRB14, ARRDC3, and MEIS1). Notably, ISLR was found to be upregulated in both dilated cardiomyopathy and ischemic cardiomyopathy. Additionally, the efficacy of Pirinixic acid in providing heart protection against HF induced by pressure overload was demonstrated.
We identified six cuproptosis-related biomarkers (HMOX2, MTSS1L, ISLR, GRB14, ARRDC3, and MEIS1) in HF. Notably, ISLR was upregulated in HF. The PPARα agonist Pirinixic acid demonstrated therapeutic potential by downregulating ISLR expression, thereby attenuating pressure overload-induced cardiac dysfunction.
本研究旨在通过综合多组学分析,探讨一种新发现的程序性细胞死亡形式——铜死亡与心力衰竭(HF)之间的潜在相关性。
所有数据集均从基因表达综合数据库(GEO数据库)下载。铜死亡相关基因(CRGs)从FerrDb V2数据库获取。在心力衰竭数据集(GSE57338)中获得差异表达的CRGs。基于CRGs在GSE57338的HF样本中鉴定铜死亡亚型。使用CIBERSORT和基因集变异分析(GSVA)来探索铜死亡亚型之间的免疫和通路特征。加权基因共表达网络分析(WGCNA)用于确定与铜死亡亚型和HF表型相关的基因。通过机器学习定义心力衰竭中与铜死亡相关的预测基因并进行外部验证。应用比较毒理基因组学数据库(CTD数据库)和分子对接来寻找与所选基因结合的化学物质。
在本研究中,发现共有21个CRGs在心力衰竭(HF)个体中表达失调。此外,鉴定出两种不同的铜死亡亚型。将103个与铜死亡亚型和HF表型相关的基因纳入机器学习算法,筛选出6个预测基因(血红素加氧酶2(HMOX2)、微管稳定蛋白1样蛋白(MTSS1L)、免疫球蛋白超家族富含亮氨酸重复序列蛋白(ISLR)、生长因子受体结合蛋白14(GRB14)、含磷酸化依赖性分选信号的蛋白3(ARRDC3)和Meis同源盒1(MEIS1))。值得注意的是,ISLR在扩张型心肌病和缺血性心肌病中均上调。此外,还证明了匹立尼酸在提供心脏保护以抵抗压力超负荷诱导的HF方面的功效。
我们在HF中鉴定出6个与铜死亡相关的生物标志物(HMOX2、MTSS1L、ISLR、GRB14、ARRDC3和MEIS1)。值得注意的是,ISLR在HF中上调。过氧化物酶体增殖物激活受体α(PPARα)激动剂匹立尼酸通过下调ISLR表达显示出治疗潜力,从而减轻压力超负荷诱导的心脏功能障碍。