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铜死亡相关基因的鉴定及其在慢性阻塞性肺疾病发病机制中的潜在作用:一项生物信息学分析

Identification of Cuproptosis-Related Genes and Their Potential Role in COPD Pathogenesis: A Bioinformatics Analysis.

作者信息

Shen Qin, Huang Jin-Bo, Zhu Mi, Ji Dao-Jun, Huang Si-Jia, Li Jun

机构信息

Department of Respiratory and Critical Care Medicine, Affiliated Hospital of Nantong University, Nantong Key Laboratory of Respiratory Medicine, Nantong, Jiangsu, 226001, People's Republic of China.

Medical School of Nantong University, Nantong, Jiangsu, 226001, People's Republic of China.

出版信息

Int J Chron Obstruct Pulmon Dis. 2025 Apr 15;20:1083-1096. doi: 10.2147/COPD.S497473. eCollection 2025.

Abstract

BACKGROUND

Chronic obstructive pulmonary disease (COPD) is a leading cause of death worldwide, and its pathogenesis and potentially relevant biomarkers require further study. Imbalance in copper (Cu) metabolism is related to a series of diseases, but its role in COPD has not been specified.

METHODS

A dataset relevant to COPD was downloaded from Gene Expression Omnibus database, among which a total of 18 cuproptosis-related genes (CRGs) were screened. The SimDesign package was used to perform single-factor Rogers regression to screen genes associated with disease phenotypes, risk score prediction models were constructed, and Receiver Operating Characteristic (ROC) curves were used to evaluate the efficacy of the prediction models. In addition, we verified the expression of CRGs in subtypes and the correlation between subtypes and clinical characteristics using a database. Finally, immune correlation analysis was used to explore immune cell infiltration.

RESULTS

Five biomarkers (DLST, GLS, LIPT1, MTF1, and PDHB) were identified. ROC analysis illustrated that these five biomarkers performed well (area under the curve (AUCs)>0.7), and the enrichment scores of diagnostic CRGs were significantly different among subtypes, among which the chi-square test P-values of the age groups were significantly different. The immune infiltration evaluation of cuproptosis subtypes revealed that the correlation analysis results of 22 types of immune cells showed a significant correlation between these cells, and the five CRGs were significantly correlated with the content of most immune cells in the 22 types of immune cells. The four pathways with the most significant differences in GSEA among subtypes were Oxidative Phosphorylation, Parkinson's Disease, Purine Metabolism, and Drug Metabolism Cytochrome P450.

CONCLUSION

This study identified five candidate genes for further investigation (DLST, GLS, LIPT1, MTF1, and PDHB) and constructed disease prediction models and pathogenesis pathways. This study can provide a basis for further research on the role of cuproptosis in COPD.

摘要

背景

慢性阻塞性肺疾病(COPD)是全球主要的死亡原因之一,其发病机制和潜在的相关生物标志物需要进一步研究。铜(Cu)代谢失衡与一系列疾病有关,但其在COPD中的作用尚未明确。

方法

从基因表达综合数据库下载与COPD相关的数据集,从中筛选出总共18个与铜死亡相关的基因(CRGs)。使用SimDesign软件包进行单因素罗杰斯回归以筛选与疾病表型相关的基因,构建风险评分预测模型,并使用受试者工作特征(ROC)曲线评估预测模型的有效性。此外,我们使用数据库验证了CRGs在亚型中的表达以及亚型与临床特征之间的相关性。最后,通过免疫相关性分析来探索免疫细胞浸润情况。

结果

鉴定出五个生物标志物(DLST、GLS、LIPT1、MTF1和PDHB)。ROC分析表明,这五个生物标志物表现良好(曲线下面积(AUCs)>0.7),诊断CRGs的富集分数在各亚型之间存在显著差异,其中年龄组的卡方检验P值有显著差异。对铜死亡亚型的免疫浸润评估显示,22种免疫细胞的相关性分析结果表明这些细胞之间存在显著相关性,并且这五个CRGs与22种免疫细胞中大多数免疫细胞的含量显著相关。亚型间基因集富集分析(GSEA)中差异最显著的四条通路是氧化磷酸化、帕金森病、嘌呤代谢和药物代谢细胞色素P450。

结论

本研究鉴定出五个有待进一步研究的候选基因(DLST、GLS、LIPT1、MTF1和PDHB),并构建了疾病预测模型和发病机制通路。本研究可为进一步研究铜死亡在COPD中的作用提供依据。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9e1f/12009119/70ce98b75ae3/COPD-20-1083-g0001.jpg

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