Characterization of a novel mitophagy-related 5-genes signature for diagnosis of acute myocardial infarction

被引:1
|
作者
Xu, Yanhua [1 ,2 ]
Zhu, Wenqing [1 ,3 ]
Su, Yang [2 ]
Ma, Teng [2 ]
Zhang, Yaqi [2 ]
Pan, Xin [2 ]
Huang, Rongrong [2 ]
Li, Yuhao [4 ,5 ]
Zuo, Keqiang [6 ]
Ong, Sang-Bing [4 ,5 ,7 ,8 ]
Xu, Dachun [2 ]
机构
[1] Tongji Univ, Shanghai East Hosp, Inst Regenerat Med, Frontier Sci Ctr Stem Cell Res,Sch Life Sci & Tech, Shanghai 200092, Peoples R China
[2] Tongji Univ, Sch Med, Shanghai Peoples Hosp 10, Dept Cardiol, 315 Middle Yanchang Rd, Shanghai 200072, Peoples R China
[3] Tongji Univ, Sch Med, Shanghai, Peoples R China
[4] Chinese Univ Hong Kong CUHK, Fac Med, Dept Med & Therapeut, Hong Kong, Peoples R China
[5] Chinese Univ Hong Kong CUHK, Lui Che Woo Inst Innovat Med, Ctr Cardiovasc Genom & Med CCGM, Hong Kong, Peoples R China
[6] Tongji Univ, Shanghai Peoples Hosp 10, Dept Intervent & Vasc Surg, 301 Middle Yan Chang Rd, Shanghai 200072, Peoples R China
[7] Hong Kong Childrens Hosp HKCH, Hong Kong Hub Paediat Excellence HK HOPE, Kowloon Bay, Hong Kong, Peoples R China
[8] Chinese Univ Hong Kong KIZ CUHK, Kunming Inst Zool, Joint Lab Bioresources & Mol Res Common Dis, Hong Kong, Peoples R China
基金
中国国家自然科学基金;
关键词
Mitophagy-related genes; Acute myocardial infarction; Diagnostic gene signature; Bioinformatics; ATHEROSCLEROSIS; AUTOPHAGY; RECEPTOR;
D O I
10.1016/j.vph.2024.107417
中图分类号
R9 [药学];
学科分类号
1007 ;
摘要
Myocardial infarction (MI) and the ensuing heart failure (HF) remain the main cause of morbidity and mortality worldwide. One of the strategies to combat MI and HF lies in the ability to accurately predict the onset of these disorders. Alterations in mitochondrial homeostasis have been reported to be involved in the pathogenesis of various cardiovascular diseases (CVDs). In this regard, perturbations to mitochondrial dynamics leading to impaired clearance of dysfunctional mitochondria have been previously established to be a crucial trigger for MI/HF. In this study, we found that MI patients could be classified into three clusters based on the expression levels of mitophagy-related genes and consensus clustering. We identified a mitophagy-related diagnostic 5-genes signature for MI using support vector machines-Recursive Feature Elimination (SVM-RFE) and random forest, with the area under the ROC curve (AUC) value of the predictive model at 0.813. Additionally, the single-cell transcriptome and pseudo-time analyses showed that the mitoscore was significantly upregulated in macrophages, endothelial cells, pericytes, fibroblasts and monocytes in patients with ischemic cardiomyopathy, while sequestosome 1 (SQSTM1) exhibited remarkable increase in the infarcted (ICM) and non-infarcted (ICMN) myocardium samples dissected from the left ventricle compared with control samples. Lastly, through analysis of peripheral blood from MI patients, we found that the expression of SQSTM1 is positively correlated with troponin-T (P < 0.0001, R = 0.4195, R2 = 0.1759). Therefore, this study provides the rationale for a cell-specific mitophagy-related gene signature as an additional supporting diagnostic for CVDs.
引用
收藏
页数:11
相关论文
共 50 条
  • [41] Circulating microRNA-19a as a Potential Novel Biomarker for Diagnosis of Acute Myocardial Infarction
    Zhong, Jianfeng
    He, Yuan
    Chen, Wenjiang
    Shui, Xiaorong
    Chen, Can
    Lei, Wei
    INTERNATIONAL JOURNAL OF MOLECULAR SCIENCES, 2014, 15 (11) : 20355 - 20364
  • [42] Lessons of the month 5: Cardiac tamponade after an acute myocardial infarction: the clinical diagnosis
    Ahmed, Nida
    Ahmed, Sabahat
    Lashin, Hazem
    CLINICAL MEDICINE, 2020, 20 (02) : 227 - 228
  • [43] Analysis of the influence of pyroptosis-related genes on molecular characteristics in patients with acute myocardial infarction
    Wu, Huan
    Xiong, Xiaoman
    Cui, Xueying
    Xiong, Jianlong
    Zhang, Yan
    Xiang, Liubo
    Xu, Tao
    MEDICINE, 2023, 102 (16) : E33620
  • [44] Analysis of the differences in immune-related genes and immune cell subtypes in acute myocardial infarction
    Li, Zhengmei
    Kang, Ling
    Jiang, Ke
    BRAZILIAN JOURNAL OF MEDICAL AND BIOLOGICAL RESEARCH, 2024, 57
  • [45] Integrated analysis and validation of ferroptosis-related genes and immune infiltration in acute myocardial infarction
    Wu, Xinyu
    Li, Jingru
    Chai, Shengjie
    Li, Chaguo
    Lu, Si
    Bao, Suli
    Yu, Shuai
    Guo, Hao
    He, Jie
    Peng, Yunzhu
    Sun, Huang
    Wang, Luqiao
    BMC CARDIOVASCULAR DISORDERS, 2024, 24 (01):
  • [46] Integrated Analysis and Validation of Autophagy-Related Genes and Immune Infiltration in Acute Myocardial Infarction
    Ding, Yan
    Wang, Feng
    Guo, Yousheng
    Yang, Mingwei
    Zhang, Huanji
    COMPUTATIONAL AND MATHEMATICAL METHODS IN MEDICINE, 2022, 2022
  • [47] Study on Immune-Related Genes and Clinical Validation of Acute Myocardial Infarction Based on Bioinformatics
    Jin, Shuang
    Wu, Zhang
    BIOCHEMICAL GENETICS, 2025,
  • [48] Novel diagnostic biomarkers related to necroptosis and immune infiltration landscape in acute myocardial infarction
    Wu, Wenfa
    Fan, Hongxing
    Cen, Junlin
    Huang, Pei
    Li, Guidong
    Tan, Yanping
    Liu, Gen
    Hong, Baoshan
    PEERJ, 2024, 12
  • [49] Circulating miR-22-5p and miR-122-5p are promising novel biomarkers for diagnosis of acute myocardial infarction
    Wang, Yu
    Chang, Wenguang
    Zhang, Yuan
    Zhang, Lei
    Ding, Han
    Qi, Hongzhao
    Xue, Sheng
    Yu, Hua
    Hu, Longgang
    Liu, Dacheng
    Zhu, Wenjie
    Wang, Yin
    Li, Peifeng
    JOURNAL OF CELLULAR PHYSIOLOGY, 2019, 234 (04) : 4778 - 4786
  • [50] Atherosclerosis-Related Circulating miRNAs as Novel and Sensitive Predictors for Acute Myocardial Infarction
    Wang, Feng
    Long, Guangwen
    Zhao, Chunxia
    Li, Huaping
    Chaugai, Sandip
    Wang, Yan
    Chen, Chen
    Wang, Dao Wen
    PLOS ONE, 2014, 9 (09):