Identification of iron metabolism-related genes in coronary heart disease and construction of a diagnostic model

被引:1
作者
Zhu, Lin [1 ]
Zhang, Jianxin [1 ]
Fan, Wenhui [1 ]
Su, Chen [1 ]
Jin, Zhi [1 ]
机构
[1] Shandong Univ, Hosp 2, Dept Tradit Chinese Med, Jinan, Peoples R China
来源
FRONTIERS IN CARDIOVASCULAR MEDICINE | 2024年 / 11卷
关键词
coronary heart disease; iron metabolism; diagnostic model; immune infiltration; WGCNA; ARTERY-DISEASE; T-CELLS; FERROPTOSIS; ATHEROSCLEROSIS; ASSOCIATION; MACROPHAGES; ANEMIA; ACTIVATION; EXPRESSION; LEVEL;
D O I
10.3389/fcvm.2024.1409605
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Background Coronary heart disease is a common cardiovascular disease, yferroptosiset its relationship with iron metabolism remains unclear.Methods Gene expression data from peripheral blood samples of patients with coronary heart disease and a healthy control group were utilized for a comprehensive analysis that included differential expression analysis, weighted gene co-expression network analysis, gene enrichment analysis, and the development of a logistic regression model to investigate the associations and differences between the groups. Additionally, the CIBERSORT algorithm was employed to examine the composition of immune cell types within the samples.Results Eight central genes were identified as being both differentially expressed and related to iron metabolism. These central genes are mainly involved in the cellular stress response. A logistic regression model based on the central genes achieved an AUC of 0.64-0.65 in the diagnosis of coronary heart disease. A higher proportion of M0 macrophages was found in patients with coronary heart disease, while a higher proportion of CD8T cells was observed in the normal control group.Conclusion The study identified important genes related to iron metabolism in the pathogenesis of coronary heart disease and constructed a robust diagnostic model. The results suggest that iron metabolism and immune cells may play a significant role in the development of coronary heart disease, providing a basis for further research.
引用
收藏
页数:12
相关论文
共 69 条
[51]   Ubiquitin-specific protease 7 promotes ferroptosis via activation of the p53/TfR1 pathway in the rat hearts after ischemia/reperfusion [J].
Tang, Li-Jing ;
Zhou, Yuan-Jing ;
Xiong, Xiao-Ming ;
Li, Nian-Sheng ;
Zhang, Jie-Jie ;
Luo, Xiu-Ju ;
Peng, Jun .
FREE RADICAL BIOLOGY AND MEDICINE, 2021, 162 :339-352
[52]   Single Nucleotide Polymorphism in the 3' Untranslated Region of PRKAA2 on Cardiometabolic Parameters in Type 2 Diabetes Mellitus Patients Who Received Metformin [J].
Virginia, Dita Maria ;
Patramurti, Christine ;
Fenty ;
Setiawan, Christianus Heru ;
Julianus, Jeffry ;
Hendra, Phebe ;
Susanto, Nicholas Adi Perdana .
THERAPEUTICS AND CLINICAL RISK MANAGEMENT, 2022, 18 :349-357
[53]   Iron deficiency and cardiovascular disease [J].
von Haehling, Stephan ;
Jankowska, Ewa A. ;
van Veldhuisen, Dirk J. ;
Ponikowski, Piotr ;
Anker, Stefan D. .
NATURE REVIEWS CARDIOLOGY, 2015, 12 (11) :659-669
[54]   Cardiac iron metabolism during aging - Role of inflammation and proteolysis [J].
Walter, Sophia ;
Mertens, Christina ;
Muckenthaler, Martina U. ;
Ott, Christiane .
MECHANISMS OF AGEING AND DEVELOPMENT, 2023, 215
[55]   USP7 regulates HMOX-1 via deubiquitination to suppress ferroptosis and ameliorate spinal cord injury in rats [J].
Wang, Changsheng ;
Zhu, Yi ;
Zhu, Xitian ;
Chen, Rongsheng ;
Zhang, Xiaobo ;
Lian, Nancheng .
NEUROCHEMISTRY INTERNATIONAL, 2023, 168
[56]   Ferroptosis Signaling and Regulators in Atherosclerosis [J].
Wang, Yuqin ;
Zhao, Yajie ;
Ye, Ting ;
Yang, Liming ;
Shen, Yanna ;
Li, Hong .
FRONTIERS IN CELL AND DEVELOPMENTAL BIOLOGY, 2021, 9
[57]   Iron Metabolism Contributes to Prognosis in Coronary Artery Disease: Prognostic Value of the Soluble Transferrin Receptor Within the AtheroGene Study [J].
Weidmann, Henri ;
Bannasch, Johannes H. ;
Waldeyer, Christoph ;
Shrivastava, Apurva ;
Appelbaum, Sebastian ;
Ojeda-Echevarria, Francisco Miguel ;
Schnabel, Renate ;
Lackner, Karl J. ;
Blankenberg, Stefan ;
Zeller, Tanja ;
Karakas, Mahir .
JOURNAL OF THE AMERICAN HEART ASSOCIATION, 2020, 9 (09)
[58]   Coronary Plaque Sampling Reveals Molecular Insights Into Coronary Artery Disease [J].
Widlansky, Michael E. ;
Liu, Yong ;
Tumusiime, Shakirah ;
Hofeld, Benjamin ;
Khan, Nabeel ;
Aljadah, Michael ;
Wang, Jingli ;
Anger, Amberly ;
Qiu, Qiongzi ;
Therani, Bhavika ;
Liu, Pengyuan ;
Liang, Mingyu .
CIRCULATION RESEARCH, 2023, 133 (06) :532-534
[59]   Hyperglycemia-Driven Inhibition of AMP-Activated Protein Kinase α2 Induces Diabetic Cardiomyopathy by Promoting Mitochondria-Associated Endoplasmic Reticulum Membranes In Vivo [J].
Wu, Shengnan ;
Lu, Qiulun ;
Ding, Ye ;
Wu, Yin ;
Qiu, Yu ;
Wang, Pei ;
Mao, Xiaoxiang ;
Huang, Kai ;
Xie, Zhonglin ;
Zou, Ming-Hui .
CIRCULATION, 2019, 139 (16) :1913-1936
[60]   Genetic analysis of potential biomarkers and therapeutic targets in ferroptosis from coronary artery disease [J].
Wu, Xun ;
Qin, Kele ;
Iroegbu, Chukwuemeka Daniel ;
Xiang, Kun ;
Peng, Jun ;
Guo, Jianjun ;
Yang, Jinfu ;
Fan, Chengming .
JOURNAL OF CELLULAR AND MOLECULAR MEDICINE, 2022, 26 (08) :2177-2190