Identification of Hub Diagnostic Biomarkers and Candidate Therapeutic Drugs in Heart Failure

被引:8
作者
Guo, Yang [1 ,2 ,3 ,4 ]
Ning, Bobin [5 ]
Zhang, Qunhui [1 ,2 ,3 ,4 ]
Ma, Jing [4 ]
Zhao, Linlin [1 ,2 ,3 ,4 ]
Lu, QiQin [1 ,2 ,3 ,4 ]
Zhang, Dejun [1 ,4 ]
机构
[1] Qinghai Univ, Res Ctr High Altitude Med, Med Coll, Xining 810001, Peoples R China
[2] Qinghai Univ, Key Lab Applicat & Fdn High Altitude Med Res Qing, Med Coll, Xining 810001, Peoples R China
[3] Qinghai Univ, Qinghai Utah Joint Res Key Lab High Altitude Med, Med Coll, Xining 810001, Peoples R China
[4] Qinghai Univ, Dept Ecoenvironm Engn, Xining 810016, Qinghai, Peoples R China
[5] Gen Hosp Peoples Liberat Army, Dept Med, Beijing 100038, Peoples R China
关键词
differentially expressed genes; weighted gene co-expression network analysis; diagnostic biomarkers; therapeutic drugs; heart failure; DILATED CARDIOMYOPATHY; ACTIVATION; EXPRESSION; ANGIOGENESIS; CELLS;
D O I
10.2147/IJGM.S349235
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Purpose: The objective of this study was to identify the potential regulatory mechanisms, diagnostic biomarkers, and therapeutic drugs for heart failure (HF). Methods: Differentially expressed genes (DEGs) between HF and non-failing donors were screened from the GSE57345, GSE5406, and GSE3586 datasets. Database for Annotation Visualization and Integrated Discovery and Metascape were used for Gene Ontology and Kyoto Encyclopedia of Genes and Genomes analyses respectively. The GSE57345 dataset was used for weighted gene co-expression network analysis (WGCNA). The intersecting hub genes from the DEGs and WGCNA were identified and verified with the GSE5406 and GSE3586 datasets. The diagnostic value of the hub genes was calculated through receiver operating characteristic analysis and net reclassification index (NRI). Gene set enrichment analysis (GSEA) was used to filter out the signaling pathways associated with the hub genes. SYBYL 2.1 was used for molecular docking of hub targets and potential HF drugs obtained from the connection map. Results: Functional annotation of the DEGs showed enrichment of negative regulation of angiogenesis, endoplasmic reticulum stress response, and heart development. PTN, LUM, ISLR, and ASPN were identified as the hub genes of HF. GSEA showed that the key genes were related to the transforming growth factor-beta (TGF-beta) and Wnt signaling pathways. Sirolimus, LY-294002, and wortmannin have been confirmed as potential drugs for HF. Conclusion: We identified new hub genes and candidate therapeutic drugs for HF, which are potential diagnostic, therapeutic and prognostic targets and warrant further investigation.
引用
收藏
页码:623 / 635
页数:13
相关论文
共 50 条
[41]   Identifying immune cell infiltration and diagnostic biomarkers in heart failure and osteoarthritis by bioinformatics analysis [J].
Wen, Bo ;
Liu, Mengna ;
Qin, Xianyun ;
Mao, Zhiyou ;
Chen, Xuewei .
MEDICINE, 2023, 102 (26) :E34166
[42]   Role of the renin-angiotensin system in the pathophysiology of coronary heart disease and heart failure: Diagnostic biomarkers and therapy with drugs and natural products [J].
Mehta, Jinit K. K. ;
Kaur, Ginpreet ;
Buttar, Harpal S. S. ;
Bagabir, Hala Abubaker ;
Bagabir, Rania Abubaker ;
Bagabir, Sali Abubaker ;
Haque, Shafiul ;
Tuli, Hardeep S. S. ;
Telessy, Istvan G. G. .
FRONTIERS IN PHYSIOLOGY, 2023, 14
[43]   Bioinformatics identification of potential candidate blood indicators for doxorubicin-induced heart failure [J].
Wan, Guo-Xing ;
Ji, Li-Hua ;
Xia, Wen-Bin ;
Cheng, Lan ;
Zhang, Yong-Gang .
EXPERIMENTAL AND THERAPEUTIC MEDICINE, 2018, 16 (03) :2534-2544
[44]   Transcriptome network analysis of potential candidate genes for heart failure [J].
Chen, J. ;
Wang, H. Y. ;
Zeng, C. Y. .
GENETICS AND MOLECULAR RESEARCH, 2013, 12 (04) :4687-4697
[45]   Energy metabolism disorders and potential therapeutic drugs in heart failure [J].
Yanan He ;
Wei Huang ;
Chen Zhang ;
Lumeng Chen ;
Runchun Xu ;
Nan Li ;
Fang Wang ;
Li Han ;
Ming Yang ;
Dingkun Zhang .
ActaPharmaceuticaSinicaB, 2021, 11 (05) :1098-1116
[46]   New therapeutic goals -: new drugs in heart failure treatment [J].
Skora, Ewa ;
Bilinska, Zofia T. .
KARDIOLOGIA POLSKA, 2007, 65 (11) :1368-1375
[47]   Energy metabolism disorders and potential therapeutic drugs in heart failure [J].
He, Yanan ;
Huang, Wei ;
Zhang, Chen ;
Chen, Lumeng ;
Xu, Runchun ;
Li, Nan ;
Wang, Fang ;
Han, Li ;
Yang, Ming ;
Zhang, Dingkun .
ACTA PHARMACEUTICA SINICA B, 2021, 11 (05) :1098-1116
[48]   Drugs of Abuse and Heart Failure [J].
Grubb, Alex F. ;
Greene, Stephen J. ;
Fudim, Marat ;
Dewald, Tracy ;
Mentz, Robert J. .
JOURNAL OF CARDIAC FAILURE, 2021, 27 (11) :1260-1275
[49]   Identification of diagnostic immune-related gene biomarkers for predicting heart failure after acute myocardial infarction [J].
Hu, Yingchun ;
Chen, Xiaoyu ;
Mei, Xiyuan ;
Luo, Zhen ;
Wu, Hongguang ;
Zhang, Hao ;
Zeng, Qingchun ;
Ren, Hao ;
Xu, Dingli .
OPEN MEDICINE, 2023, 18 (01)
[50]   Identification of hub genes in heart failure by integrated bioinformatics analysis and machine learning [J].
Wang, Tengfei ;
Sun, Yongyou ;
Zhao, Yingpeng ;
Huang, Jinhe ;
Huang, Ying .
FRONTIERS IN CARDIOVASCULAR MEDICINE, 2024, 10