Back to Search
Start Over
Systematic analysis of molecular mechanisms of heart failure through the pathway and network-based approach
- Source :
- Life Sciences. 265:118830
- Publication Year :
- 2021
- Publisher :
- Elsevier BV, 2021.
-
Abstract
- Aims The molecular networks and pathways involved in heart failure (HF) are still largely unknown. The present study aimed to systematically investigate the genes associated with HF, comprehensively explore their interactions and functions, and identify possible regulatory networks involved in HF. Main methods The weighted gene coexpression network analysis (WGCNA), crosstalk analysis, and Pivot analysis were used to identify gene connections, interaction networks, and molecular regulatory mechanisms. Functional analysis and protein-protein interaction (PPI) were performed using DAVID and STRING databases. Gene set variation analysis (GSVA) and receiver operating characteristic (ROC) curve analysis were also performed to evaluate the relationship of the hub genes with HF. Key findings A total of 5968 HF-related genes were obtained to construct the co-expression networks, and 18 relatively independent and closely linked modules were identified. Pivot analysis suggested that four transcription factors and five noncoding RNAs were involved in regulating the process of HF. The genes in the module with the highest positive correlation to HF was mainly enriched in cardiac remodeling and response to stress. Five upregulated hub genes (ASPN, FMOD, NT5E, LUM, and OGN) were identified and validated. Furthermore, the GSVA scores of the five hub genes for HF had a relatively high areas under the curve (AUC). Significance The results of this study revealed specific molecular networks and their potential regulatory mechanisms involved in HF. These may provide new insight into understanding the mechanisms underlying HF and help to identify more effective therapeutic targets for HF.
- Subjects :
- 0301 basic medicine
RNA, Untranslated
Computational biology
Biology
Positive correlation
030226 pharmacology & pharmacy
General Biochemistry, Genetics and Molecular Biology
03 medical and health sciences
NT5E
0302 clinical medicine
medicine
Humans
Gene Regulatory Networks
General Pharmacology, Toxicology and Pharmaceutics
Gene
Transcription factor
Heart Failure
Ventricular Remodeling
Gene Expression Profiling
Curve analysis
General Medicine
medicine.disease
Up-Regulation
Crosstalk (biology)
Molecular network
Gene Ontology
030104 developmental biology
Heart failure
Transcription Factors
Subjects
Details
- ISSN :
- 00243205
- Volume :
- 265
- Database :
- OpenAIRE
- Journal :
- Life Sciences
- Accession number :
- edsair.doi.dedup.....c92676b4bd75134594a7647b6f9dc9a4
- Full Text :
- https://doi.org/10.1016/j.lfs.2020.118830