Identification of senescence-related hub genes and potential therapeutic agents in chronic heart failure

Chronic heart failure (CHF) involves persistent inflammation, maladaptive remodeling, and metabolic dysfunction, but its senescence-related molecular architecture remains poorly defined. We integrated two left-ventricular transcriptomic datasets comprising 14 CHF and 11 control samples with the CellAge resource. Differential-expression, functional-enrichment, protein-interaction, and regulatory-network analyses were used to identify senescence-related hub genes. Candidate compounds were prioritized by drug-gene enrichment, followed by exploratory molecular docking and RT-qPCR validation in a doxorubicin-induced rat model with six animals per group. We identified 47 senescence-related differentially expressed genes and nine consensus hub genes: STAT1 , MMP9 , MAP2K1 , SOCS1 , SDC1 , MET , EIF4EBP1 , ATF3 , and NAMPT . These genes were enriched in apoptotic, inflammatory, stress-response, and metabolic pathways. Each hub gene achieved an area under the curve above 0.70 within the integrated retrospective dataset, indicating preliminary discriminatory value. Metformin ranked first in the drug-gene analysis and was linked to MMP9, MET, EIF4EBP1, and NAMPT. Docking scores ranged from − 5.8 to − 5.4 kcal/mol, and myocardial expression changes in the rat model were directionally concordant with the transcriptomic results. These findings define a senescence-associated transcriptional signature in CHF and nominate testable molecular targets and candidate compounds. Independent clinical cohorts, biochemical binding assays, and mechanistic experiments are required before diagnostic or therapeutic translation. This figure was created by using BioRender.

Authors

Institutions

Publication Details

Journal
Clinical and Experimental Medicine
Published
2026-09-12
DOI
https://doi.org/10.1007/s10238-026-02317-x
Primary Topic
Telomeres, Telomerase, and Senescence
Type
article
Field-Weighted Citation Impact
0.00

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
article

Identification of senescence-related hub genes and potential therapeutic agents in chronic heart failure

Mingbin Deng, Juyi Wan, Zuyuan You, Qi Yang et al.
Clinical and Experimental Medicine
Telomeres, Telomerase, and Senescence
article

Identification of senescence-related hub genes and potential therapeutic agents in chronic heart failure

Mingbin Deng, Juyi Wan, Zuyuan You, Qi Yang, 孙雪梅, Bin Liao, Hao Xie, Wei Fan
article en

Abstract

Chronic heart failure (CHF) involves persistent inflammation, maladaptive remodeling, and metabolic dysfunction, but its senescence-related molecular architecture remains poorly defined. We integrated two left-ventricular transcriptomic datasets comprising 14 CHF and 11 control samples with the CellAge resource. Differential-expression, functional-enrichment, protein-interaction, and regulatory-network analyses were used to identify senescence-related hub genes. Candidate compounds were prioritized by drug-gene enrichment, followed by exploratory molecular docking and RT-qPCR validation in a doxorubicin-induced rat model with six animals per group. We identified 47 senescence-related differentially expressed genes and nine consensus hub genes: STAT1 , MMP9 , MAP2K1 , SOCS1 , SDC1 , MET , EIF4EBP1 , ATF3 , and NAMPT . These genes were enriched in apoptotic, inflammatory, stress-response, and metabolic pathways. Each hub gene achieved an area under the curve above 0.70 within the integrated retrospective dataset, indicating preliminary discriminatory value. Metformin ranked first in the drug-gene analysis and was linked to MMP9, MET, EIF4EBP1, and NAMPT. Docking scores ranged from − 5.8 to − 5.4 kcal/mol, and myocardial expression changes in the rat model were directionally concordant with the transcriptomic results. These findings define a senescence-associated transcriptional signature in CHF and nominate testable molecular targets and candidate compounds. Independent clinical cohorts, biochemical binding assays, and mechanistic experiments are required before diagnostic or therapeutic translation. This figure was created by using BioRender.

Clinical and Experimental Medicine
Southwest Medical University (CN), Affiliated Hospital of Southwest Medical University (CN), Chongqing Three Gorges Central Hospital (CN), Chongqing Three Gorges University (CN)
National Natural Science Foundation of China
Reduced inequalities
Openalex Percentile: Top 11%
Telomeres, Telomerase, and Senescence
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.