ArticleAging2023
Identification of TGF-β-related genes in cardiac hypertrophy and heart failure based on single cell RNA sequencing.
Article in Aging, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 14 papers.
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Who cites it
14 citing papers in PubMed.
- Bifidobacterium adolescentis attenuates cardiac remodeling in HFD/STZ-induced obesity-associated diabetic cardiomyopathy.Scientific reports · 2026Article
- Disulfidptosis in heart failure: an emerging mechanism awaiting exploration.Frontiers in cardiovascular medicine · 2026Review
- Analysis of Necroptosis-Related Genes and Immune Cell Infiltration in Infantile Hemangioma.Endocrine, metabolic & immune disorders drug targets · 2026Article
- Shared Disease Mechanisms in Neurodevelopmental Disorders: A Cellular and Molecular Biology Perspective.Brain sciences · 2025Review
- ADAMTS2: More than a procollagen N-proteinase.Genes & diseases · 2025Review
- Molecular mechanisms and intervention approaches of heart failure (Review).International journal of molecular medicine · 2025Review
- Mosaic loss of Y chromosome and mortality after coronary angiography.European heart journal · 2025Article
- The Role of Signalling Pathways in Myocardial Fibrosis in Hypertrophic Cardiomyopathy.Reviews in cardiovascular medicine · 2025Review
- Clinical application and immune infiltration landscape of stemness-related genes in heart failure.ESC heart failure · 2025Article
- Composition of cardiac-derived extracellular vesicles changes with vesicle origin and determines uptake.Frontiers in cardiovascular medicine · 2025Article
- ISLR as a Cuproptosis-Related Predictor and Therapeutic Target in Heart Failure: A Multi-Omics and Bioinformatics Approach.Journal of inflammation research · 2025Article
- Heart failure, inflammation and exercise.International journal of biological sciences · 2025Review
- Article
- METTL3-mediated m6A modification of OTUD1 aggravates press overload induced myocardial hypertrophy by deubiquitinating PGAM5.International journal of biological sciences · 2024Article
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Authors and funding
6 authors.
Funding
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Abstract
backgroundHeart failure (HF) remains a huge medical burden worldwide. Pathological cardiac hypertrophy is one of the most significant phenotypes of HF. Several studies have reported that the TGF-β pathway plays a double-sided role in HF. Therefore, TGF-β-related genes (TRGs) may be potential therapeutic targets for cardiac hypertrophy and HF. However, the roles of TRGs in HF at the single-cell level remain unclear.
methodIn this study, to analyze the expression pattern of TRGs during the progress of cardiac hypertrophy and HF, we used three public single-cell RNA sequencing datasets for HF (GSE161470, GSE145154, and GSE161153), one HF transcriptome data (GSE57338), and one hypertrophic cardiomyopathy transcriptome data (GSE141910). Weighted gene co-expression network analysis (WGCNA), functional enrichment analysis and machine learning algorithms were used to filter hub genes. Transverse aortic constriction mice model, CCK-8, wound healing assay, quantitative real-time PCR and western blotting were used to validate bioinformatics results.
resultsWe observed that cardiac fibroblasts (CFs) and endothelial cells showed high TGF-β activity during the progress of HF. Three modules (royalblue, brown4, and darkturquoize) were identified to be significantly associated with TRGs in HF. Six hub genes (TANC2, ADAMTS2, DYNLL1, MRC2, EGR1, and OTUD1) showed anomaly trend in cardiac hypertrophy. We further validated the regulation of the TGF-β-MYC-ADAMTS2 axis on CFs activation
conclusionsThis study identified six hub genes (TANC2, ADAMTS2, DYNLL1, MRC2, EGR1, and OTUD1) by integrating scRNA and transcriptome data. These six hub genes might be therapeutic targets for cardiac hypertrophy and HF.
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