<HashMap><database>biostudies-literature</database><scores/><additional><omics_type>Unknown</omics_type><volume>15(14)</volume><submitter>Huang K</submitter><pubmed_abstract>&lt;h4>Background&lt;/h4>Heart 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.&lt;h4>Method&lt;/h4>In 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 analy</pubmed_abstract><journal>Aging</journal><pagination>7187-7218</pagination><full_dataset_link>https://www.ebi.ac.uk/biostudies/studies/S-EPMC10415570</full_dataset_link><repository>biostudies-literature</repository><pubmed_title>Identification of TGF-β-related genes in cardiac hypertrophy and heart failure based on single cell RNA sequencing.</pubmed_title><pmcid>PMC10415570</pmcid><pubmed_authors>Wu L</pubmed_authors><pubmed_authors>Han L</pubmed_authors><pubmed_authors>Huang K</pubmed_authors><pubmed_authors>Li Q</pubmed_authors><pubmed_authors>Xu X</pubmed_authors><pubmed_authors>Wu H</pubmed_authors></additional><is_claimable>false</is_claimable><name>Identification of TGF-β-related genes in cardiac hypertrophy and heart failure based on single cell RNA sequencing.</name><description>&lt;h4>Background&lt;/h4>Heart 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.&lt;h4>Method&lt;/h4>In 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 analy</description><dates><release>2023-01-01T00:00:00Z</release><publication>2023 Jul</publication><modification>2026-05-29T00:30:13.687Z</modification><creation>2025-04-06T08:11:52.53Z</creation></dates><accession>S-EPMC10415570</accession><cross_references><pubmed>37498303</pubmed><doi>10.18632/aging.204901</doi></cross_references></HashMap>