{"title":"心力衰竭中与焦热相关的关键基因的鉴定与分析。","authors":"Jing Zhang, Zhijie Yue, Na Zhu, Na Zhao","doi":"10.1186/s13019-025-03530-7","DOIUrl":null,"url":null,"abstract":"<p><strong>Background: </strong>Pyroptosis plays a pivotal role in the pathogenesis of Heart Failure (HF). However, the current understanding of how pyroptosis-related genes (PRGs) influence HF is scarce. This study aimed to explore the link between PRGs and HF based on bioinformatics.</p><p><strong>Methods: </strong>Three datasets of HF were involved in this study.Candidate genes were identified by overlapping two sets of genes. The first set consisted of differentially expressed genes from differential expression analysis. The second set included critical module genes from weighted gene co-expression network analysis. Further, the key genes were screened based on machine learning algorithms. Furthermore, immune infiltration analysis and mRNA-Transcription factor (TF)/drug regulatory networks construction were implemented. Ultimately, we also verified the expression of key genes.</p><p><strong>Results: </strong>In this study, we pinpointed seven key genes (SNORD76, RPS3A, SNORD1A, CCDC159, AMT, RANBP6, and CRAT) exhibiting superior diagnostic potential in HF. We found five distinct immune cell types to be significantly associated with these key genes. Moreover, CRAT and AMT were subject to regulation by PHF8. Additionally, AMT, RPS3A, and CRAT corresponded to eight potential therapeutic drugs. Importantly, the expression of CCDC159, CRAT, and AMT was consistent with the dataset.</p><p><strong>Conclusion: </strong>We identified the seven key genes that were intimately associated with HF, offering novel insights into the therapeutic targets for HF.</p>","PeriodicalId":15201,"journal":{"name":"Journal of Cardiothoracic Surgery","volume":"20 1","pages":"300"},"PeriodicalIF":1.5000,"publicationDate":"2025-07-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12257851/pdf/","citationCount":"0","resultStr":"{\"title\":\"Identification and analysis of pyroptosis-related key genes in heart failure.\",\"authors\":\"Jing Zhang, Zhijie Yue, Na Zhu, Na Zhao\",\"doi\":\"10.1186/s13019-025-03530-7\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><strong>Background: </strong>Pyroptosis plays a pivotal role in the pathogenesis of Heart Failure (HF). However, the current understanding of how pyroptosis-related genes (PRGs) influence HF is scarce. This study aimed to explore the link between PRGs and HF based on bioinformatics.</p><p><strong>Methods: </strong>Three datasets of HF were involved in this study.Candidate genes were identified by overlapping two sets of genes. The first set consisted of differentially expressed genes from differential expression analysis. The second set included critical module genes from weighted gene co-expression network analysis. Further, the key genes were screened based on machine learning algorithms. Furthermore, immune infiltration analysis and mRNA-Transcription factor (TF)/drug regulatory networks construction were implemented. Ultimately, we also verified the expression of key genes.</p><p><strong>Results: </strong>In this study, we pinpointed seven key genes (SNORD76, RPS3A, SNORD1A, CCDC159, AMT, RANBP6, and CRAT) exhibiting superior diagnostic potential in HF. We found five distinct immune cell types to be significantly associated with these key genes. Moreover, CRAT and AMT were subject to regulation by PHF8. Additionally, AMT, RPS3A, and CRAT corresponded to eight potential therapeutic drugs. Importantly, the expression of CCDC159, CRAT, and AMT was consistent with the dataset.</p><p><strong>Conclusion: </strong>We identified the seven key genes that were intimately associated with HF, offering novel insights into the therapeutic targets for HF.</p>\",\"PeriodicalId\":15201,\"journal\":{\"name\":\"Journal of Cardiothoracic Surgery\",\"volume\":\"20 1\",\"pages\":\"300\"},\"PeriodicalIF\":1.5000,\"publicationDate\":\"2025-07-14\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12257851/pdf/\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Journal of Cardiothoracic Surgery\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://doi.org/10.1186/s13019-025-03530-7\",\"RegionNum\":4,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q3\",\"JCRName\":\"CARDIAC & CARDIOVASCULAR SYSTEMS\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Cardiothoracic Surgery","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1186/s13019-025-03530-7","RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"CARDIAC & CARDIOVASCULAR SYSTEMS","Score":null,"Total":0}
Identification and analysis of pyroptosis-related key genes in heart failure.
Background: Pyroptosis plays a pivotal role in the pathogenesis of Heart Failure (HF). However, the current understanding of how pyroptosis-related genes (PRGs) influence HF is scarce. This study aimed to explore the link between PRGs and HF based on bioinformatics.
Methods: Three datasets of HF were involved in this study.Candidate genes were identified by overlapping two sets of genes. The first set consisted of differentially expressed genes from differential expression analysis. The second set included critical module genes from weighted gene co-expression network analysis. Further, the key genes were screened based on machine learning algorithms. Furthermore, immune infiltration analysis and mRNA-Transcription factor (TF)/drug regulatory networks construction were implemented. Ultimately, we also verified the expression of key genes.
Results: In this study, we pinpointed seven key genes (SNORD76, RPS3A, SNORD1A, CCDC159, AMT, RANBP6, and CRAT) exhibiting superior diagnostic potential in HF. We found five distinct immune cell types to be significantly associated with these key genes. Moreover, CRAT and AMT were subject to regulation by PHF8. Additionally, AMT, RPS3A, and CRAT corresponded to eight potential therapeutic drugs. Importantly, the expression of CCDC159, CRAT, and AMT was consistent with the dataset.
Conclusion: We identified the seven key genes that were intimately associated with HF, offering novel insights into the therapeutic targets for HF.
期刊介绍:
Journal of Cardiothoracic Surgery is an open access journal that encompasses all aspects of research in the field of Cardiology, and Cardiothoracic and Vascular Surgery. The journal publishes original scientific research documenting clinical and experimental advances in cardiac, vascular and thoracic surgery, and related fields.
Topics of interest include surgical techniques, survival rates, surgical complications and their outcomes; along with basic sciences, pediatric conditions, transplantations and clinical trials.
Journal of Cardiothoracic Surgery is of interest to cardiothoracic and vascular surgeons, cardiothoracic anaesthesiologists, cardiologists, chest physicians, and allied health professionals.