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Identification of Hub Diagnostic Biomarkers and Candidate Therapeutic Drugs in Heart Failure
PURPOSE: The objective of this study was to identify the potential regulatory mechanisms, diagnostic biomarkers, and therapeutic drugs for heart failure (HF). METHODS: Differentially expressed genes (DEGs) between HF and non-failing donors were screened from the GSE57345, GSE5406, and GSE3586 datase...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Dove
2022
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8765546/ https://www.ncbi.nlm.nih.gov/pubmed/35058712 http://dx.doi.org/10.2147/IJGM.S349235 |
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author | Guo, Yang Ning, Bobin Zhang, Qunhui Ma, Jing Zhao, Linlin Lu, QiQin Zhang, Dejun |
author_facet | Guo, Yang Ning, Bobin Zhang, Qunhui Ma, Jing Zhao, Linlin Lu, QiQin Zhang, Dejun |
author_sort | Guo, Yang |
collection | PubMed |
description | PURPOSE: The objective of this study was to identify the potential regulatory mechanisms, diagnostic biomarkers, and therapeutic drugs for heart failure (HF). METHODS: Differentially expressed genes (DEGs) between HF and non-failing donors were screened from the GSE57345, GSE5406, and GSE3586 datasets. Database for Annotation Visualization and Integrated Discovery and Metascape were used for Gene Ontology and Kyoto Encyclopedia of Genes and Genomes analyses respectively. The GSE57345 dataset was used for weighted gene co-expression network analysis (WGCNA). The intersecting hub genes from the DEGs and WGCNA were identified and verified with the GSE5406 and GSE3586 datasets. The diagnostic value of the hub genes was calculated through receiver operating characteristic analysis and net reclassification index (NRI). Gene set enrichment analysis (GSEA) was used to filter out the signaling pathways associated with the hub genes. SYBYL 2.1 was used for molecular docking of hub targets and potential HF drugs obtained from the connection map. RESULTS: Functional annotation of the DEGs showed enrichment of negative regulation of angiogenesis, endoplasmic reticulum stress response, and heart development. PTN, LUM, ISLR, and ASPN were identified as the hub genes of HF. GSEA showed that the key genes were related to the transforming growth factor-β (TGF-β) and Wnt signaling pathways. Sirolimus, LY-294002, and wortmannin have been confirmed as potential drugs for HF. CONCLUSION: We identified new hub genes and candidate therapeutic drugs for HF, which are potential diagnostic, therapeutic and prognostic targets and warrant further investigation. |
format | Online Article Text |
id | pubmed-8765546 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Dove |
record_format | MEDLINE/PubMed |
spelling | pubmed-87655462022-01-19 Identification of Hub Diagnostic Biomarkers and Candidate Therapeutic Drugs in Heart Failure Guo, Yang Ning, Bobin Zhang, Qunhui Ma, Jing Zhao, Linlin Lu, QiQin Zhang, Dejun Int J Gen Med Original Research PURPOSE: The objective of this study was to identify the potential regulatory mechanisms, diagnostic biomarkers, and therapeutic drugs for heart failure (HF). METHODS: Differentially expressed genes (DEGs) between HF and non-failing donors were screened from the GSE57345, GSE5406, and GSE3586 datasets. Database for Annotation Visualization and Integrated Discovery and Metascape were used for Gene Ontology and Kyoto Encyclopedia of Genes and Genomes analyses respectively. The GSE57345 dataset was used for weighted gene co-expression network analysis (WGCNA). The intersecting hub genes from the DEGs and WGCNA were identified and verified with the GSE5406 and GSE3586 datasets. The diagnostic value of the hub genes was calculated through receiver operating characteristic analysis and net reclassification index (NRI). Gene set enrichment analysis (GSEA) was used to filter out the signaling pathways associated with the hub genes. SYBYL 2.1 was used for molecular docking of hub targets and potential HF drugs obtained from the connection map. RESULTS: Functional annotation of the DEGs showed enrichment of negative regulation of angiogenesis, endoplasmic reticulum stress response, and heart development. PTN, LUM, ISLR, and ASPN were identified as the hub genes of HF. GSEA showed that the key genes were related to the transforming growth factor-β (TGF-β) and Wnt signaling pathways. Sirolimus, LY-294002, and wortmannin have been confirmed as potential drugs for HF. CONCLUSION: We identified new hub genes and candidate therapeutic drugs for HF, which are potential diagnostic, therapeutic and prognostic targets and warrant further investigation. Dove 2022-01-14 /pmc/articles/PMC8765546/ /pubmed/35058712 http://dx.doi.org/10.2147/IJGM.S349235 Text en © 2022 Guo et al. https://creativecommons.org/licenses/by-nc/3.0/This work is published and licensed by Dove Medical Press Limited. The full terms of this license are available at https://www.dovepress.com/terms.php and incorporate the Creative Commons Attribution – Non Commercial (unported, v3.0) License (http://creativecommons.org/licenses/by-nc/3.0/ (https://creativecommons.org/licenses/by-nc/3.0/) ). By accessing the work you hereby accept the Terms. Non-commercial uses of the work are permitted without any further permission from Dove Medical Press Limited, provided the work is properly attributed. For permission for commercial use of this work, please see paragraphs 4.2 and 5 of our Terms (https://www.dovepress.com/terms.php). |
spellingShingle | Original Research Guo, Yang Ning, Bobin Zhang, Qunhui Ma, Jing Zhao, Linlin Lu, QiQin Zhang, Dejun Identification of Hub Diagnostic Biomarkers and Candidate Therapeutic Drugs in Heart Failure |
title | Identification of Hub Diagnostic Biomarkers and Candidate Therapeutic Drugs in Heart Failure |
title_full | Identification of Hub Diagnostic Biomarkers and Candidate Therapeutic Drugs in Heart Failure |
title_fullStr | Identification of Hub Diagnostic Biomarkers and Candidate Therapeutic Drugs in Heart Failure |
title_full_unstemmed | Identification of Hub Diagnostic Biomarkers and Candidate Therapeutic Drugs in Heart Failure |
title_short | Identification of Hub Diagnostic Biomarkers and Candidate Therapeutic Drugs in Heart Failure |
title_sort | identification of hub diagnostic biomarkers and candidate therapeutic drugs in heart failure |
topic | Original Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8765546/ https://www.ncbi.nlm.nih.gov/pubmed/35058712 http://dx.doi.org/10.2147/IJGM.S349235 |
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