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Identification and verification of immune-related biomarkers and immune infiltration in diabetic heart failure

PURPOSE: Diabetic heart failure (DHF) or cardiomyopathy is a common complication of diabetes; however, the underlying mechanism is not clear. In the present study, the authors searched for differentially expressed genes associated with DHF and the molecular types of immune cells based on bioinformat...

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Autores principales: Zhong, Zuoquan, Zhang, Hanlin, Xu, Ting, Hao, Jinjin, Chen, Xing, Sun, Shimin, Yang, Jinjin, Sun, Jing, Lin, Hui, Guo, Hangyuan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9712450/
https://www.ncbi.nlm.nih.gov/pubmed/36465455
http://dx.doi.org/10.3389/fcvm.2022.931066
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author Zhong, Zuoquan
Zhang, Hanlin
Xu, Ting
Hao, Jinjin
Chen, Xing
Sun, Shimin
Yang, Jinjin
Sun, Jing
Lin, Hui
Guo, Hangyuan
author_facet Zhong, Zuoquan
Zhang, Hanlin
Xu, Ting
Hao, Jinjin
Chen, Xing
Sun, Shimin
Yang, Jinjin
Sun, Jing
Lin, Hui
Guo, Hangyuan
author_sort Zhong, Zuoquan
collection PubMed
description PURPOSE: Diabetic heart failure (DHF) or cardiomyopathy is a common complication of diabetes; however, the underlying mechanism is not clear. In the present study, the authors searched for differentially expressed genes associated with DHF and the molecular types of immune cells based on bioinformatics. METHODS: The RNA expression dataset of DHF was obtained from the NCBI Gene Expression Omnibus (GEO) database. After preprocessing the data, the differentially expressed genes (DEGs) between the DHF group and the non-diabetic heart failure (NHF) group were screened and intersected with immune-related genes (IRGs) in the ImmPort database. Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) enrichment analyses were performed using the DAVID tool. The ssGSEA algorithm was used to evaluate immune infiltration of the heart tissue in each group. In addition, the protein-protein interaction (PPI) network and miRNA-mRNA network were constructed using the STRING online website and Cytoscape program. Finally, validation analysis was performed using animal models. RESULTS: Eight immune-related core genes were identified. GO and KEGG showed that core genes were mainly enriched in angiogenesis and cytokine-cytokine receptor interaction. Immune infiltration results showed that activated dendritic cells, central memory CD4 T cells, central memory CD8 T cells, myeloid-derived suppressor cells (MDSCs), neutrophils, and regulatory T cells may be involved in DHF. Neutrophils may play a key role in the pathogenesis of HF in diabetes. CONCLUSION: Immune-related core genes and immune infiltrating cells provide a new perspective on the pathogenesis of DHF.
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spelling pubmed-97124502022-12-02 Identification and verification of immune-related biomarkers and immune infiltration in diabetic heart failure Zhong, Zuoquan Zhang, Hanlin Xu, Ting Hao, Jinjin Chen, Xing Sun, Shimin Yang, Jinjin Sun, Jing Lin, Hui Guo, Hangyuan Front Cardiovasc Med Cardiovascular Medicine PURPOSE: Diabetic heart failure (DHF) or cardiomyopathy is a common complication of diabetes; however, the underlying mechanism is not clear. In the present study, the authors searched for differentially expressed genes associated with DHF and the molecular types of immune cells based on bioinformatics. METHODS: The RNA expression dataset of DHF was obtained from the NCBI Gene Expression Omnibus (GEO) database. After preprocessing the data, the differentially expressed genes (DEGs) between the DHF group and the non-diabetic heart failure (NHF) group were screened and intersected with immune-related genes (IRGs) in the ImmPort database. Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) enrichment analyses were performed using the DAVID tool. The ssGSEA algorithm was used to evaluate immune infiltration of the heart tissue in each group. In addition, the protein-protein interaction (PPI) network and miRNA-mRNA network were constructed using the STRING online website and Cytoscape program. Finally, validation analysis was performed using animal models. RESULTS: Eight immune-related core genes were identified. GO and KEGG showed that core genes were mainly enriched in angiogenesis and cytokine-cytokine receptor interaction. Immune infiltration results showed that activated dendritic cells, central memory CD4 T cells, central memory CD8 T cells, myeloid-derived suppressor cells (MDSCs), neutrophils, and regulatory T cells may be involved in DHF. Neutrophils may play a key role in the pathogenesis of HF in diabetes. CONCLUSION: Immune-related core genes and immune infiltrating cells provide a new perspective on the pathogenesis of DHF. Frontiers Media S.A. 2022-11-17 /pmc/articles/PMC9712450/ /pubmed/36465455 http://dx.doi.org/10.3389/fcvm.2022.931066 Text en Copyright © 2022 Zhong, Zhang, Xu, Hao, Chen, Sun, Yang, Sun, Lin and Guo. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Cardiovascular Medicine
Zhong, Zuoquan
Zhang, Hanlin
Xu, Ting
Hao, Jinjin
Chen, Xing
Sun, Shimin
Yang, Jinjin
Sun, Jing
Lin, Hui
Guo, Hangyuan
Identification and verification of immune-related biomarkers and immune infiltration in diabetic heart failure
title Identification and verification of immune-related biomarkers and immune infiltration in diabetic heart failure
title_full Identification and verification of immune-related biomarkers and immune infiltration in diabetic heart failure
title_fullStr Identification and verification of immune-related biomarkers and immune infiltration in diabetic heart failure
title_full_unstemmed Identification and verification of immune-related biomarkers and immune infiltration in diabetic heart failure
title_short Identification and verification of immune-related biomarkers and immune infiltration in diabetic heart failure
title_sort identification and verification of immune-related biomarkers and immune infiltration in diabetic heart failure
topic Cardiovascular Medicine
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9712450/
https://www.ncbi.nlm.nih.gov/pubmed/36465455
http://dx.doi.org/10.3389/fcvm.2022.931066
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