Cargando…
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...
Autores principales: | , , , , , , , , , |
---|---|
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 |
_version_ | 1784841790656872448 |
---|---|
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. |
format | Online Article Text |
id | pubmed-9712450 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT zhongzuoquan identificationandverificationofimmunerelatedbiomarkersandimmuneinfiltrationindiabeticheartfailure AT zhanghanlin identificationandverificationofimmunerelatedbiomarkersandimmuneinfiltrationindiabeticheartfailure AT xuting identificationandverificationofimmunerelatedbiomarkersandimmuneinfiltrationindiabeticheartfailure AT haojinjin identificationandverificationofimmunerelatedbiomarkersandimmuneinfiltrationindiabeticheartfailure AT chenxing identificationandverificationofimmunerelatedbiomarkersandimmuneinfiltrationindiabeticheartfailure AT sunshimin identificationandverificationofimmunerelatedbiomarkersandimmuneinfiltrationindiabeticheartfailure AT yangjinjin identificationandverificationofimmunerelatedbiomarkersandimmuneinfiltrationindiabeticheartfailure AT sunjing identificationandverificationofimmunerelatedbiomarkersandimmuneinfiltrationindiabeticheartfailure AT linhui identificationandverificationofimmunerelatedbiomarkersandimmuneinfiltrationindiabeticheartfailure AT guohangyuan identificationandverificationofimmunerelatedbiomarkersandimmuneinfiltrationindiabeticheartfailure |