Cargando…

The Biological Processes of Ferroptosis Involved in Pathogenesis of COVID-19 and Core Ferroptoic Genes Related With the Occurrence and Severity of This Disease

BACKGROUND: A worldwide outbreak of coronavirus disease 2019 (COVID-19) has resulted in millions of deaths. Ferroptosis is a form of iron-dependent cell death which is characterized by accumulation of lipid peroxides on cellular membranes, and is related with many physiological and pathophysiologica...

Descripción completa

Detalles Bibliográficos
Autores principales: Zhang, Zhengzhong, Pang, Tingting, Qi, Min, Sun, Gengyun
Formato: Online Artículo Texto
Lenguaje:English
Publicado: SAGE Publications 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9929189/
https://www.ncbi.nlm.nih.gov/pubmed/36820229
http://dx.doi.org/10.1177/11769343231153293
_version_ 1784888795373502464
author Zhang, Zhengzhong
Pang, Tingting
Qi, Min
Sun, Gengyun
author_facet Zhang, Zhengzhong
Pang, Tingting
Qi, Min
Sun, Gengyun
author_sort Zhang, Zhengzhong
collection PubMed
description BACKGROUND: A worldwide outbreak of coronavirus disease 2019 (COVID-19) has resulted in millions of deaths. Ferroptosis is a form of iron-dependent cell death which is characterized by accumulation of lipid peroxides on cellular membranes, and is related with many physiological and pathophysiological processes of diseases such as cancer, inflammation and infection. However, the role of ferroptosis in COVID-19 has few been studied. MATERIAL AND METHOD: Based on the RNA-seq data of 100 COVID-19 cases and 26 Non-COVID-19 cases from GSE157103, we identified ferroptosis related differentially expressed genes (FRDEGs, adj.P-value < .05) using the “Deseq2” R package. By using the “clusterProfiler” R package, we performed Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway enrichment. Next, a protein-protein interaction (PPI) network of FRDEGs was constructed and top 30 hub genes were selected by cytoHubba in Cytoscape. Subsequently, we established a prediction model for COVID-19 by utilizing univariate logistic regression and the least absolute shrinkage and selection operator (LASSO) regression. Based on core FRDEGs, COVID-19 patients were identified as two clusters using the “ConsenesusClusterPlus” R package. Finally, the miRNA-mRNA network was built by Targetscan online database and visualized by Cytoscape software. RESULTS: A total of 119 FRDEGs were identified and the GO and KEGG enrichment analyses showed the most important biologic processes are oxidative stress response, MAPK and PI3K-AKT signaling pathway. The top 30 hub genes were selected, and finally, 7 core FRDEGs (JUN, MAPK8, VEGFA, CAV1, XBP1, HMOX1, and HSPB1) were found to be associated with the occurrence of COVID-19. Next, the two patterns of COVID-19 patients had constructed and the cluster A patients were likely to be more severe. CONCLUSION: Our study suggested that ferroptosis was involved in the pathogenesis of COVID-19 disease and the functions of core FRDEGs may become a new research aspect of this disease.
format Online
Article
Text
id pubmed-9929189
institution National Center for Biotechnology Information
language English
publishDate 2023
publisher SAGE Publications
record_format MEDLINE/PubMed
spelling pubmed-99291892023-02-16 The Biological Processes of Ferroptosis Involved in Pathogenesis of COVID-19 and Core Ferroptoic Genes Related With the Occurrence and Severity of This Disease Zhang, Zhengzhong Pang, Tingting Qi, Min Sun, Gengyun Evol Bioinform Online Original Research BACKGROUND: A worldwide outbreak of coronavirus disease 2019 (COVID-19) has resulted in millions of deaths. Ferroptosis is a form of iron-dependent cell death which is characterized by accumulation of lipid peroxides on cellular membranes, and is related with many physiological and pathophysiological processes of diseases such as cancer, inflammation and infection. However, the role of ferroptosis in COVID-19 has few been studied. MATERIAL AND METHOD: Based on the RNA-seq data of 100 COVID-19 cases and 26 Non-COVID-19 cases from GSE157103, we identified ferroptosis related differentially expressed genes (FRDEGs, adj.P-value < .05) using the “Deseq2” R package. By using the “clusterProfiler” R package, we performed Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway enrichment. Next, a protein-protein interaction (PPI) network of FRDEGs was constructed and top 30 hub genes were selected by cytoHubba in Cytoscape. Subsequently, we established a prediction model for COVID-19 by utilizing univariate logistic regression and the least absolute shrinkage and selection operator (LASSO) regression. Based on core FRDEGs, COVID-19 patients were identified as two clusters using the “ConsenesusClusterPlus” R package. Finally, the miRNA-mRNA network was built by Targetscan online database and visualized by Cytoscape software. RESULTS: A total of 119 FRDEGs were identified and the GO and KEGG enrichment analyses showed the most important biologic processes are oxidative stress response, MAPK and PI3K-AKT signaling pathway. The top 30 hub genes were selected, and finally, 7 core FRDEGs (JUN, MAPK8, VEGFA, CAV1, XBP1, HMOX1, and HSPB1) were found to be associated with the occurrence of COVID-19. Next, the two patterns of COVID-19 patients had constructed and the cluster A patients were likely to be more severe. CONCLUSION: Our study suggested that ferroptosis was involved in the pathogenesis of COVID-19 disease and the functions of core FRDEGs may become a new research aspect of this disease. SAGE Publications 2023-02-13 /pmc/articles/PMC9929189/ /pubmed/36820229 http://dx.doi.org/10.1177/11769343231153293 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by-nc/4.0/This article is distributed under the terms of the Creative Commons Attribution-NonCommercial 4.0 License (https://creativecommons.org/licenses/by-nc/4.0/) which permits non-commercial use, reproduction and distribution of the work without further permission provided the original work is attributed as specified on the SAGE and Open Access page(https://us.sagepub.com/en-us/nam/open-access-at-sage).
spellingShingle Original Research
Zhang, Zhengzhong
Pang, Tingting
Qi, Min
Sun, Gengyun
The Biological Processes of Ferroptosis Involved in Pathogenesis of COVID-19 and Core Ferroptoic Genes Related With the Occurrence and Severity of This Disease
title The Biological Processes of Ferroptosis Involved in Pathogenesis of COVID-19 and Core Ferroptoic Genes Related With the Occurrence and Severity of This Disease
title_full The Biological Processes of Ferroptosis Involved in Pathogenesis of COVID-19 and Core Ferroptoic Genes Related With the Occurrence and Severity of This Disease
title_fullStr The Biological Processes of Ferroptosis Involved in Pathogenesis of COVID-19 and Core Ferroptoic Genes Related With the Occurrence and Severity of This Disease
title_full_unstemmed The Biological Processes of Ferroptosis Involved in Pathogenesis of COVID-19 and Core Ferroptoic Genes Related With the Occurrence and Severity of This Disease
title_short The Biological Processes of Ferroptosis Involved in Pathogenesis of COVID-19 and Core Ferroptoic Genes Related With the Occurrence and Severity of This Disease
title_sort biological processes of ferroptosis involved in pathogenesis of covid-19 and core ferroptoic genes related with the occurrence and severity of this disease
topic Original Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9929189/
https://www.ncbi.nlm.nih.gov/pubmed/36820229
http://dx.doi.org/10.1177/11769343231153293
work_keys_str_mv AT zhangzhengzhong thebiologicalprocessesofferroptosisinvolvedinpathogenesisofcovid19andcoreferroptoicgenesrelatedwiththeoccurrenceandseverityofthisdisease
AT pangtingting thebiologicalprocessesofferroptosisinvolvedinpathogenesisofcovid19andcoreferroptoicgenesrelatedwiththeoccurrenceandseverityofthisdisease
AT qimin thebiologicalprocessesofferroptosisinvolvedinpathogenesisofcovid19andcoreferroptoicgenesrelatedwiththeoccurrenceandseverityofthisdisease
AT sungengyun thebiologicalprocessesofferroptosisinvolvedinpathogenesisofcovid19andcoreferroptoicgenesrelatedwiththeoccurrenceandseverityofthisdisease
AT zhangzhengzhong biologicalprocessesofferroptosisinvolvedinpathogenesisofcovid19andcoreferroptoicgenesrelatedwiththeoccurrenceandseverityofthisdisease
AT pangtingting biologicalprocessesofferroptosisinvolvedinpathogenesisofcovid19andcoreferroptoicgenesrelatedwiththeoccurrenceandseverityofthisdisease
AT qimin biologicalprocessesofferroptosisinvolvedinpathogenesisofcovid19andcoreferroptoicgenesrelatedwiththeoccurrenceandseverityofthisdisease
AT sungengyun biologicalprocessesofferroptosisinvolvedinpathogenesisofcovid19andcoreferroptoicgenesrelatedwiththeoccurrenceandseverityofthisdisease