Identification of shared pathogenetic mechanisms between COVID-19 and IC through bioinformatics and system biology

被引:0
作者
Sun, Zhenpeng [1 ,6 ]
Zhang, Li [2 ,3 ]
Wang, Ruihong [4 ]
Wang, Zheng [5 ]
Liang, Xin [1 ]
Gao, Jiangang [1 ]
机构
[1] Qingdao Municipal Hosp, Dept Urol, 5 Donghai Middle Rd, Qingdao 266001, Shandong, Peoples R China
[2] Chinese Acad Med Sci, Peking Union Med Coll, Inst Syst Med, Beijing, Peoples R China
[3] Suzhou Inst Syst Med, Suzhou, Peoples R China
[4] Qingdao Univ, Qingdao Cent Hosp, Dept Outpatient, Qingdao, Peoples R China
[5] Zhucheng Peoples Hosp, Zhucheng, Peoples R China
[6] Qingdao Univ, Qingdao Med Coll, Qingdao, Peoples R China
关键词
GENE-EXPRESSION; CYSTITIS; DATABASE;
D O I
10.1038/s41598-024-52625-z
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
COVID-19 increased global mortality in 2019. Cystitis became a contributing factor in SARS-CoV-2 and COVID-19 complications. The complex molecular links between cystitis and COVID-19 are unclear. This study investigates COVID-19-associated cystitis (CAC) molecular mechanisms and drug candidates using bioinformatics and systems biology. Obtain the gene expression profiles of IC (GSE11783) and COVID-19 (GSE147507) from the Gene Expression Omnibus (GEO) database. Identified the common differentially expressed genes (DEGs) in both IC and COVID-19, and extracted a number of key genes from this group. Subsequently, conduct Gene Ontology (GO) functional enrichment and Kyoto Encyclopedia of Genes and Genomes (KEGG) enrichment analysis on the DEGs. Additionally, design a protein-protein interaction (PPI) network, a transcription factor gene regulatory network, a TF miRNA regulatory network, and a gene disease association network using the DEGs. Identify and extract hub genes from the PPI network. Then construct Nomogram diagnostic prediction models based on the hub genes. The DSigDB database was used to forecast many potential molecular medicines that are associated with common DEGs. Assess the precision of hub genes and Nomogram models in diagnosing IC and COVID-19 by employing Receiver Operating Characteristic (ROC) curves. The IC dataset (GSE57560) and the COVID-19 dataset (GSE171110) were selected to validate the models' diagnostic accuracy. A grand total of 198 DEGs that overlapped were found and chosen for further research. FCER1G, ITGAM, LCP2, LILRB2, MNDA, SPI1, and TYROBP were screened as the hub genes. The Nomogram model, built using the seven hub genes, demonstrates significant utility as a diagnostic prediction model for both IC and COVID-19. Multiple potential molecular medicines associated with common DEGs have been discovered. These pathways, hub genes, and models may provide new perspectives for future research into mechanisms and guide personalised and effective therapeutics for IC patients infected with COVID-19.
引用
收藏
页数:17
相关论文
共 94 条
[1]   Neutrophils and COVID-19: The road so far [J].
Agra Cavalcante-Silva, Luiz Henrique ;
Madruga Carvalho, Deyse Cristina ;
Lima, Essia de Almeida ;
Galvao, Jose G. F. M. ;
de Franca da Silva, Juliane S. ;
de Sales-Neto, Jose Marreiro ;
Rodrigues-Mascarenhas, Sandra .
INTERNATIONAL IMMUNOPHARMACOLOGY, 2021, 90
[2]   Identification of host transcriptome-guided repurposable drugs for SARS-CoV-1 infections and their validation with SARS-CoV-2 infections by using the integrated bioinformatics approaches [J].
Ahmed, Fee Faysal ;
Reza, Md. Selim ;
Sarker, Md. Shahin ;
Islam, Md. Samiul ;
Mosharaf, Md. Parvez ;
Hasan, Sohel ;
Mollah, Md. Nurul Haque .
PLOS ONE, 2022, 17 (04)
[3]  
Ahmed M., 2021, Identification of Atovaquone and Mebendazole as Repurposed Drugs with Antiviral Activity against SARS-CoV-2 (Version 6)
[4]   Pathology and terminology of interstitial cystitis/bladder pain syndrome: A review [J].
Akiyama, Yoshiyuki ;
Homma, Yukio ;
Maeda, Daichi .
HISTOLOGY AND HISTOPATHOLOGY, 2019, 34 (01) :25-32
[5]   FCERI and Histamine Metabolism Gene Variability in Selective Responders to NSAIDS [J].
Amo, Gemma ;
Comejo-Garcia, Jose A. ;
Garcia-Menayas, Jesus M. ;
Cordobes, Concepcion ;
Torres, M. J. ;
Esguevillasi, Gara ;
Mayorga, Cristobalina ;
Martinez, Carmen ;
Blanca-Lopez, Natalia ;
Canto, Gabriela ;
Ramos, Alfonso ;
Blanca, Miguel ;
Agundez, Jose A. G. ;
Garcia-Martin, Elena .
FRONTIERS IN PHARMACOLOGY, 2016, 7
[6]   SARS-CoV-2, ACE2 expression, and systemic organ invasion [J].
Ashraf, Usman M. ;
Abokor, Ahmed A. ;
Edwards, Jonnelle M. ;
Waigi, Emily W. ;
Royfman, Rachel S. ;
Hasan, Syed Abdul-Moiz ;
Smedlund, Kathryn B. ;
Hardy, Ana Maria Gregio ;
Chakravarti, Ritu ;
Koch, Lauren Gerard .
PHYSIOLOGICAL GENOMICS, 2021, 53 (02) :51-60
[7]   Immune response to SARS-CoV-2 and mechanisms of immunopathological changes in COVID-19 [J].
Azkur, Ahmet Kursat ;
Akdis, Mubeccel ;
Azkur, Dilek ;
Sokolowska, Milena ;
van de Veen, Willem ;
Bruggen, Marie-Charlotte ;
O'Mahony, Liam ;
Gao, Yadong ;
Nadeau, Kari ;
Akdis, Cezmi A. .
ALLERGY, 2020, 75 (07) :1564-1581
[8]   SARS-CoV-2 Infection and Liver Disease: A Review of Pathogenesis and Outcomes [J].
Baldelli, Luke ;
Marjot, Thomas ;
Barnes, Eleanor ;
Barritt, A. Sidney ;
Webb, Gwilym J. ;
Moon, Andrew M. .
GUT AND LIVER, 2023, 17 (01) :12-23
[9]   Vorinostat, a pan-HDAC inhibitor, abrogates productive HPV-18 DNA amplification [J].
Banerjee, N. Sanjib ;
Moore, Dianne W. ;
Broker, Thomas R. ;
Chow, Louise T. .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2018, 115 (47) :E11138-E11147
[10]   Prevalence of Symptoms of Bladder Pain Syndrome/Interstitial Cystitis Among Adult Females in the United States [J].
Berry, Sandra H. ;
Elliott, Marc N. ;
Suttorp, Marika ;
Bogart, Laura M. ;
Stoto, Michael A. ;
Eggers, Paul ;
Nyberg, Leroy ;
Clemens, J. Quentin .
JOURNAL OF UROLOGY, 2011, 186 (02) :540-544