Bioinformatics and system biology approach to identify potential common pathogenesis for COVID-19 infection and osteoarthritis

被引:5
作者
Chen, Ziyi [1 ]
Wang, Wenjuan [1 ]
Jue, Hao [1 ]
Hua, Yinghui [1 ]
机构
[1] Fudan Univ, Huashan Hosp, Dept Sports Med, 12 Wulumuqi Zhong Rd, Shanghai 200040, Peoples R China
基金
中国国家自然科学基金;
关键词
GENE; DATABASE; PATHWAY;
D O I
10.1038/s41598-023-32555-y
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
A growing of evidence has showed that patients with osteoarthritis (OA) had a higher coronavirus 2019 (COVID-19) infection rate and a poorer prognosis after infected it. Additionally, scientists have also discovered that COVID-19 infection might cause pathological changes in the musculoskeletal system. However, its mechanism is still not fully elucidated. This study aims to further explore the sharing pathogenesis of patients with both OA and COVID-19 infection and find candidate drugs. Gene expression profiles of OA (GSE51588) and COVID-19 (GSE147507) were obtained from the Gene Expression Omnibus (GEO) database. The common differentially expressed genes (DEGs) for both OA and COVID-19 were identified and several hub genes were extracted from them. Then gene and pathway enrichment analysis of the DEGs were performed; protein-protein interaction (PPI) network, transcription factor (TF)-gene regulatory network, TF-miRNA regulatory network and gene-disease association network were constructed based on the DEGs and hub genes. Finally, we predicted several candidate molecular drugs related to hub genes using DSigDB database. The receiver operating characteristic curve (ROC) was applied to evaluate the accuracy of hub genes in the diagnosis of both OA and COVID-19. In total, 83 overlapping DEGs were identified and selected for subsequent analyses. CXCR4, EGR2, ENO1, FASN, GATA6, HIST1H3H, HIST1H4H, HIST1H4I, HIST1H4K, MTHFD2, PDK1, TUBA4A, TUBB1 and TUBB3 were screened out as hub genes, and some showed preferable values as diagnostic markers for both OA and COVID-19. Several candidate molecular drugs, which are related to the hug genes, were identified. These sharing pathways and hub genes may provide new ideas for further mechanistic studies and guide more individual-based effective treatments for OA patients with COVID-19 infection.
引用
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页数:19
相关论文
共 65 条
[1]   Did COVID-19 impact osteoarthritis clinical perspective? [J].
Alhassan, Eaman ;
Siaton, Bernadette C. ;
Hochberg, Marc C. .
CURRENT OPINION IN RHEUMATOLOGY, 2022, 34 (01) :68-72
[2]   Dysregulation in Akt/mTOR/HIF-1 signaling identified by proteo-transcriptomics of SARS-CoV-2 infected cells [J].
Appelberg, Sofia ;
Gupta, Soham ;
Svensson Akusjarvi, Sara ;
Ambikan, Anoop T. ;
Mikaeloff, Flora ;
Saccon, Elisa ;
Vegvari, Akos ;
Benfeitas, Rui ;
Sperk, Maike ;
Stahlberg, Marie ;
Krishnan, Shuba ;
Singh, Kamal ;
Penninger, Josef M. ;
Mirazimi, Ali ;
Neogi, Ujjwal .
EMERGING MICROBES & INFECTIONS, 2020, 9 (01) :1748-1760
[3]   α-Enolase Expressed on the Surfaces of Monocytes and Macrophages Induces Robust Synovial Inflammation in Rheumatoid Arthritis [J].
Bae, Seyeon ;
Kim, Hyemin ;
Lee, Naeun ;
Won, Cheolhee ;
Kim, Hang-Rae ;
Hwang, Young-il ;
Song, Yeong Wook ;
Kang, Jae Seung ;
Lee, Wang Jae .
JOURNAL OF IMMUNOLOGY, 2012, 189 (01) :365-372
[4]   jvenn: an interactive Venn diagram viewer [J].
Bardou, Philippe ;
Mariette, Jerome ;
Escudie, Frederic ;
Djemiel, Christophe ;
Klopp, Christophe .
BMC BIOINFORMATICS, 2014, 15
[5]   Influence of anti-osteoporosis treatments on the incidence of COVID-19 in patients with non-inflammatory rheumatic conditions [J].
Blanch-Rubio, Josep ;
Soldevila-Domenech, Natalia ;
Tio, Laura ;
Llorente-Onaindia, Jone ;
Ciria-Recasens, Manuel ;
Polino, Luciano ;
Gurt, Alba ;
de la Torre, Rafael ;
Maldonado, Rafael ;
Monfort, Jordi .
AGING-US, 2020, 12 (20) :19923-19937
[6]  
Blighe K., 2019, ENHANCEDVOLCANO PUBL, V1, P10, DOI DOI 10.18129/B9.BIOC.2019
[7]   Interaction of HIF1α and β-catenin inhibits matrix metalloproteinase 13 expression and prevents cartilage damage in mice [J].
Bouaziz, Wafa ;
Sigaux, Johanna ;
Modrowski, Dominique ;
Devignes, Claire-Sophie ;
Funck-Brentano, Thomas ;
Richette, Pascal ;
Ea, Hang-Korng ;
Provot, Sylvain ;
Cohen-Solal, Martine ;
Hay, Eric .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2016, 113 (19) :5453-5458
[8]  
Brogden AK., 2020, ANN ONCOL, V10, P2
[9]  
Cai Yimei, 2009, Genomics Proteomics & Bioinformatics, V7, P147, DOI 10.1016/S1672-0229(08)60044-3
[10]  
Charles Jacqueline, 2020, Miami Herald