Identification of 3 key genes as novel diagnostic and therapeutic targets for OA and COVID-19
Yiwei Zhang1, Zhengwei Duan1, Yonghao Guan1
1Department of Orthopedics, Shanghai Tenth People's Hospital, Tongji University School of Medicine, Shanghai, China.
Insights
This study identifies three key genes (DDIT3, MAFF, PNRC1) common to Osteoarthritis and COVID-19, suggesting immune dysfunction as a shared pathway. Niclosamide, ciclopirox, and ticlopidine show potential for treating co-infected patients.
Area of Science:
- Genetics and Molecular Biology
- Immunology
- Pharmacology
Background:
- Osteoarthritis (OA) and Corona Virus Disease 2019 (COVID-19) significantly impact patient health and quality of life, especially in the elderly.
- The genetic links and shared pathogenesis between OA and COVID-19 remain largely unexplored.
- Understanding these connections is crucial for developing targeted treatments for patients with both conditions.
Purpose of the Study:
- To investigate the shared genetic pathogenesis between Osteoarthritis and COVID-19.
- To identify key genes involved in the common pathways of OA and COVID-19.
- To predict potential therapeutic drugs for patients suffering from both OA and SARS-CoV-2 infection.
Main Methods:
- Utilized Weighted Gene Co-Expression Network Analysis (WGCNA) and differential gene expression analysis on public datasets (GEO database) for OA and COVID-19.
- Applied the Least Absolute Shrinkage and Selection Operator (LASSO) algorithm to identify key genes and single-cell analysis for expression patterns.
- Performed drug prediction and molecular docking using the Drug Signatures Database (DSigDB) and AutoDockTools.
Main Results:
- Identified 26 common genes between OA and COVID-19, primarily linked to immune dysfunction.
- Screened three key genes (DDIT3, MAFF, PNRC1) potentially involved in OA and COVID-19 pathogenesis, showing high expression in neutrophils.
- Established a gene regulatory network and used binding energy estimation to identify potential drugs.
Conclusions:
- Successfully identified DDIT3, MAFF, and PNRC1 as key genes with high diagnostic value for both OA and COVID-19.
- Niclosamide, ciclopirox, and ticlopidine emerged as potential therapeutic agents for treating OA patients with SARS-CoV-2 infection.
- The study provides a foundation for understanding the molecular mechanisms underlying co-infection and guides therapeutic strategies.
Background:
Corona Virus Disease 2019 (COVID-19) and Osteoarthritis (OA) are diseases that seriously affect the physical and mental health and life quality of patients, particularly elderly patients. However, the association between COVID-19 and osteoarthritis at the genetic level has not been investigated. This study is intended to analyze the pathogenesis shared by OA and COVID-19 and to identify drugs that could be used to treat SARS-CoV-2-infected OA patients.
Methods:
The four datasets of OA and COVID-19 (GSE114007, GSE55235, GSE147507, and GSE17111) used for the analysis in this paper were obtained from the GEO database. Common genes of OA and COVID-19 were identified through Weighted Gene Co-Expression Network Analysis (WGCNA) and differential gene expression analysis. The least absolute shrinkage and selection operator (LASSO) algorithm was used to screen key genes, which were analyzed for expression patterns by single-cell analysis. Finally, drug prediction and molecular docking were carried out using the Drug Signatures Database (DSigDB) and AutoDockTools.
Results:
Firstly, WGCNA identified a total of 26 genes common between OA and COVID-19, and functional analysis of the common genes revealed the common pathological processes and molecular changes between OA and COVID-19 are mainly related to immune dysfunction. In addition, we screened 3 key genes, DDIT3, MAFF, and PNRC1, and uncovered that key genes are possibly involved in the pathogenesis of OA and COVID-19 through high expression in neutrophils. Finally, we established a regulatory network of common genes between OA and COVID-19, and the free energy of binding estimation was used to identify suitable medicines for the treatment of OA patients infected with SARS-CoV-2.
Conclusion:
In the present study, we succeeded in identifying 3 key genes, DDIT3, MAFF, and PNRC1, which are possibly involved in the development of both OA and COVID-19 and have high diagnostic value for OA and COVID-19. In addition, niclosamide, ciclopirox, and ticlopidine were found to be potentially useful for the treatment of OA patients infected with SARS-CoV-2.
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