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DOI 10.1016/j.compbiomed.2024.108912

Медицинская библиотека · Computers in biology and medicine · 2024

Identification of critical genes and metabolic pathways in rheumatoid arthritis and osteoporosis toward drug repurposing.

Ziaastani Zahra, Kalantari-Khandani Behjat, Niazi Mohammad-Javad, Kazemipour Ali

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Аннотация

BACKGROUND

Rheumatoid arthritis (RA) and osteoporosis (OP) are considered to be complex diseases. In recent studies, a positive association between RA and OP has been reported triggering growing research interest. This study aims to investigate the drugs related to critical genes in RA and OP, using bioinformatics approaches, toward drug repurposing.

METHOD: RA and OP genes were identified. The RA-OP PPI network was constructed and analyzed using the STRING and Cytoscape, respectively. Hub genes and modules were extracted and enriched Gene Ontology, through the WebGestalt and g:Profiler. The identification of the drugs related to critical genes using the DGIDB, and extracted the miRNAs using miRWalk and miRNet.

RESULTS

By network clustering, five significant modules were obtained that have important roles in the immune system. IL6, TNF, IL1B, STAT3, TGFB1, TP53, HIF1A, CCL2, IL10, and MMP9 were found as the top 10 hub genes in the RA-OP network. Hub genes were shown to have implications in inflammatory response, significant functions in cytokine receptor binding, and localized mostly in extracellular space. By investigating the drugs related to hub genes, 16 drugs were identified as repurposing candidate drugs. The 10 drugs included Hydroxychloroquine, Infliximab, Adalimumab, Etanercept, Certolizumab, Cyclosporine, Diacerein, Gevokizumab, Canakinumab, and Olokizumab proposed for OP. Also, six drugs including Pirfenidone, Pentoxifylline, Vadimezan, Rilonacept, Metelimumab, and Siltuximab have important roles in inflammatory control and were proposed for both RA and OP.

CONCLUSIONS

The results of the present study can provide novel insights into the pathogenesis and treatment of RA and OP.

Для цитирования: Ziaastani Zahra, Kalantari-Khandani Behjat, Niazi Mohammad-Javad, Kazemipour Ali. Identification of critical genes and metabolic pathways in rheumatoid arthritis and osteoporosis toward drug repurposing.. Computers in biology and medicine. 2024. DOI: 10.1016/j.compbiomed.2024.108912.

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