Title of article :
Systematic Mining of Gene Co-Expression Network Suggesting a New Drug Repositioning for the Effective Treatment of Duchenne Muscular Dystrophy
Author/Authors :
Derakhshani, Afshin Immunology Research Center - Tabriz University of Medical Sciences, Tabriz, Iran , Moosavi, Maryam Cellular and Molecular Research Center - Birjand University of Medical Sciences, Birjand, Iran , Nasseri, Saeed Cellular and Molecular Research Center - Birjand University of Medical Sciences, Birjand, Iran , Miri-Moghaddam, Ebrahim Molecular Medicine Department - Faculty of Medicine - Birjand University of Medical Sciences, Birjand, Iran , Safarpour, Hossein Cellular and Molecular Research Center - Birjand University of Medical Sciences, Birjand, Iran , Baradaran, Behzad Department of Immunology - Faculty of Medicine - Tabriz University of Medical Sciences, Tabriz, Iran
Pages :
18
From page :
1
To page :
18
Abstract :
Duchenne Muscular Dystrophy (DMD) is one of the most common inherited disorders worldwide. As there is currently no absolute treatment, the present systems biology study aimed to propose a new drug repositioning for DMD therapy. A microarray dataset of 16 DMD and 6 control samples were analyzed and 208 differentially expressed genes were screened. Weighted gene co-expression network analysis (WGCNA) algorithm, was applied to obtain co-expressed gene networks for the establishment of transcriptional modules related to clinical and demographic data of DMD patients. Results indicated that a maximum of 11 co-expression modules is present in datasets with a varying number of genes. Turquoise module with 3334 genes was strongly correlated with collagen fibril organization as a positive regulator in DMD pathogenesis (r=0.98, p-value=2/00E-15) through which other DMD related hub-genes were identified as COL1A1, FZD10, COL1A2, CRISPLD1, FMO1, COL5A1, COL3A1, COL5A2, TP53I3, PLAGL1, RIPK2, SBF1, MLXIP, CFAP46, and TYRP1. Drug repositioning of the turquoise module identified some candidate drugs which are not presently approved for the treatment of DMD. The targets in the turquoise module indicated that some drugs might greatly affect DMD disease. Furthermore, drug repositioning introduced Zoledronic acid as a potent antagonist for COL1A1.
Keywords :
Systems biology , Duchenne Muscle Dystrophy , WGCNA , Co-expression network , Drug Repositioning , Data analysis , COL1A1
Journal title :
Iranian Journal of Pharmaceutical Sciences (IJPS)
Serial Year :
2021
Record number :
2712833
Link To Document :
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