A. Derakhshani, M. Moosavi, S. Nasseri, E. Miri-Moghaddam, H. Safarpour, B. Baradaran
{"title":"系统挖掘基因共表达网络,为有效治疗杜氏肌营养不良症提供新的药物重新定位","authors":"A. Derakhshani, M. Moosavi, S. Nasseri, E. Miri-Moghaddam, H. Safarpour, B. Baradaran","doi":"10.22034/IJPS.2020.119862.1630","DOIUrl":null,"url":null,"abstract":"DMD is the prototype of muscular dystrophy in childhood. As there is currently no absolute treatment, the present 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, 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 indicate some drugs can greatly affect DMD's structure and function as COL1A1 with 42 fold changes was the most up-regulated gene. Furthermore, drug repositioning introduced Zoledronic acid as a potent antagonist for COL1A1.","PeriodicalId":14582,"journal":{"name":"Iranian Journal of Pharmaceutical Sciences","volume":"17 1","pages":"1-18"},"PeriodicalIF":0.0000,"publicationDate":"2021-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Systematic mining of gene co-expression network suggests a new drug repositioning for the effective treatment of Duchenne Muscular Dystrophy\",\"authors\":\"A. Derakhshani, M. Moosavi, S. Nasseri, E. Miri-Moghaddam, H. Safarpour, B. Baradaran\",\"doi\":\"10.22034/IJPS.2020.119862.1630\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"DMD is the prototype of muscular dystrophy in childhood. As there is currently no absolute treatment, the present 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, 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 indicate some drugs can greatly affect DMD's structure and function as COL1A1 with 42 fold changes was the most up-regulated gene. Furthermore, drug repositioning introduced Zoledronic acid as a potent antagonist for COL1A1.\",\"PeriodicalId\":14582,\"journal\":{\"name\":\"Iranian Journal of Pharmaceutical Sciences\",\"volume\":\"17 1\",\"pages\":\"1-18\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2021-01-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Iranian Journal of Pharmaceutical Sciences\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.22034/IJPS.2020.119862.1630\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q4\",\"JCRName\":\"Pharmacology, Toxicology and Pharmaceutics\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Iranian Journal of Pharmaceutical Sciences","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.22034/IJPS.2020.119862.1630","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q4","JCRName":"Pharmacology, Toxicology and Pharmaceutics","Score":null,"Total":0}
Systematic mining of gene co-expression network suggests a new drug repositioning for the effective treatment of Duchenne Muscular Dystrophy
DMD is the prototype of muscular dystrophy in childhood. As there is currently no absolute treatment, the present 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, 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 indicate some drugs can greatly affect DMD's structure and function as COL1A1 with 42 fold changes was the most up-regulated gene. Furthermore, drug repositioning introduced Zoledronic acid as a potent antagonist for COL1A1.
期刊介绍:
Iranian Journal of Pharmaceutical Sciences (IJPS) is an open access, internationally peer-reviewed journal that seeks to publish research articles in different pharmaceutical sciences subdivisions: pharmacology and toxicology, nanotechnology, pharmaceutics, natural products, biotechnology, pharmaceutical chemistry, clinical pharmacy and other pharmacy related topics. Each issue of the journal contents 16 outstanding research articles in area of pharmaceutical sciences plus an editorial written by the IJPS editors on one of the most up to date advances topics in pharmacy. All articles published by IJPS would be permanently accessible online freely without any subscription charges. Authors of the published articles have granted the right to use and disseminate their article to third parties.