Fertility and Infertility Research Center, Kermanshah University of Medical Sciences, Kermanshah, Iran.
Department of Sexual Medicine, Kermanshah University of Medical Sciences, Kermanshah, Iran.
Cell Mol Biol (Noisy-le-grand). 2021 Nov 25;67(3):195-200. doi: 10.14715/cmb/2021.67.3.31.
Diabetes can cause some diseases or abnormalities. One of the disorders caused by diabetes may be erectile dysfunction (ED). ED is sexual dysfunction characterized by the inability to establish or maintain an erect penis during sexual activity and is a common problem of men with chronic type 2 diabetes. These processes, disorders and diseases are highly influenced by the genetics of individuals. In this study, the relationship between genes and diabetes and ED has been explored by a system biology approach. For this purpose, the samples from ten control and diabetic-ED rats were collected. After a search in Gene Expression Omnibus (GEO), series with accession number GSE2457 comprising of 5 normal and 5 diabetic-ED rats were selected. Raw CEL files of these samples were normalized with robust multi-array average (RMA) expression measure method by using the linear models for microarray data (LIMMA) R package. The extracted probe IDs were transformed into 10451 unique and validated official gene symbols. Then, differentially expressed genes (DEGs) were identified between control and normal penile mucosa by employing the LIMMA R package. DEGs were classified by utilizing KEGG to underlying pathways by Enrichr. The expression values of DEGs were used to construct a gene regulatory network (GRN), by the GENEI3 R package. To analyze the topology of constructed GRNs, betweenness centrality was calculated. Genes with higher betweenness centrality scores were then identified, through the CytoNCA. We then took the commonality of DEGs genes and high-top ranking genes from CytoNCA via a predicted interaction network using GeneMANIA as the most likely important genes in erectile dysfunction. Among the 374 DEGs studied, 146 DEGs showed up-regulation and 228 DEGs displayed down-regulation expression in diabetic-ED rats. According to the Volcano plot, the dpp4, LOC102553868, Ndufa412, Oxct1, Atp2b3 and Zfp91 gene down-regulated and Lpl, Retsat, B4galt1 and Pdk4 genes up-regulated in ED and diabetic rats. Furthermore, genes like dpp4 acted as hubs in the inferred GRN.
糖尿病可导致某些疾病或异常。糖尿病引起的一种疾病可能是勃起功能障碍(ED)。ED 是一种性功能障碍,其特征是在性活动期间无法建立或维持勃起的阴茎,是患有慢性 2 型糖尿病的男性常见的问题。这些过程、紊乱和疾病受个体遗传的高度影响。在这项研究中,通过系统生物学方法探索了基因与糖尿病和 ED 之间的关系。为此,收集了 10 只对照和糖尿病 ED 大鼠的样本。在基因表达综合数据库(GEO)中搜索后,选择了注册号为 GSE2457 的包含 5 只正常和 5 只糖尿病 ED 大鼠的系列。使用用于微阵列数据的线性模型(LIMMA)R 包,通过稳健多阵列平均(RMA)表达测量方法对这些样本的原始 CEL 文件进行了标准化。提取的探针 ID 转换为 10451 个唯一且经过验证的官方基因符号。然后,通过 LIMMA R 包,在对照和正常阴茎粘膜之间鉴定差异表达基因(DEGs)。通过 Enrichr,利用 KEGG 将 DEGs 分类为基础途径。使用 GENEI3 R 包构建基因调控网络(GRN),并使用该网络构建基因调控网络(GRN)。构建的 GRN 的拓扑结构,通过计算节点间中心度(Betweenness Centrality)来分析。然后通过 CytoNCA 识别具有更高节点间中心度评分的基因。通过 GeneMANIA 作为勃起功能障碍中最可能的重要基因,通过预测相互作用网络,从 CytoNCA 中获取 DEGs 基因和高排名基因的共性。在所研究的 374 个 DEGs 中,146 个 DEGs 在糖尿病 ED 大鼠中表现出上调,228 个 DEGs 表现出下调表达。根据火山图,dpp4、LOC102553868、Ndufa412、Oxct1、Atp2b3 和 Zfp91 基因下调,Lpl、Retsat、B4galt1 和 Pdk4 基因上调。此外,像 dpp4 这样的基因在推断的 GRN 中充当枢纽。