CD163 in Macrophages: A Potential Biomarker for Predicting the Progression of Diabetic Nephropathy based on Bioinformatics Analysis

川地163 基因 生物 免疫系统 生物标志物 基因表达 计算生物学 生物信息学 免疫学 肿瘤科 表型 遗传学 医学
作者
Xiaoxia Wang,Rui Li,Ting Liu,Yanyan Jia,Xingxing Gao,Xiaodong Zhang
出处
期刊:Endocrine, metabolic & immune disorders [Bentham Science]
卷期号:22
标识
DOI:10.2174/1871530322666220616102754
摘要

This study aimed to identify the potential biomarkers in DN.DN dataset GSE30528 and GSE47183 were downloaded from Gene Expression Omnibus database. Immune cell infiltration was analyzed using CIBERSORT. Weighted gene co-expression network analysis (WGCNA) was performed to obtain the module genes specific to DN. The relevant genes were identified intersecting the module genes and differentially expression genes (DEGs). The core genes were identified using the MCC algorithm in Cytoscape software. ROC and Pearson analyses alongside gene set enrichment analysis (GSEA) were performed to identify the key gene for the core genes. Finally, we performed the Spearman to analyze the correlation between key gene and glomerular filtration rate (GFR), serum creatinine (Scr), age and sex in DN.CIBERSORT analysis revealed the immune cell infiltration in the DN renal tissue and Venn identified 12 relevant genes. Among these, 5 core genes namely TYROBP, C1QA, C1QB, CD163 and MS4A6A, were identified. Pearson analyses revealed that immune cell infiltration and expression of core genes related. The key genes with high diagnostic values for DN were identified to be CD163 via ROC analyses. After Spearman correlation analysis, the expression level of CD163 was correlated with GFR (r =0.27), a difference that nearly reached statistical significance (P =0.058). However, there was no correlation between the level of CD163 and age (r =-0.24, P =0.09), sex (r =-0.11, P=0.32) and Scr (r=0.15, P=0.4) Conclusion: We found that CD163 in macrophages may be a potential biomarker in predicting and treating DN.
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