Wang Xiaojuan, Abu Bakar Mohamad Hafizi, Kassim Mohd Asyraf, Shariff Khairul Anuar, An Libing, Qin Yan
Bioprocess Technology Division, School of Industrial Technology, Universiti Sains Malaysia Gelugor 11800, Penang, Malaysia.
Department of Pharmacy, Taishan Vocational College of Nursing Tai'an 271099, Shandong, China.
Am J Transl Res. 2025 Apr 15;17(4):2467-2483. doi: 10.62347/CBIP6642. eCollection 2025.
Celastrol has shown therapeutic effects in diabetic nephropathy (DN). This study aimed to elucidate its underlying mechanisms through bioinformatics analysis and experimental validation.
Differentially expressed genes (DEGs) between DN and control groups were obtained from GSE30122 and GSE30528 datasets. Target genes of Celastrol were collected from relevant biological databases and intersected with the DEGs. Functional enrichment analysis was conducted to explore the associated biological processes. Immune cell infiltration in DN was analyzed, and a Lasso regression model was constructed to identify DN-associated gene markers with diagnostic potential. The binding affinity of celastrol to target proteins was evaluated using molecular docking. Additionally, high glucose (HG)-treated human kidney 2 (HK-2) cells were subjected to cell viability assays, flow cytometry, ELISA, and immunoblotting.
A total of 69 key target genes of celastrol were identified, primarily involved in oxidative stress, inflammation, and Phosphoinositide 3-Kinase (PI3K)/Protein Kinase B (Akt) signaling pathways. Immune cell infiltration analysis revealed significant differences in CD4 and CD8 T cell infiltration between the DN and control groups. Six key target genes were identified as strong diagnostic markers for DN, exhibiting high diagnostic accuracy. Molecular docking results revealed strong binding affinity between celastrol and three target proteins: Thrombospondin 2 (THBS2), membrane-associated guanylate kinase inverted 2 (MAGI2), and Fibroblast Growth Factor 9 (FGF9). , celastrol mitigated HG-induced damage in HK-2 cells, downregulating THBS2 expression while upregulating MAGI2 and FGF9 expression.
Celastrol exerts protective effects on DN by modulating key molecular pathways, particularly those involved in inflammation and oxidative stress.
雷公藤红素已显示出对糖尿病肾病(DN)的治疗作用。本研究旨在通过生物信息学分析和实验验证阐明其潜在机制。
从GSE30122和GSE30528数据集中获取DN组和对照组之间的差异表达基因(DEG)。从相关生物数据库中收集雷公藤红素的靶基因,并与DEG进行交集分析。进行功能富集分析以探索相关的生物学过程。分析DN中的免疫细胞浸润情况,并构建套索回归模型以鉴定具有诊断潜力的DN相关基因标志物。使用分子对接评估雷公藤红素与靶蛋白的结合亲和力。此外,对高糖(HG)处理的人肾2(HK-2)细胞进行细胞活力测定、流式细胞术、酶联免疫吸附测定(ELISA)和免疫印迹分析。
共鉴定出69个雷公藤红素的关键靶基因,主要涉及氧化应激、炎症和磷脂酰肌醇3-激酶(PI3K)/蛋白激酶B(Akt)信号通路。免疫细胞浸润分析显示,DN组和对照组之间CD4和CD8 T细胞浸润存在显著差异。鉴定出6个关键靶基因为DN的强诊断标志物,具有较高的诊断准确性。分子对接结果显示雷公藤红素与三种靶蛋白具有强结合亲和力:血小板反应蛋白2(THBS2)、膜相关鸟苷酸激酶反向2(MAGI2)和成纤维细胞生长因子9(FGF9)。雷公藤红素减轻了HG诱导的HK-2细胞损伤,下调THBS2表达,同时上调MAGI2和FGF9表达。
雷公藤红素通过调节关键分子途径,特别是那些参与炎症和氧化应激的途径,对DN发挥保护作用。