Department of Geriatrics, Zhongnan Hospital of Wuhan University, Wuhan, China.
Department of Cardiology, Zhongnan Hospital of Wuhan University, Wuhan, China.
Front Endocrinol (Lausanne). 2023 May 19;14:1161269. doi: 10.3389/fendo.2023.1161269. eCollection 2023.
Immune cells play an integral role in the development and progression of non-alcoholic fatty liver disease (NAFLD). This study was to identify immune-cell-related biomarkers for the diagnosis and treatment of NAFLD.
First, we introduced human liver transcriptome data from the GEO database (GSE48452 and GSE126848) and performed a weighted gene co-expression network analysis (WGCNA) to screen out the modules related to immune cell infiltration and to identify immune-cell-related differentially expressed genes (ICR-DEGs) associated with NAFLD progression. Further, the protein-protein interaction (PPI) network of ICR-DEGs was established to obtain hub genes and subsequently, the expression trend analysis was conducted to identify immune-cell-related biomarkers of NAFLD. Finally, the mRNA expression of biomarkers was validated in a NAFLD mouse model induced by high-fat diet (HFD) feeding. In total, we identified 66 ICR-DEGs and 13 hub genes associated with NAFLD. Among them, 9 hub genes () were correlated with the infiltrating immune cells by the Pearson correlation analysis. Subsequently, 4 immune-cell-related biomarkers (, , , and ) with the same expression trends in GSE48452 and GSE126848 datasets were identified. These biomarkers were enriched in immune-related pathways and had a good ability to distinguish between NASH and healthy samples. Moreover, we constructed a competing endogenous RNA (ceRNA) network of biomarkers and predicted twenty potential therapeutic drugs targeting RPS3A such as taxifolin and sitagliptin. Finally, experimental validation indicated that the hepatic mRNA expression of , , and was significantly decreased in NAFLD mice.
This study identified four ribosomal protein genes (, , , and ) as immune-cell-related biomarkers of NAFLD, which may actively participate in the immune processes during NAFLD progression and could serve as potential targets for the diagnosis and treatment of NAFLD.
免疫细胞在非酒精性脂肪性肝病(NAFLD)的发生和进展中起着重要作用。本研究旨在确定用于诊断和治疗 NAFLD 的免疫细胞相关生物标志物。
首先,我们从 GEO 数据库(GSE48452 和 GSE126848)引入人类肝脏转录组数据,并进行加权基因共表达网络分析(WGCNA),以筛选出与免疫细胞浸润相关的模块,并确定与 NAFLD 进展相关的免疫细胞相关差异表达基因(ICR-DEGs)。此外,建立 ICR-DEGs 的蛋白质-蛋白质相互作用(PPI)网络,以获得枢纽基因,随后进行表达趋势分析,以鉴定 NAFLD 的免疫细胞相关生物标志物。最后,在高脂肪饮食(HFD)喂养诱导的 NAFLD 小鼠模型中验证了生物标志物的 mRNA 表达。总共鉴定出 66 个与 NAFLD 相关的 ICR-DEGs 和 13 个枢纽基因。其中,9 个枢纽基因()通过 Pearson 相关分析与浸润免疫细胞相关。随后,在 GSE48452 和 GSE126848 数据集中共鉴定出 4 个具有相同表达趋势的免疫细胞相关生物标志物(、、、)。这些生物标志物富集在免疫相关途径中,并且能够很好地区分 NASH 和健康样本。此外,我们构建了生物标志物的竞争性内源性 RNA(ceRNA)网络,并预测了 20 种针对 RPS3A 的潜在治疗药物,如 Taxifolin 和 Sitagliptin。最后,实验验证表明,NAFLD 小鼠肝脏中、和的 mRNA 表达显著降低。
本研究确定了四个核糖体蛋白基因(、、、)作为 NAFLD 的免疫细胞相关生物标志物,它们可能积极参与 NAFLD 进展过程中的免疫过程,可作为 NAFLD 诊断和治疗的潜在靶点。