Ding Xiaoqian, Li Ling, Feng Keqing, Zhang Jie, Sun Baokai, Chu Xueru, Zhang Qi, Zhuang Likun
School of Medicine and Pharmacy, Ocean University of China, Qingdao, China.
Department of Infectious Diseases, Qingdao Municipal Hospital, Qingdao University, Qingdao, 266071, China.
Sci Rep. 2025 Jul 2;15(1):23062. doi: 10.1038/s41598-025-07286-x.
Nonalcoholic fatty liver disease (NAFLD) is a multifactorial metabolic syndrome which could develop into hepatocellular carcinoma (HCC). Exosomes could mediate intercellular communications and play key roles in the occurrence and development of many diseases including NAFLD and HCC. However, expressions and roles of the genes related to exosomes in NAFLD-related HCC remain unclear. The objective of this study was to investigate the expressions and diagnostic values of exosome-related genes in NAFLD-related HCC. Firstly, two risk subgroups of patients with NAFLD-related HCC from the gene expression omnibus (GEO) database were identified based on exosome-related genes. High levels of memory CD4 T cells and low expressions of immune checkpoint genes were observed in the group with highly expressed genes which could promote exosome secretion. Subsequently, the logistic regression analysis was used to identify the three selected exosome-related genes and generate the formula in the NAFLD-related HCC cohort based on the three selected exosome-related genes. Receiver operating characteristic (ROC) curve analysis confirmed the good predictive power of the formula, and the area under the curve (AUC) of risk score was 0.736 for differentiating tumor tissues of NAFLD-related HCC patients from liver tissues of other groups. Kyoto Encyclopedia of Genes and Genomes (KEGG) and Gene Ontology (GO) pathway enrichment analysis showed abundant metabolism-related pathways, including "glyoxylate and dicarboxylate metabolism" and "carbon metabolism pathway" were screened out in differentially expressed genes (DEGs) between the high and low risk-score groups. The risk score was also positively correlated with memory CD4 T cells and negatively associated with immune checkpoint genes including programmed cell death 1 (PD1), programmed cell death ligand 1 (PDL1), and programmed cell death ligand 2 (PDL2). The results of mouse model showed that the mRNA and protein expression levels of vacuolar protein sorting 45 homolog (VPS45) and vesicle associated membrane protein 5 (VAMP5) were increased in the liver tissue of NAFLD-related HCC mice, and the exophilin 5 (EXPH5) expression was decreased. And the proportion of CD4 T cells was positively correlated with the relative mRNA expression of VPS45 and VAMP5, and negatively correlated with the relative mRNA expression of EXPH5 in liver tissues of NAFLD-related HCC mice. Finally, the prognostic potential of the exosome-related formula was analyzed in the HCC cohort from the cancer genome atlas (TCGA) database, and patients in the group with highly expressed exosome-promoted genes showed significantly reduced overall survival (OS). We performed univariate and multivariate Cox regression analysis and found that risk score was an independent prognostic factor (HR = 1.75, 95% CI:1.20-2.54, p < 0.01). Furthermore, patients in the high-risk group were more sensitive to chemotherapy drugs such as 5-Fluorouracil, Leflunomide, Cisplatin, ML323, Dabrafenib, Palbociclib, Irinotecan, Ribociclib and Nilotinib. In summary, our study clarified the predictive effect and clinical diagnosis significance of exosome-related genes in the development of NAFLD-related HCC and provided new directions for the prognosis of NAFLD-related HCC patients.
非酒精性脂肪性肝病(NAFLD)是一种多因素代谢综合征,可发展为肝细胞癌(HCC)。外泌体可介导细胞间通讯,并在包括NAFLD和HCC在内的许多疾病的发生和发展中发挥关键作用。然而,与外泌体相关的基因在NAFLD相关HCC中的表达和作用仍不清楚。本研究的目的是探讨外泌体相关基因在NAFLD相关HCC中的表达及诊断价值。首先,基于外泌体相关基因从基因表达综合数据库(GEO)中鉴定出NAFLD相关HCC患者的两个风险亚组。在基因高表达且能促进外泌体分泌的组中,观察到记忆性CD4 T细胞水平较高,免疫检查点基因表达较低。随后,采用逻辑回归分析确定三个选定的外泌体相关基因,并在NAFLD相关HCC队列中基于这三个选定的外泌体相关基因生成公式。受试者工作特征(ROC)曲线分析证实了该公式具有良好的预测能力,风险评分的曲线下面积(AUC)为0.736,用于区分NAFLD相关HCC患者的肿瘤组织与其他组的肝脏组织。京都基因与基因组百科全书(KEGG)和基因本体论(GO)通路富集分析显示,高、低风险评分组之间的差异表达基因(DEG)中筛选出了丰富的代谢相关通路,包括“乙醛酸和二羧酸代谢”和“碳代谢途径”。风险评分还与记忆性CD4 T细胞呈正相关,与免疫检查点基因包括程序性细胞死亡蛋白1(PD1)、程序性细胞死亡配体1(PDL1)和程序性细胞死亡配体2(PDL2)呈负相关。小鼠模型结果显示,NAFLD相关HCC小鼠肝脏组织中液泡蛋白分选45同源物(VPS45)和囊泡相关膜蛋白5(VAMP5)的mRNA和蛋白表达水平升高,而嗜外排蛋白5(EXPH5)表达降低。在NAFLD相关HCC小鼠肝脏组织中,CD4 T细胞比例与VPS45和VAMP5的相对mRNA表达呈正相关,与EXPH5的相对mRNA表达呈负相关。最后,在来自癌症基因组图谱(TCGA)数据库的HCC队列中分析了外泌体相关公式的预后潜力,外泌体促进基因高表达组的患者总生存期(OS)显著缩短。我们进行了单因素和多因素Cox回归分析,发现风险评分是一个独立的预后因素(HR = 1.75,95% CI:1.20 - 2.54,p < 0.01)。此外,高危组患者对5-氟尿嘧啶、来氟米特、顺铂、ML323、达拉非尼、帕博西尼、伊立替康、瑞博西尼和尼洛替尼等化疗药物更敏感。总之,我们的研究阐明了外泌体相关基因在NAFLD相关HCC发生发展中的预测作用及临床诊断意义,为NAFLD相关HCC患者的预后提供了新的方向。
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