Predictive effect and clinical diagnosis significance of exosome-related genes for nonalcoholic fatty liver disease-related hepatocellular carcinoma.

IF 3.9 2区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES
Xiaoqian Ding, Ling Li, Keqing Feng, Jie Zhang, Baokai Sun, Xueru Chu, Qi Zhang, Likun Zhuang
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引用次数: 0

Abstract

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.

外泌体相关基因对非酒精性脂肪肝相关肝细胞癌的预测作用及临床诊断意义
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)。外泌体可以介导细胞间通讯,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,外泌体相关基因在nafld相关HCC中的表达和作用尚不清楚。本研究旨在探讨外泌体相关基因在nafld相关性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。在促外泌体分泌基因高表达组中,记忆性CD4+ T细胞水平高,免疫检查点基因表达低。随后,采用logistic回归分析对所选择的3个外泌体相关基因进行鉴定,并基于所选择的3个外泌体相关基因生成nafld相关HCC队列的公式。受试者工作特征(ROC)曲线分析证实该公式具有较好的预测能力,风险评分的曲线下面积(AUC)为0.736,用于nafld相关HCC患者肿瘤组织与其他组肝组织的鉴别。京都基因与基因组百科全书(KEGG)和基因本体(GO)途径富集分析显示,在高、低风险评分组差异表达基因(DEGs)中,筛选出了丰富的代谢相关途径,包括“glyoxylate and dicarboxylate metabolism”和“carbon metabolism pathway”。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))负相关。小鼠模型结果显示,nafld相关性HCC小鼠肝组织中空泡蛋白分选45同源物(VPS45)和囊泡相关膜蛋白5 (VAMP5) mRNA和蛋白表达水平升高,嗜外蛋白5 (EXPH5)表达水平降低。在nafld相关性HCC小鼠肝组织中,CD4+ T细胞比例与VPS45、VAMP5的相对mRNA表达呈正相关,与exp5的相对mRNA表达呈负相关。最后,从癌症基因组图谱(TCGA)数据库中分析了外泌体相关公式在HCC队列中的预后潜力,外泌体促进基因高表达组患者的总生存期(OS)显着降低。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
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来源期刊
Scientific Reports
Scientific Reports Natural Science Disciplines-
CiteScore
7.50
自引率
4.30%
发文量
19567
审稿时长
3.9 months
期刊介绍: We publish original research from all areas of the natural sciences, psychology, medicine and engineering. You can learn more about what we publish by browsing our specific scientific subject areas below or explore Scientific Reports by browsing all articles and collections. Scientific Reports has a 2-year impact factor: 4.380 (2021), and is the 6th most-cited journal in the world, with more than 540,000 citations in 2020 (Clarivate Analytics, 2021). •Engineering Engineering covers all aspects of engineering, technology, and applied science. It plays a crucial role in the development of technologies to address some of the world''s biggest challenges, helping to save lives and improve the way we live. •Physical sciences Physical sciences are those academic disciplines that aim to uncover the underlying laws of nature — often written in the language of mathematics. It is a collective term for areas of study including astronomy, chemistry, materials science and physics. •Earth and environmental sciences Earth and environmental sciences cover all aspects of Earth and planetary science and broadly encompass solid Earth processes, surface and atmospheric dynamics, Earth system history, climate and climate change, marine and freshwater systems, and ecology. It also considers the interactions between humans and these systems. •Biological sciences Biological sciences encompass all the divisions of natural sciences examining various aspects of vital processes. The concept includes anatomy, physiology, cell biology, biochemistry and biophysics, and covers all organisms from microorganisms, animals to plants. •Health sciences The health sciences study health, disease and healthcare. This field of study aims to develop knowledge, interventions and technology for use in healthcare to improve the treatment of patients.
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