Identification of a liver fibrosis and disease progression-related transcriptome signature in non-alcoholic fatty liver disease

IF 3.4 3区 生物学 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY
Li-Xin Pan , Wei Tian , Zhi-Hao Huang , Jian-Rong Li , Jia-Yong Su , Qiu-Yan Wang , Xiao-Hui Fan , Jian-Hong Zhong
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Abstract

Non-alcoholic fatty liver disease (NAFLD)-related liver fibrosis is closely associated with long-term outcomes of patients. This study aimed to establish a transcriptome signature to distinguish NAFLD patients with mild or advanced fibrosis and to monitor disease progression. Using least absolute shrinkage selection operator regression, we identified a signature of 11 hub genes by performing differential gene expression analysis in six bulk transcriptome profiles in the Gene Expression Omnibus database from liver fibrosis patients with different etiologies. Patients with NAFLD were classified using the 11-hub gene signature. Integrated analysis of signaling pathway enrichment, gene set enrichment, nearest template prediction, infiltration by hepatic stellate cells (HSCs) and pseudotime trajectories was performed on three bulk and one single-cell transcriptomes from NAFLD patients. Molecular features were compared between high-risk and low-risk groups, and associations were explored between hub gene signature expression and activation of HSCs. It was found that the high-risk group was characterized by advanced fibrosis stage, elevated risk for hepatocellular carcinoma, more significant infiltration by activated HSCs, as well as enrichment in signaling pathways related to fibrogenesis and NAFLD progression. Moreover, the 11-hub gene signature at the single-cell transcriptome level correlated with HSCs activation. In vitro experiments were conducted to evaluate the expression levels of hub genes, and IL6 was found to be up-regulated in activated LX-2 cells showing lipid accumulation. Our findings suggest that the 11-hub gene signature can help identify fibrosis stage in patients with NAFLD and detect disease progression. We also suggest that the role of IL6 in HSC activation deserves more investigation in the context of NAFLD.
非酒精性脂肪肝中肝纤维化和疾病进展相关转录组特征的鉴定
非酒精性脂肪性肝病(NAFLD)相关肝纤维化与患者的长期预后密切相关。本研究旨在建立一个转录组标记来区分轻度或晚期纤维化NAFLD患者,并监测疾病进展。使用最小绝对收缩选择算子回归,我们通过对来自不同病因的肝纤维化患者的基因表达Omnibus数据库中的6个大量转录组谱进行差异基因表达分析,确定了11个枢纽基因的特征。使用11-hub基因标记对NAFLD患者进行分类。对来自NAFLD患者的3个整体和1个单细胞转录组进行了信号通路富集、基因集富集、最近模板预测、肝星状细胞(hsc)浸润和假时间轨迹的综合分析。比较高危组和低危组的分子特征,探讨中枢基因特征表达与造血干细胞活化之间的关系。研究发现,高危组的特点是纤维化分期晚期,肝细胞癌风险升高,活化的hsc浸润更明显,纤维化发生和NAFLD进展相关信号通路富集。此外,单细胞转录组水平的11-hub基因标记与造血干细胞激活相关。通过体外实验评估hub基因的表达水平,发现IL6在激活的脂质积累的LX-2细胞中上调。我们的研究结果表明,11-hub基因标记可以帮助识别NAFLD患者的纤维化阶段并检测疾病进展。我们还认为,在NAFLD的背景下,il - 6在HSC活化中的作用值得进一步研究。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
8.10
自引率
0.00%
发文量
124
审稿时长
19 days
期刊介绍: IJBCB publishes original research articles, invited reviews and in-focus articles in all areas of cell and molecular biology and biomedical research. Topics of interest include, but are not limited to: -Mechanistic studies of cells, cell organelles, sub-cellular molecular pathways and metabolism -Novel insights into disease pathogenesis -Nanotechnology with implication to biological and medical processes -Genomics and bioinformatics
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