Hub Genes Involved in the Progression of Nonalcoholic Fatty Liver Disease to Hepatocellular Carcinoma.

IF 3.5 4区 医学 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Current medicinal chemistry Pub Date : 2025-01-01 DOI:10.2174/0109298673288887240212065116
Baiyi Liu, Xiaoxiao Wang, Nan Wu, Feng Liu, Huiying Rao
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Abstract

Background: Nonalcoholic fatty liver disease (NAFLD) is the most common cause of chronic liver disease worldwide. With an increasing number of patients, NAFLD has been identified as a risk factor for Hepatocellular Carcinoma (HCC). The precise pathophysiology of NAFLD-related HCC has not been completely understood recently.

Objective: We analyzed the hub genes related to NAFLD and HCC to predict the risk of NAFLD progressing to HCC.

Methods: Two datasets of NAFLD were used to identify differentially expressed genes. Lasso-Cox regression analysis was performed to determine a gene model to predict the risk of the progression from NAFLD to HCC. Three validation datasets were analyzed to evaluate the performance of the gene model, including normal and NAFLD with fibrosis, NAFLD with fibrosis and NAFLD-related HCC, and normal and NASH-related HCC.

Results: Seven genes, including COL1A1, TIPM1, VCAN, FOS, CD79A, CXCL9, and VWF, were identified as the hub genes, and then a gene model was constructed. By calculating, the area under the receiver operating characteristic curves (AUCs) for risk prediction were 0.97, 0.886, and 0.751 in the three validation datasets, respectively. Gene set enrichment analysis indicated that the MAPK, TGFβ, p53, PPAR, insulin signaling pathways, and fatty acid metabolism were significantly upregulated in the high-risk group. GTPase activity and intrinsic apoptotic signaling pathway had significant upregulation in the low-risk group.

Conclusion: The seven hub genes may predict the risk of NAFLD developing into HCC by mediating the potential molecular mechanism, which could be used as biomarkers for predicting the progression, diagnosis, and treatment of NAFLD.

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参与非酒精性脂肪肝向肝细胞癌发展的枢纽基因。
背景:非酒精性脂肪肝(NAFLD非酒精性脂肪肝(NAFLD)是全球最常见的慢性肝病。随着患者人数的增加,非酒精性脂肪肝已被确定为肝细胞癌(HCC)的危险因素。非酒精性脂肪肝相关 HCC 的确切病理生理学近来尚未完全明了:我们分析了与非酒精性脂肪肝和 HCC 相关的枢纽基因,以预测非酒精性脂肪肝发展为 HCC 的风险:方法:使用两个非酒精性脂肪肝数据集来识别差异表达基因。方法:利用两个数据集确定非酒精性脂肪肝的差异表达基因,并进行 Lasso-Cox 回归分析,以确定预测非酒精性脂肪肝进展为 HCC 风险的基因模型。分析了三个验证数据集,以评估基因模型的性能,包括正常和非酒精性脂肪肝伴纤维化、非酒精性脂肪肝伴纤维化和非酒精性脂肪肝相关的HCC,以及正常和NASH相关的HCC:结果:确定了COL1A1、TIPM1、VCAN、FOS、CD79A、CXCL9和VWF等7个基因为中心基因,并构建了基因模型。通过计算,三个验证数据集的风险预测接受者操作特征曲线下面积(AUC)分别为0.97、0.886和0.751。基因组富集分析表明,MAPK、TGFβ、p53、PPAR、胰岛素信号通路和脂肪酸代谢在高风险组中显著上调。结论:七个枢纽基因可预测癌症的发生:这七个枢纽基因可通过潜在的分子机制预测非酒精性脂肪肝发展成 HCC 的风险,可作为预测非酒精性脂肪肝进展、诊断和治疗的生物标志物。
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来源期刊
Current medicinal chemistry
Current medicinal chemistry 医学-生化与分子生物学
CiteScore
8.60
自引率
2.40%
发文量
468
审稿时长
3 months
期刊介绍: Aims & Scope Current Medicinal Chemistry covers all the latest and outstanding developments in medicinal chemistry and rational drug design. Each issue contains a series of timely in-depth reviews and guest edited thematic issues written by leaders in the field covering a range of the current topics in medicinal chemistry. The journal also publishes reviews on recent patents. Current Medicinal Chemistry is an essential journal for every medicinal chemist who wishes to be kept informed and up-to-date with the latest and most important developments.
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