Identification and validation of cuproptosis-related genes for diagnosis and therapy in nonalcoholic fatty liver disease.

IF 3.5 2区 生物学 Q3 CELL BIOLOGY
Molecular and Cellular Biochemistry Pub Date : 2025-01-01 Epub Date: 2024-03-21 DOI:10.1007/s11010-024-04957-7
Jinquan Li, Yi Zhang, Xiaohan Ma, Ruiqi Liu, Cuicui Xu, Qin He, Ming Dong
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Abstract

In recent years, nonalcoholic fatty liver disease (NAFLD) has become a more serious public health issue worldwide. This study strived to investigate the molecular mechanism of pathogenesis of NAFLD and explore promising diagnostic and therapeutic targets for NAFLD. Raw data from GSE130970 were downloaded from the Gene Expression Omnibus database. We used the dataset to analyze the expression levels of cuproptosis-related genes in NAFLD patients and healthy controls to identify the differentially expressed cuproptosis-related genes (DECRGs). The relationship and potential mechanism between DECRGs and clinicopathological factors were examined by enrichment analysis and two consensus clustering methods. We screened key DECRGs based on Random Forest (RF), and then verified the key DECRGs in NAFLD patients, high-fat diet (HFD)-fed mice, and palmitic acid-induced AML12 cells. ROC analysis showed good diagnostic function of DECRGs in normal and NAFLD liver tissue. Two consensus clusters indicated the important role of cuproptosis in the development of NAFLD. We screened for key DECRGs (DLD, DLAT) based on RF and found a close relationship between the DECRGs and clinicopathological factors. We collected clinical blood samples to verify the differences in gene expression levels by qPCR. In addition, we further verified the expression levels of DLD and DLAT in HFD mice and AML12 cells, which showed the same results. This study provides a novel perspective on the pathogenesis of NAFLD. We identified two cuproptosis-related genes that are closely related to NAFLD. These genes may play a significant role in the molecular pathogenesis of NAFLD, which may be useful to make progress in the diagnosis and treatment of NAFLD.

Abstract Image

鉴定和验证用于诊断和治疗非酒精性脂肪肝的杯突症相关基因。
近年来,非酒精性脂肪肝(NAFLD)已成为全球日益严重的公共卫生问题。本研究旨在研究非酒精性脂肪肝的分子发病机制,并探索有望用于非酒精性脂肪肝诊断和治疗的靶点。我们从基因表达总库(Gene Expression Omnibus)数据库下载了 GSE130970 的原始数据。我们利用该数据集分析了非酒精性脂肪肝患者和健康对照组中杯突相关基因的表达水平,以确定差异表达的杯突相关基因(DECRGs)。通过富集分析和两种共识聚类方法研究了DECRGs与临床病理因素之间的关系和潜在机制。我们基于随机森林(Random Forest,RF)筛选出了关键的DECRGs,然后在非酒精性脂肪肝患者、高脂饮食(HFD)喂养的小鼠和棕榈酸诱导的AML12细胞中验证了关键的DECRGs。ROC分析表明,DECRGs在正常和非酒精性脂肪肝肝组织中具有良好的诊断功能。两个共识集群表明杯突症在非酒精性脂肪肝的发展中起着重要作用。我们根据RF筛选出了关键的DECRGs(DLD、DLAT),并发现DECRGs与临床病理因素关系密切。我们采集了临床血液样本,通过 qPCR 验证了基因表达水平的差异。此外,我们还进一步验证了 DLD 和 DLAT 在 HFD 小鼠和 AML12 细胞中的表达水平,结果显示相同。这项研究为非酒精性脂肪肝的发病机制提供了一个新的视角。我们发现了两个与非酒精性脂肪肝密切相关的杯突症相关基因。这些基因可能在非酒精性脂肪肝的分子发病机制中起着重要作用,这可能有助于非酒精性脂肪肝的诊断和治疗取得进展。
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
Molecular and Cellular Biochemistry
Molecular and Cellular Biochemistry 生物-细胞生物学
CiteScore
8.30
自引率
2.30%
发文量
293
审稿时长
1.7 months
期刊介绍: Molecular and Cellular Biochemistry: An International Journal for Chemical Biology in Health and Disease publishes original research papers and short communications in all areas of the biochemical sciences, emphasizing novel findings relevant to the biochemical basis of cellular function and disease processes, as well as the mechanics of action of hormones and chemical agents. Coverage includes membrane transport, receptor mechanism, immune response, secretory processes, and cytoskeletal function, as well as biochemical structure-function relationships in the cell. In addition to the reports of original research, the journal publishes state of the art reviews. Specific subjects covered by Molecular and Cellular Biochemistry include cellular metabolism, cellular pathophysiology, enzymology, ion transport, lipid biochemistry, membrane biochemistry, molecular biology, nuclear structure and function, and protein chemistry.
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