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综合计算建模揭示肝细胞癌中的新型潜在生物标志物。

Integrative computational modeling to unravel novel potential biomarkers in hepatocellular carcinoma.

机构信息

Centre for Functional Genomics and Bio-Chips, Institute for Biochemistry and Molecular Genetics, Faculty of Medicine, University of Ljubljana, Ljubljana, Slovenia.

Centre for Functional Genomics and Bio-Chips, Institute for Biochemistry and Molecular Genetics, Faculty of Medicine, University of Ljubljana, Ljubljana, Slovenia.

出版信息

Comput Biol Med. 2023 Jun;159:106957. doi: 10.1016/j.compbiomed.2023.106957. Epub 2023 Apr 20.

Abstract

Hepatocellular carcinoma (HCC) is a major health problem around the world. The management of this disease is complicated by the lack of noninvasive diagnostic tools and the few treatment options available. Better clinical outcomes can be achieved if HCC is detected early, but unfortunately, clinical signs appear when the disease is in its late stages. We aim to identify novel genes that can be targeted for the diagnosis and therapy of HCC. We performed a meta-analysis of transcriptomics data to identify differentially expressed genes and applied network analysis to identify hub genes. Fatty acid metabolism, complement and coagulation cascade, chemical carcinogenesis and retinol metabolism were identified as key pathways in HCC. Furthermore, we integrated transcriptomics data into a reference human genome-scale metabolic model to identify key reactions and subsystems relevant in HCC. We conclude that fatty acid activation, purine metabolism, vitamin D, and E metabolism are key processes in the development of HCC and therefore need to be further explored for the development of new therapies. We provide the first evidence that GABRP, HBG1 and DAK (TKFC) genes are important in HCC in humans and warrant further studies.

摘要

肝细胞癌 (HCC) 是全球范围内的一个主要健康问题。由于缺乏非侵入性诊断工具和有限的治疗选择,这种疾病的治疗变得复杂。如果 HCC 能早期发现,可以获得更好的临床结果,但不幸的是,当疾病处于晚期时才会出现临床症状。我们旨在寻找可用于 HCC 诊断和治疗的新型靶基因。我们对转录组学数据进行了荟萃分析,以鉴定差异表达基因,并应用网络分析来鉴定枢纽基因。脂肪酸代谢、补体和凝血级联、化学致癌和视黄醇代谢被确定为 HCC 的关键途径。此外,我们将转录组学数据整合到参考人类基因组规模的代谢模型中,以鉴定与 HCC 相关的关键反应和子系统。我们得出结论,脂肪酸激活、嘌呤代谢、维生素 D 和 E 代谢是 HCC 发展过程中的关键过程,因此需要进一步探索以开发新的治疗方法。我们首次提供证据表明 GABRP、HBG1 和 DAK (TKFC) 基因在人类 HCC 中很重要,值得进一步研究。

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