肝细胞癌相关枢纽蛋白和枢纽基因的关联分析。

IF 4.6 Q2 MATERIALS SCIENCE, BIOMATERIALS
ACS Applied Bio Materials Pub Date : 2023-09-01 Epub Date: 2023-06-14 DOI:10.1002/prca.202200090
Xinhong Zhang, Boyan Zhang, Yawei Zhang, Fan Zhang
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引用次数: 2

摘要

目的:肝细胞癌是世界范围内最常见的癌症之一。HCC的发生和发展与表观遗传学修饰密切相关。表观遗传学修饰可以通过DNA甲基化调节基因表达和相关功能。本文提出了一种HCC相关枢纽蛋白和枢纽基因的关联分析方法。实验设计:对HCC相关DNA甲基化数据进行生物信息学分析,以阐明HCC相关基因的分子机制,并通过构建基因相互作用网络来寻找枢纽基因(网络中连接较多的基因)。本文提出了一种基于深度学习模型DeepSG2PPI的蛋白质-蛋白质相互作用(PPI)的精确预测方法。经过训练的DeepSG2PPI模型预测了HCC相关基因调控的合成蛋白之间的相互作用关系。结果:本文发现四个基因是hub基因和hub蛋白的交叉点。这四个基因分别是:FBL、CCNB2、ALDH18A1和RPLP0。RPLP0基因与HCC的相关性是本研究的一个新发现。RPLP0有望成为HCC治疗、诊断和预后的新生物标志物。与这四个基因相对应的四种蛋白质是:ENSP00000221801、ENSP00000288207、ENSP00000360268和ENSP00000449328。结论和临床相关性:分析了中枢基因与中枢蛋白质之间的关联。hub基因和hub蛋白的相互验证可以获得更可信的HCC相关基因和蛋白,这有助于HCC的诊断、治疗和药物开发。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Association analysis of hepatocellular carcinoma-related hub proteins and hub genes.

Purpose: Hepatocellular carcinoma (HCC) is one of the most common cancers worldwide. The occurrence and development of HCC are closely related to epigenetic modifications. Epigenetic modifications can regulate gene expression and related functions through DNA methylation. This paper presents an association analysis method of HCC-related hub proteins and hub genes.

Experimental design: Bioinformatics analysis of HCC-related DNA methylation data is carried out to clarify the molecular mechanism of HCC-related genes and to find hub genes (genes with more connections in the network) by constructing in the gene interaction network. This paper proposes an accurate prediction method of protein-protein interaction (PPI) based on deep learning model DeepSG2PPI. The trained DeepSG2PPI model predicts the interaction relationship between the synthetic proteins regulated by HCC-related genes.

Results: This paper finds that four genes are the intersection of hub genes and hub proteins. The four genes are: FBL, CCNB2, ALDH18A1, and RPLP0. The association of RPLP0 gene with HCC is a new finding of this study. RPLP0 is expected to become a new biomarker for the treatment, diagnosis, and prognosis of HCC. The four proteins corresponding to the four genes are: ENSP00000221801, ENSP00000288207, ENSP00000360268, and ENSP00000449328.

Conclusions and clinical relevance: The association between the hub genes with the hub proteins is analyzed. The mutual verification of the hub genes and the hub proteins can obtain more credible HCC-related genes and proteins, which is helpful for the diagnosis, treatment, and drug development of HCC.

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来源期刊
ACS Applied Bio Materials
ACS Applied Bio Materials Chemistry-Chemistry (all)
CiteScore
9.40
自引率
2.10%
发文量
464
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