基于机器学习算法和生物信息学分析预测白术中NR3C1甲基化标志物对胃癌防治的作用

IF 2.8 3区 生物学 Q2 GENETICS & HEREDITY
Frontiers in Genetics Pub Date : 2025-09-09 eCollection Date: 2025-01-01 DOI:10.3389/fgene.2025.1584986
Shicong Huang, Qian Gu, Yan Chen, Xiaofang Huang, Yuhua Du, Ziying Zhou, Yi Nan, Ling Yuan
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引用次数: 0

摘要

目的:利用生物信息学分析方法鉴定巨头苍术防治胃癌的标志物。方法:采用中药系统药理学分析平台(TCMSP)和SwissADME筛选RAM的主要活性成分,采用WGCNA和3种机器学习算法筛选RAM的靶基因,并对靶基因进行临床和甲基化分析。结果:通过WGCNA和3种机器学习算法筛选到3个核心基因,即CA2、HSP90AA1和NR3C1。临床相关分析和表观遗传学分析表明,这些基因在胃癌中起着重要的作用。在胃癌中,NR3C1甲基化与其mRNA表达有很强的相关性,提示NR3C1甲基化可能参与了其表达的调控。因此,对NR3C1进行甲基化相关分析,发现NR3C1的甲基化类型主要为m6A甲基化;CDS区域甲基化高突变的频率也很高,NR3C1基因的同源区域和启动子分别在胃组织、种族和胃癌亚型分析中表现出低甲基化和高甲基化差异。在半岛甲基化突变中,TSS200;5'UTR, 5'UTR, TSS1500;5′utr区域差异有统计学意义。结论:NR3C1可作为RAM的潜在甲基化标志物,用于胃癌的预防和治疗。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Prediction of NR3C1 as a methylation marker for the prevention and treatment of gastric cancer in Rhizoma Atractylodis Macrocephalae based on machine learning algorithm and bioinformatics analysis.

Objective: The aim of this study was to identify the markers of Rhizoma Atractylodis Macrocephalae (RAM) for the prevention and treatment of gastric cancer using bioinformatics analysis.

Methods: The main active components of RAM were screened using the Traditional Chinese Medicine Systematic Pharmacology Profiling Platform (TCMSP) and SwissADME, the target genes of RAM were screened using WGCNA and three machine learning algorithms, and the target genes were analyzed clinically and by methylation.

Results: Three core genes, namely, CA2, HSP90AA1, and NR3C1, were screened by WGCNA and three machine learning algorithms. Clinical correlation analysis and epigenetic analyses showed that these genes play the most important role in gastric cancer. In gastric cancer, there was a strong correlation between NR3C1 methylation and its mRNA expression, suggesting that methylation of NR3C1 may be involved in the regulation of its expression. Therefore, methylation correlation analysis of NR3C1 was performed, and it was found that the methylation type of NR3C1 was mainly m6A methylation; the frequency of methylation hypermutation in the CDS region was also high, and the homologous region and the promoter of the NR3C1 gene showed hypomethylation and hypermethylation differences in the analyses of gastric tissues, races, and gastric cancer subtypes, respectively. Among the methylated peninsular mutations, the TSS200; 5'UTR, 5'UTR, and TSS1500; 5'UTR regions were statistically significant.

Conclusion: NR3C1 can be used as a potential methylation marker of RAM for the prevention and treatment of gastric cancer.

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来源期刊
Frontiers in Genetics
Frontiers in Genetics Biochemistry, Genetics and Molecular Biology-Molecular Medicine
CiteScore
5.50
自引率
8.10%
发文量
3491
审稿时长
14 weeks
期刊介绍: Frontiers in Genetics publishes rigorously peer-reviewed research on genes and genomes relating to all the domains of life, from humans to plants to livestock and other model organisms. Led by an outstanding Editorial Board of the world’s leading experts, this multidisciplinary, open-access journal is at the forefront of communicating cutting-edge research to researchers, academics, clinicians, policy makers and the public. The study of inheritance and the impact of the genome on various biological processes is well documented. However, the majority of discoveries are still to come. A new era is seeing major developments in the function and variability of the genome, the use of genetic and genomic tools and the analysis of the genetic basis of various biological phenomena.
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