Gene selection driven by DNA methylation in relation to lymph node metastasis in prostate cancer and prognosis analysis

Author:

Sun Ji,Wang Xing,Liang Tie-Jun

Abstract

Abstract Purpose Lymph node metastasis is an independent prognostic factor for prostate cancer (PCa), and this study aims to explore the intrinsic molecular mechanisms of PCa lymph node metastasis based on epigenetic modifications using bioinformatics.Methods Gene expression data set TCGA PRAD was downloaded from the UCSC Xena database for differential analysis. Differential genes between patients with and without lymph node metastasis were identified and functionally annotated. DNA methylation data from the GSE220910 dataset were used to identify differential methylation sites (DMPs) using the "ChAMP" R package. The correlation between differential gene expression values and methylation probe beta values was calculated and tested for significance. Finally, a prognosis analysis was conducted for the selected genes regulated by DNA methylation.Results We identified 1380 significantly differentially expressed genes (DEGs), including 906 upregulated and 474 downregulated genes. GO analysis revealed that upregulated genes in patients with lymph node metastasis were mainly involved in processes such as cell division and mitosis, while downregulated genes participated in the cellular response to copper and zinc ions. Subsequently, we further selected 81009 differential methylation sites (DMPs), ultimately retaining 263 DEGs associated with 382 DMPs. Correlation analysis showed that LTA, DOK3, TNFRSF25, and CHRM1 had Pearson correlation coefficients of -0.4092, -0.4111, -0.4054, and − 0.4598, respectively (P < 0.05), with their corresponding methylation probes. Survival analysis indicated that high expression of LTA, DOK3, and TNFRSF25 genes was associated with a shortened progression-free interval (PFI) in PCa patients, while CHRM1 showed the opposite trend (P < 0.05).Conclusion Lymph node metastasis in PCa patients is associated with active cell division and suppression of the response to metal ions. We also discovered that LTA, DOK3, TNFRSF25, and CHRM1 are regulated by DNA methylation, and their abnormal expression significantly impacts patient prognosis.

Publisher

Research Square Platform LLC

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3