染色质相互作用增强子区新的DNA甲基化生物标志物用于诊断非小细胞肺癌癌症

Zhixian Zhu, Qiangwei Zhou, Pengpeng Guan, Yuanhui Sun, Guoliang Li
{"title":"染色质相互作用增强子区新的DNA甲基化生物标志物用于诊断非小细胞肺癌癌症","authors":"Zhixian Zhu, Qiangwei Zhou, Pengpeng Guan, Yuanhui Sun, Guoliang Li","doi":"10.1002/mog2.51","DOIUrl":null,"url":null,"abstract":"Lung cancer is the leading cause of cancer‐related deaths worldwide. DNA methylation has been recognized as a potential biomarker for lung cancer diagnosis. Most reported DNA methylation biomarkers focus on promoter regions, leaving enhancer regions largely unexplored. Here, we employed multiomics data to identify DNA methylation biomarkers for non‐small‐cell lung cancer diagnosis. Especially, we linked enhancers to their target genes using long‐range chromatin interactions for biomarker prediction. We discovered two sets of DNA methylation biomarkers: one in promoter regions and another in enhancer regions. Both achieved extremely high sensitivity and specificity in five independent validation data sets. Compared with three other reported biomarker sets, both groups in our study demonstrated better and more robust classification performance in validation data sets. These novel DNA methylation biomarkers may improve lung cancer screening and ultimately contribute to improved clinical outcomes for patients. To our best knowledge, this is the first time to introduce chromatin interactions to link enhancers to their targets for biomarker study, highlighting the potential of enhancer methylation as a complement to current promoter‐based DNA methylation biomarkers. Our approach may have potential applications for other cancer types and could be a valuable direction for future research in the field of cancer biomarker discovery.","PeriodicalId":100902,"journal":{"name":"MedComm – Oncology","volume":"2 3","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2023-09-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/mog2.51","citationCount":"0","resultStr":"{\"title\":\"Novel DNA methylation biomarkers in enhancer regions with chromatin interactions for diagnosis of non-small-cell lung cancer\",\"authors\":\"Zhixian Zhu, Qiangwei Zhou, Pengpeng Guan, Yuanhui Sun, Guoliang Li\",\"doi\":\"10.1002/mog2.51\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Lung cancer is the leading cause of cancer‐related deaths worldwide. DNA methylation has been recognized as a potential biomarker for lung cancer diagnosis. Most reported DNA methylation biomarkers focus on promoter regions, leaving enhancer regions largely unexplored. Here, we employed multiomics data to identify DNA methylation biomarkers for non‐small‐cell lung cancer diagnosis. Especially, we linked enhancers to their target genes using long‐range chromatin interactions for biomarker prediction. We discovered two sets of DNA methylation biomarkers: one in promoter regions and another in enhancer regions. Both achieved extremely high sensitivity and specificity in five independent validation data sets. Compared with three other reported biomarker sets, both groups in our study demonstrated better and more robust classification performance in validation data sets. These novel DNA methylation biomarkers may improve lung cancer screening and ultimately contribute to improved clinical outcomes for patients. To our best knowledge, this is the first time to introduce chromatin interactions to link enhancers to their targets for biomarker study, highlighting the potential of enhancer methylation as a complement to current promoter‐based DNA methylation biomarkers. Our approach may have potential applications for other cancer types and could be a valuable direction for future research in the field of cancer biomarker discovery.\",\"PeriodicalId\":100902,\"journal\":{\"name\":\"MedComm – Oncology\",\"volume\":\"2 3\",\"pages\":\"\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2023-09-12\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://onlinelibrary.wiley.com/doi/epdf/10.1002/mog2.51\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"MedComm – Oncology\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://onlinelibrary.wiley.com/doi/10.1002/mog2.51\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"MedComm – Oncology","FirstCategoryId":"1085","ListUrlMain":"https://onlinelibrary.wiley.com/doi/10.1002/mog2.51","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

摘要

癌症是全球癌症相关死亡的主要原因。DNA甲基化已被认为是癌症诊断的潜在生物标志物。大多数报道的DNA甲基化生物标志物集中在启动子区域,而增强子区域大多未被探索。在此,我们采用多组学数据来鉴定非小细胞肺癌癌症诊断的DNA甲基化生物标志物。特别是,我们使用长程染色质相互作用将增强子与其靶基因联系起来,用于生物标志物预测。我们发现了两组DNA甲基化生物标志物:一组在启动子区,另一组在增强子区。在五个独立的验证数据集中,两者都实现了极高的灵敏度和特异性。与其他三个已报道的生物标志物集相比,我们研究中的两组在验证数据集中都表现出了更好、更稳健的分类性能。这些新的DNA甲基化生物标志物可以改善癌症筛查,并最终有助于改善患者的临床结果。据我们所知,这是首次引入染色质相互作用,将增强子与其生物标志物研究的靶点联系起来,突出了增强子甲基化作为当前基于启动子的DNA甲基化生物标志物的补充的潜力。我们的方法可能对其他癌症类型有潜在的应用,并可能成为癌症生物标志物发现领域未来研究的一个有价值的方向。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Novel DNA methylation biomarkers in enhancer regions with chromatin interactions for diagnosis of non-small-cell lung cancer

Novel DNA methylation biomarkers in enhancer regions with chromatin interactions for diagnosis of non-small-cell lung cancer
Lung cancer is the leading cause of cancer‐related deaths worldwide. DNA methylation has been recognized as a potential biomarker for lung cancer diagnosis. Most reported DNA methylation biomarkers focus on promoter regions, leaving enhancer regions largely unexplored. Here, we employed multiomics data to identify DNA methylation biomarkers for non‐small‐cell lung cancer diagnosis. Especially, we linked enhancers to their target genes using long‐range chromatin interactions for biomarker prediction. We discovered two sets of DNA methylation biomarkers: one in promoter regions and another in enhancer regions. Both achieved extremely high sensitivity and specificity in five independent validation data sets. Compared with three other reported biomarker sets, both groups in our study demonstrated better and more robust classification performance in validation data sets. These novel DNA methylation biomarkers may improve lung cancer screening and ultimately contribute to improved clinical outcomes for patients. To our best knowledge, this is the first time to introduce chromatin interactions to link enhancers to their targets for biomarker study, highlighting the potential of enhancer methylation as a complement to current promoter‐based DNA methylation biomarkers. Our approach may have potential applications for other cancer types and could be a valuable direction for future research in the field of cancer biomarker discovery.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信