Department of Biostatistics, Center for Global Health, School of Public Health, Nanjing Medical University, Nanjing, China.
Department of Biostatistics, University of Michigan, Ann Arbor, MI, USA.
Mol Oncol. 2022 Feb;16(3):717-731. doi: 10.1002/1878-0261.13167. Epub 2022 Jan 7.
The interaction between DNA methylation of tripartite motif containing 27 (cg05293407 ) and smoking has previously been identified to reveal histologically heterogeneous effects of TRIM27 DNA methylation on early-stage non-small-cell lung cancer (NSCLC) survival. However, to understand the complex mechanisms underlying NSCLC progression, we searched three-way interactions. A two-phase study was adopted to identify three-way interactions in the form of pack-year of smoking (number of cigarettes smoked per day × number of years smoked) × cg05293407 × epigenome-wide DNA methylation CpG probe. Two CpG probes were identified with FDR-q ≤ 0.05 in the discovery phase and P ≤ 0.05 in the validation phase: cg00060500 and cg17479956 . Compared to a prediction model with only clinical information, the model added 42 significant three-way interactions using a looser criterion (discovery: FDR-q ≤ 0.10, validation: P ≤ 0.05) had substantially improved the area under the receiver operating characteristic curve (AUC) of the prognostic prediction model for both 3-year and 5-year survival. Our research identified the complex interaction effects among multiple environment and epigenetic factors, and provided therapeutic target for NSCLC patients.
先前已鉴定出三肽重复含 27 个氨基酸(cg05293407)的 DNA 甲基化与吸烟之间的相互作用,以揭示 TRIM27 DNA 甲基化对早期非小细胞肺癌(NSCLC)生存的组织学异质性影响。然而,为了了解 NSCLC 进展的复杂机制,我们搜索了三因素相互作用。采用两阶段研究来鉴定以吸烟包年(每天吸烟的支数×吸烟的年数)×cg05293407×全基因组 DNA 甲基化 CpG 探针的形式的三因素相互作用。在发现阶段有两个 CpG 探针的 FDR-q 值≤0.05,在验证阶段有两个 P 值≤0.05:cg00060500 和 cg17479956。与仅使用临床信息的预测模型相比,使用更宽松标准(发现:FDR-q 值≤0.10,验证:P 值≤0.05)添加 42 个显著的三因素相互作用的模型,大大提高了 3 年和 5 年生存率预测模型的受试者工作特征曲线(ROC)下面积(AUC)。我们的研究鉴定了多个环境和表观遗传因素之间的复杂相互作用效应,并为 NSCLC 患者提供了治疗靶标。