Computational Health Center, Helmholtz Munich, 85764, Neuherberg, Germany.
Department of Biology, Ludwig-Maximilians University Munich, 82152, Martinsried, Germany.
Commun Biol. 2023 Aug 9;6(1):825. doi: 10.1038/s42003-023-05198-y.
Aberrant DNA methylation accompanies genetic alterations during oncogenesis and tumour homeostasis and contributes to the transcriptional deregulation of key signalling pathways in cancer. Despite increasing efforts in DNA methylation profiling of cancer patients, there is still a lack of epigenetic biomarkers to predict treatment efficacy. To address this, we analyse 721 cancer cell lines across 22 cancer types treated with 453 anti-cancer compounds. We systematically detect the predictive component of DNA methylation in the context of transcriptional and mutational patterns, i.e., in total 19 DNA methylation biomarkers across 17 drugs and five cancer types. DNA methylation constitutes drug sensitivity biomarkers by mediating the expression of proximal genes, thereby enhancing biological signals across multi-omics data modalities. Our method reproduces anticipated associations, and in addition, we find that the NEK9 promoter hypermethylation may confer sensitivity to the NEDD8-activating enzyme (NAE) inhibitor pevonedistat in melanoma through downregulation of NEK9. In summary, we envision that epigenomics will refine existing patient stratification, thus empowering the next generation of precision oncology.
在肿瘤发生和肿瘤平衡过程中,异常的 DNA 甲基化伴随着遗传改变,导致癌症中关键信号通路的转录失调。尽管在癌症患者的 DNA 甲基化分析方面做出了越来越多的努力,但仍然缺乏预测治疗效果的表观遗传生物标志物。为了解决这个问题,我们分析了 22 种癌症类型的 721 种癌细胞系,这些细胞系接受了 453 种抗癌化合物的治疗。我们系统地检测了 DNA 甲基化在转录和突变模式背景下的预测成分,即在 17 种药物和 5 种癌症类型中总共检测到 19 个 DNA 甲基化生物标志物。DNA 甲基化通过调节近端基因的表达构成药物敏感性生物标志物,从而增强多组学数据模式的生物学信号。我们的方法重现了预期的关联,此外,我们还发现,黑色素瘤中 NEK9 启动子的高甲基化可能通过下调 NEK9 而对 NEDD8 激活酶 (NAE) 抑制剂 pevonedistat 敏感。总之,我们设想表观基因组学将完善现有的患者分层,从而为下一代精准肿瘤学提供支持。