Milner John J, Chen Zhao-Feng, Grayson James, Shiao Shyang-Yun Pamela Koong
College of Nursing, Augusta University, Augusta, GA 30912, USA.
Bachelor Degree Program in Pet Healthcare, Yuanpei University of Medical Technology, Hsinchu 30015, Taiwan, China.
J Pers Med. 2022 Apr 20;12(5):660. doi: 10.3390/jpm12050660.
Obesity with adiposity is a common disorder in modern days, influenced by environmental factors such as eating and lifestyle habits and affecting the epigenetics of adipose-based gene regulations and metabolic pathways in colorectal cancer (CRC). We compared epigenetic changes of differentially methylated regions (DMR) of genes in colon tissues of 225 colon cancer cases (154 non-obese and 71 obese) and 15 healthy non-obese controls by accessing The Cancer Genome Atlas (TCGA) data. We applied machine-learning-based analytics including generalized regression (GR) as a confirmatory validation model to identify the factors that could contribute to DMRs impacting colon cancer to enhance prediction accuracy. We found that age was a significant predictor in obese cancer patients, both alone ( = 0.003) and interacting with hypomethylated DMRs of , a tumor suppressor gene ( = 0.008). DMRs of three additional genes: ( = 0.001), an oncogene with a hypomethylated DMR in the promoter region; ( = 0.006), a tumor suppressor gene with a hypermethylated DMR in the promoter region; and ( = 0.006), an adipocyte differentiating oncogene with a hypermethylated DMR in an intron region, are also significant predictors of cancer in obese patients, independent of age. The genes affected by these DMR could be potential novel biomarkers of colon cancer in obese patients for cancer prevention and progression.
肥胖伴肥胖症是现代常见的病症,受饮食和生活方式习惯等环境因素影响,并影响结直肠癌(CRC)中基于脂肪的基因调控和代谢途径的表观遗传学。我们通过访问癌症基因组图谱(TCGA)数据,比较了225例结肠癌病例(154例非肥胖和71例肥胖)的结肠组织中基因的差异甲基化区域(DMR)的表观遗传变化,以及15例健康非肥胖对照。我们应用基于机器学习的分析方法,包括广义回归(GR)作为验证模型,以确定可能导致影响结肠癌的DMR的因素,从而提高预测准确性。我们发现,年龄是肥胖癌症患者的一个重要预测因素,单独来看(P = 0.003),并且与肿瘤抑制基因的低甲基化DMR相互作用时(P = 0.008)也是如此。另外三个基因的DMR: (P = 0.001),一个在启动子区域具有低甲基化DMR的癌基因; (P = 0.006),一个在启动子区域具有高甲基化DMR的肿瘤抑制基因;以及 (P = 0.006),一个在内含子区域具有高甲基化DMR的脂肪细胞分化癌基因,也是肥胖患者癌症的重要预测因素,与年龄无关。受这些DMR影响的基因可能是肥胖患者结肠癌预防和进展的潜在新型生物标志物。