Department of Forensic Genetics, Pomeranian Medical University in Szczecin, Powstańców Wlkp. 72, 70-111, Szczecin, Poland.
Doctoral School of Exact and Natural Sciences, Jagiellonian University, Krakow, Poland.
Clin Epigenetics. 2024 Oct 18;16(1):147. doi: 10.1186/s13148-024-01757-0.
DNA methylation profiling may provide a more accurate measure of the smoking status than self-report and may be useful in guiding clinical interventions and forensic investigations. In the current study, blood DNA methylation profiles of nearly 800 Polish individuals were assayed using Illuminia EPIC and the inference of smoking from epigenetic data was explored. In addition, we focused on the role of the AHRR gene as a top marker for smoking and investigated its responsiveness to other lifestyle behaviors.
We found > 450 significant CpGs associated with cigarette consumption, and overrepresented in various biological functions including cell communication, response to stress, blood vessel development, cell death, and atherosclerosis. The model consisting of cg05575921 in AHRR (p = 4.5 × 10) and three additional CpGs (cg09594361, cg21322436 in CNTNAP2 and cg09842685) was able to predict smoking status with a high accuracy of AUC = 0.8 in the test set. Importantly, a gradual increase in the probability of smoking was observed, starting from occasional smokers to regular heavy smokers. Furthermore, former smokers displayed the intermediate DNA methylation profiles compared to current and never smokers, and thus our results indicate the potential reversibility of DNA methylation after smoking cessation. The AHRR played a key role in a predictive analysis, explaining 21.5% of the variation in smoking. In addition, the AHRR methylation was analyzed for association with other modifiable lifestyle factors, and showed significance for sleep and physical activity. We also showed that the epigenetic score for smoking was significantly correlated with most of the epigenetic clocks tested, except for two first-generation clocks.
Our study suggests that a more rapid return to never-smoker methylation levels after smoking cessation may be achievable in people who change their lifestyle in terms of physical activity and sleep duration. As cigarette smoking has been implicated in the literature as a leading cause of epigenetic aging and AHRR appears to be modifiable by multiple exogenous factors, it emerges as a promising target for intervention and investment.
DNA 甲基化分析可能比自我报告提供更准确的吸烟状态衡量标准,并且可能有助于指导临床干预和法医调查。在目前的研究中,使用 Illuminia EPIC 对近 800 名波兰个体的血液 DNA 甲基化谱进行了检测,并探讨了从表观遗传数据推断吸烟的问题。此外,我们专注于 AHRR 基因作为吸烟的顶级标志物的作用,并研究了其对其他生活方式行为的反应。
我们发现了与吸烟相关的超过 450 个显著 CpG 位点,这些 CpG 位点在各种生物学功能中过表达,包括细胞通讯、应激反应、血管发育、细胞死亡和动脉粥样硬化。由 AHRR 中的 cg05575921(p=4.5×10)和另外三个 CpG 位点(cg09594361、cg21322436 在 CNTNAP2 和 cg09842685)组成的模型能够以 AUC=0.8 的高准确性预测测试集中的吸烟状态。重要的是,从偶尔吸烟者到经常重度吸烟者,观察到吸烟可能性逐渐增加。此外,与当前吸烟者和从不吸烟者相比,前吸烟者显示出中间的 DNA 甲基化谱,因此我们的结果表明,吸烟停止后 DNA 甲基化具有潜在的可逆性。AHRR 在预测分析中起着关键作用,解释了吸烟变化的 21.5%。此外,还分析了 AHRR 甲基化与其他可改变的生活方式因素的关联,并显示与睡眠和体力活动有关。我们还表明,吸烟的表观遗传评分与测试的大多数表观遗传钟显著相关,除了两个第一代钟。
我们的研究表明,在改变体力活动和睡眠时间等生活方式的人群中,吸烟停止后,从不吸烟者的甲基化水平可能会更快地恢复。由于吸烟在文献中被认为是表观遗传衰老的主要原因,并且 AHRR 似乎可以被多种外源性因素改变,因此它成为一个有前途的干预和投资目标。