Bronk Gabriel, Lardenoije Roy, Koolman Laura, Klengel Claudia, Dan Shu, Howell Brittany R, Morin Elyse L, Meyer Jerrold S, Wilson Mark E, Ethun Kelly F, Alvarado Maria C, Raper Jessica, Bravo-Rivera Hector, Kenwood Margaux M, Roseboom Patrick H, Quirk Gregory J, Kalin Ned H, Binder Elisabeth B, Sanchez Mar M, Klengel Torsten
bioRxiv. 2024 Oct 12:2024.10.08.617208. doi: 10.1101/2024.10.08.617208.
Because DNA methylation changes reliably with age, machine learning models called epigenetic clocks can estimate an individual's age based on their DNA methylation profile. This epigenetic measure of age can deviate from one's true age, and the difference between the epigenetic age and true age, known as epigenetic age acceleration (EAA), has been found to directly correlate with morbidity and mortality in adults. Emerging evidence suggests that EAA is also associated with aberrant health outcomes in children, making epigenetic clocks useful tools for studying aging and development. We developed two highly accurate epigenetic clocks for the rhesus macaque, utilizing 1,008 blood samples from 690 macaques between 2 days and 23.4 years of age with diverse genetic backgrounds and exposure to environmental conditions. The first clock, which is trained on all samples, achieves a Pearson correlation between true age and predicted age of 0.983 and median absolute error of 0.210 years. To study phenotypes during development, the second clock is optimized for macaques younger than 6 years and achieves a Pearson correlation of 0.974 and a median absolute error of 0.148 years. Using the latter clock, we investigated whether epigenetic aging is affected by early life adversity in the form of infant maltreatment. Our data suggests that maltreatment and increased hair cortisol levels are associated with epigenetic age acceleration right after the period of maltreatment.
由于DNA甲基化变化随年龄可靠地发生改变,一种名为表观遗传时钟的机器学习模型能够根据个体的DNA甲基化图谱估计其年龄。这种年龄的表观遗传测量值可能与真实年龄存在偏差,而表观遗传年龄与真实年龄之间的差异,即表观遗传年龄加速(EAA),已被发现与成年人的发病率和死亡率直接相关。新出现的证据表明,EAA也与儿童异常的健康结果有关,这使得表观遗传时钟成为研究衰老和发育的有用工具。我们利用来自690只恒河猴的1008份血液样本开发了两种高度准确的恒河猴表观遗传时钟,这些恒河猴年龄在2天至23.4岁之间,具有不同的遗传背景并暴露于不同的环境条件下。第一个时钟是在所有样本上进行训练的,其真实年龄与预测年龄之间的皮尔逊相关系数为0.983,中位数绝对误差为0.210岁。为了研究发育过程中的表型,第二个时钟针对6岁以下的恒河猴进行了优化,其皮尔逊相关系数为0.974,中位数绝对误差为0.148岁。使用后一个时钟,我们研究了表观遗传衰老是否会受到婴儿期虐待这种早期生活逆境形式的影响。我们的数据表明,虐待和头发皮质醇水平升高与虐待期过后的表观遗传年龄加速有关。