a Department of Medical Epidemiology and Biostatistics , Karolinska Institutet , Stockholm , Sweden.
b Department of Medical Sciences , Cardiovascular Epidemiology, Uppsala University , Uppsala , Sweden.
Epigenetics. 2018;13(9):975-987. doi: 10.1080/15592294.2018.1526028. Epub 2018 Oct 13.
Age-related changes in DNA methylation were observed in cross-sectional studies, but longitudinal evidence is still limited. Here, we aimed to characterize longitudinal age-related methylation patterns using 1011 blood samples collected from 385 Swedish twins (age at entry: mean 69 and standard deviation 9.7, 73 monozygotic and 96 dizygotic pairs) up to five times (mean 2.6) over 20 years (mean 8.7). We identified 1316 age-associated methylation sites (P<1.3×10) using a longitudinal epigenome-wide association study design. We measured how estimated cellular compositions changed with age and how much they confounded the age effect. We validated the results in two independent longitudinal cohorts, where 118 CpGs were replicated in Prospective Investigation of the Vasculature in Uppsala Seniors (PIVUS, 390 samples) (P<3.9×10), 594 in Lothian Birth Cohort (LBC, 3018 samples) (P<5.1×10) and 63 in both. Functional annotation of age-associated CpGs showed enrichment in CCCTC-binding factor (CTCF) and other transcription factor binding sites. We further investigated genetic influences on methylation and found no interaction between age and genetic effects in the 1316 age-associated CpGs. Moreover, in the same CpGs, methylation differences within twin pairs increased with 6.4% over 10 years, where monozygotic twins had smaller intra-pair differences than dizygotic twins. In conclusion, we show that age-related methylation changes persist in a longitudinal perspective, and are fairly stable across cohorts. The changes are under genetic influence, although this effect is independent of age. Moreover, methylation variability increase over time, especially in age-associated CpGs, indicating the increase of environmental contributions on DNA methylation with age.
在横断面研究中观察到与年龄相关的 DNA 甲基化变化,但纵向证据仍然有限。在这里,我们旨在使用 385 对瑞典双胞胎(入组时的年龄:平均 69 岁,标准差 9.7,73 对同卵双胞胎和 96 对异卵双胞胎)的 1011 个血液样本,在 20 年内最多进行五次(平均 2.6 次)的纵向研究,来描述与年龄相关的纵向甲基化模式(平均年龄 8.7 岁)。我们使用纵向全基因组关联研究设计,确定了 1316 个与年龄相关的甲基化位点(P<1.3×10)。我们测量了估计的细胞组成如何随年龄变化,以及它们对年龄效应的影响有多大。我们在两个独立的纵向队列中验证了结果,其中 Prospective Investigation of the Vasculature in Uppsala Seniors (PIVUS) 队列(390 个样本)中验证了 118 个 CpG(P<3.9×10),Lothian Birth Cohort (LBC) 队列(3018 个样本)中验证了 594 个 CpG(P<5.1×10),两个队列中均验证了 63 个 CpG(P<5.1×10)。与年龄相关的 CpG 的功能注释显示,富含 CCCTC 结合因子(CTCF)和其他转录因子结合位点。我们进一步研究了遗传对甲基化的影响,发现 1316 个与年龄相关的 CpG 中不存在年龄和遗传效应之间的相互作用。此外,在相同的 CpG 中,双胞胎内的甲基化差异在 10 年内增加了 6.4%,其中同卵双胞胎的内对差异小于异卵双胞胎。总之,我们表明,与年龄相关的甲基化变化在纵向研究中持续存在,并且在不同的队列中相当稳定。这些变化受遗传影响,尽管这种影响与年龄无关。此外,随着时间的推移,甲基化变异性增加,尤其是在与年龄相关的 CpG 中,这表明随着年龄的增长,环境对 DNA 甲基化的影响增加。