Department of Community Health, Brown University, Providence, RI, USA.
Epigenetics. 2011 Jul;6(7):908-19. doi: 10.4161/epi.6.7.16431. Epub 2011 Jul 1.
In order to properly comprehend the epigenetic dysregulation that occurs during the course of disease, there is a need to characterize the epigenetic variability in healthy individuals that arises in response to aging and exposures, and to understand such variation within the biological context of the DNA sequence. We analyzed the methylation of 26,486 autosomal CpG loci in blood from 205 healthy subjects, using three complementary approaches to assess the association between methylation, age or exposures, and local sequence features, such as CpG island status, repeat sequences, location within a polycomb target gene or proximity to a transcription factor binding site. We clustered CpGs (1) using unsupervised recursively partitioned mixture modeling (RPMM) and (2) bioinformatically-informed methods, and (3) also employed a marginal model-based (non-clustering) approach. We observed associations between age and methylation and hair dye use and methylation, where the direction and magnitude was contingent on the local sequence features of the CpGs. Our results demonstrate that CpGs are differentially methylated dependent upon the genomic features of the sequence in which they are embedded, and that CpG methylation is associated with age and hair dye use in a CpG context-dependent manner in healthy individuals.
为了正确理解疾病过程中发生的表观遗传失调,需要描述健康个体中因衰老和暴露而产生的表观遗传变异性,并在 DNA 序列的生物学背景下理解这种变异性。我们分析了 205 名健康受试者血液中的 26486 个常染色体 CpG 位点的甲基化,使用三种互补的方法来评估甲基化、年龄或暴露与局部序列特征(如 CpG 岛状态、重复序列、多梳靶基因内的位置或转录因子结合位点附近)之间的关联。我们使用无监督递归分区混合建模 (RPMM) 对 CpGs 进行聚类 (1),并使用生物信息学方法 (2) 进行聚类,还采用了基于边际模型的(非聚类)方法 (3)。我们观察到年龄和甲基化之间的关联,以及染发剂使用和甲基化之间的关联,其中方向和幅度取决于 CpG 所在序列的局部序列特征。我们的结果表明,CpG 依赖于其嵌入的序列的基因组特征而表现出不同的甲基化,并且 CpG 甲基化在健康个体中以 CpG 上下文依赖的方式与年龄和染发剂使用相关。