TY - JOUR
T1 - The inactive X chromosome accumulates widespread epigenetic variability with age
AU - Liu, Yunfeng
AU - Sinke, Lucy
AU - Jonkman, Thomas H.
AU - Slieker, Roderick C.
AU - van Zwet, Erik W.
AU - BIOS consortium
AU - Daxinger, Lucia
AU - Heijmans, Bastiaan T.
N1 - Funding Information: This work was financially supported by BBMRI-NL, a Research Infrastructure financed by the Dutch government (NWO, numbers 184.021.007 and 184.033.111). YL is supported by PhD fellowship from the China Scholarship Council (CSC). Funding Information: Samples were contributed by LifeLines, the Leiden Longevity Study, the Netherlands Twin Registry (NTR), the Rotterdam Study, the Genetic Research in Isolated Populations program, the Cohort on Diabetes and Atherosclerosis Maastricht (CODAM) study, and the Prospective ALS study Netherlands (PAN). We thank the participants of all aforementioned biobanks and acknowledge the contributions of the investigators to this study. We also thank Davy Cats and Hailiang Mei from the Sequencing Analysis Support Core (SASC) in the LUMC for their support at various stages of the project, including data pre-processing and maintenance of the Cloud based data analysis infrastructure. This work was carried out on the Dutch national e-infrastructure with the support of SURF Cooperative. Publisher Copyright: © 2023, BioMed Central Ltd., part of Springer Nature.
PY - 2023/12/1
Y1 - 2023/12/1
N2 - Background: Loss of epigenetic control is a hallmark of aging. Among the most prominent roles of epigenetic mechanisms is the inactivation of one of two copies of the X chromosome in females through DNA methylation. Hence, age-related disruption of X-chromosome inactivation (XCI) may contribute to the aging process in women. Methods: We analyzed 9,777 CpGs on the X chromosome in whole blood samples from 2343 females and 1688 males (Illumina 450k methylation array) and replicated findings in duplicate using one whole blood and one purified monocyte data set (in total, 991/924 females/males). We used double generalized linear models to detect age-related differentially methylated CpGs (aDMCs), whose mean methylation level differs with age, and age-related variably methylated CpGs (aVMCs), whose methylation level becomes more variable with age. Results: In females, aDMCs were relatively uncommon (n = 33) and preferentially occurred in regions known to escape XCI. In contrast, many CpGs (n = 987) were found to display an increased variance with age (aVMCs). Of note, the replication rate of aVMCs was also high in purified monocytes (94%), indicating an independence of cell composition. aVMCs accumulated in CpG islands and regions subject to XCI suggesting that they stemmed from the inactive X. In males, carrying an active copy of the X chromosome only, aDMCs (n = 316) were primarily driven by cell composition, while aVMCs replicated well (95%) but were infrequent (n = 37). Conclusions: Our results imply that age-related DNA methylation differences at the inactive X chromosome are dominated by the accumulation of variability.
AB - Background: Loss of epigenetic control is a hallmark of aging. Among the most prominent roles of epigenetic mechanisms is the inactivation of one of two copies of the X chromosome in females through DNA methylation. Hence, age-related disruption of X-chromosome inactivation (XCI) may contribute to the aging process in women. Methods: We analyzed 9,777 CpGs on the X chromosome in whole blood samples from 2343 females and 1688 males (Illumina 450k methylation array) and replicated findings in duplicate using one whole blood and one purified monocyte data set (in total, 991/924 females/males). We used double generalized linear models to detect age-related differentially methylated CpGs (aDMCs), whose mean methylation level differs with age, and age-related variably methylated CpGs (aVMCs), whose methylation level becomes more variable with age. Results: In females, aDMCs were relatively uncommon (n = 33) and preferentially occurred in regions known to escape XCI. In contrast, many CpGs (n = 987) were found to display an increased variance with age (aVMCs). Of note, the replication rate of aVMCs was also high in purified monocytes (94%), indicating an independence of cell composition. aVMCs accumulated in CpG islands and regions subject to XCI suggesting that they stemmed from the inactive X. In males, carrying an active copy of the X chromosome only, aDMCs (n = 316) were primarily driven by cell composition, while aVMCs replicated well (95%) but were infrequent (n = 37). Conclusions: Our results imply that age-related DNA methylation differences at the inactive X chromosome are dominated by the accumulation of variability.
KW - Aging
KW - DNA methylation
KW - Gene expression
KW - Variance
KW - Women
KW - X chromosome
UR - http://www.scopus.com/inward/record.url?scp=85168752107&partnerID=8YFLogxK
U2 - https://doi.org/10.1186/s13148-023-01549-y
DO - https://doi.org/10.1186/s13148-023-01549-y
M3 - Article
C2 - 37626340
SN - 1868-7075
VL - 15
JO - Clinical epigenetics
JF - Clinical epigenetics
IS - 1
M1 - 135
ER -