Improved precision of epigenetic clock estimates across tissues and its implication for biological ageing
University of Queensland · University of Edinburgh · +9 more institutions
Abstract
DNA methylation changes with age. Chronological age predictors built from DNA methylation are termed 'epigenetic clocks'. The deviation of predicted age from the actual age ('age acceleration residual', AAR) has been reported to be associated with death. However, it is currently unclear how a better prediction of chronological age affects such association.
In this study, we build multiple predictors based on training DNA methylation samples selected from 13,661 samples (13,402 from blood and 259 from saliva). We use the Lothian Birth Cohorts of 1921 (LBC1921) and 1936 (LBC1936) to examine whether the association between AAR (from these predictors) and death is affected by (1) improving prediction accuracy of an age predictor as its training sample size increases (from 335 to 12,710) and (2) additionally correcting for confounders (i.e., cellular compositions). In addition, we investigated the performance of our predictor in non-blood tissues.
Citation impact
- FWCI
- 13.59
- Percentile
- 100%
- References
- 42
Authors
33Topics & keywords
- dNaM
- Confounding
- DNA methylation
- Hazard ratio
- Epigenetics
- Medicine
- Ageing
- Sample size determination
- Good health and well-being
Funding
- WTWellcome TrustAward: 104036/Z/14/Z
- SGScottish GovernmentAward: CZD/16/6
- RSRoyal Society
- SFScottish Funding CouncilAward: HR03006
- AUAge UK
- UOUniversity of Edinburgh
- UOUniversity of Queensland
- CFCentre for Cognitive Ageing and Cognitive Epidemiology
- DFDirectorate for Biological Sciences
- CSChief Scientist Office, Scottish Government Health and Social Care Directorate
- MRMedical Research CouncilAwards: 104036/Z/14/Z, 1107258, 1113400, 1078037, 1078901, 1127440, MC_UU_00007/10, 1103418
- BABiotechnology and Biological Sciences Research CouncilAward: BB/F019394/1
- ARAustralian Research CouncilAwards: DP160102400, 1113400
- NHNational Health and Medical Research CouncilAwards: 1113400, 1078901, 1127440, 1107258, 1078037, 1103418