Childhood intelligence attenuates the association between biological ageing and health outcomes in later life
Anna J. StevensoniD, Daniel L. McCartneyiD, Robert Francis HillaryiD, Paul H. RedmondiD, Adele M. TayloriD, Qian ZhangiD, Allan F. McRaeiD, Tara L. Spires‐JonesiD, Andrew Mark McIntoshiD, Ian J. DearyiD, Riccardo Emilio MarioniiD
Abstract
The identification of biomarkers that discriminate individual ageing trajectories is a principal target in ageing research. Some of the most promising predictors of biological ageing have been developed using DNA methylation. One recent candidate, which tracks age-related phenotypes in addition to chronological age, is DNAm PhenoAge. Here, we performed a phenome-wide association analysis of this biomarker in a cohort of older adults to assess its relationship with a comprehensive set of both historical and contemporaneously-measured phenotypes. Higher than expected DNAm PhenoAge compared to chronological age, known as epigenetic age acceleration, was found to associate with a number of blood, cognitive, physical fitness and lifestyle variables, and with mortality. Notably, DNAm PhenoAge, assessed at age 70, was associated with cognitive ability at age 11, and with educational attainment. Adjusting for age 11 cognitive ability attenuated the majority of the cross-sectional later-life associations between DNAm PhenoAge and health outcomes. These results highlight the importance of early-life factors on healthy ageing.
02 /Specification & Classification
Click any tag to browse matching papers- Citations
- 26
- FWCI
- 0.99
- Field percentile
- top 26%
- Organism
- Assay
- Research Focus
- Approach
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- An epigenetic predictor of death captures multi-modal measures of brain health
Robert Francis Hillary, Anna J. Stevenson, … Riccardo Emilio Marioni·Molecular PsychiatryPeer-reviewed·Dec 3, 2019
- Biological age acceleration measured by DunedinPACE associates most consistently with cognitive decline in elderly individuals
Anna Marit Weißenburg, Marit Philine Junge, … Lars Bertram·medRxiv·Mar 25, 2026
- Genome-wide association studies identify 137 loci for DNA methylation biomarkers of ageing
Daniel L. McCartney, Josine L. Min, … Jerome I. Rotter·bioRxiv·Jun 29, 2020
- DNAmFitAge: Biological Age Indicator Incorporating Physical Fitness
Kristen M. McGreevy, Zsolt O. Radak, … Steve Horvath·AgingPeer-reviewed·Feb 22, 2023
- Epigenetic age acceleration is related to cognition and cognitive decline in the Elderly: Results of the Austrian Stroke Prevention Study
Piyush G. Gampawar, Sai Pavan Kumar Veeranki, … Helena Schmidt·Psychiatry and Clinical NeurosciencesPeer-reviewed·Feb 8, 2025
- Epigenetic clocks predict prevalence and incidence of leading causes of death and disease burden
Robert Francis Hillary, Anna J. Stevenson, … Riccardo Emilio Marioni·Clinical EpigeneticsPeer-reviewed·Jul 31, 2020