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Updated: Aug 5, 2026

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Sample Preparation to Bioinformatics Analysis of DNA Methylation: Association Strategy for Obesity and Related Trait Studies
Published on: May 6, 2022
Methylation clocks fail to generalize across genetically admixed individuals
Sebastián Cruz-Gonzalez1,2, Ogechukwu Okpala3, Esther Gu4
1Biological and Medical Informatics Program, University of California, San Francisco, San Francisco, United States.
Elife
|August 4, 2026
Summary
DNA methylation clocks show reduced accuracy in predicting age and Alzheimer
Area of Science:
- Genetics
- Epigenetics
- Neuroscience
Background:
- DNA methylation patterns are recognized as potential biomarkers for age-related diseases, including Alzheimer's disease (AD).
- Current methylation clocks have not been thoroughly validated across diverse genetic populations.
- Environmental and social stressors can influence epigenetic aging.
Purpose of the Study:
- To evaluate the accuracy and generalizability of first-, second-, and third-generation DNA methylation clocks.
- To assess the performance of these clocks in genetically diverse cohorts, including African American, Hispanic, and White individuals.
- To investigate the causes of clock inaccuracies in admixed populations.
Main Methods:
- Analysis of DNA methylation data from 621 Alzheimer's disease patients and matched controls.
- Evaluation of methylation clocks in African American, Hispanic, and White cohorts.
- Intersection of clock CpGs with methylation, germline genetic variants, and methylation QTL (meQTL) data.
Main Results:
- Methylation clocks showed decreased accuracy in predicting age in genetically admixed cohorts, particularly those with African ancestry, compared to White cohorts.
- This reduced accuracy was consistent across multiple datasets with European and African ancestry individuals.
- The clocks failed to consistently identify age acceleration in admixed AD cases compared to controls.
- Differential methylation between African and European ancestry individuals was common for clock CpGs.
- While genetic variants rarely disrupted clock CpGs, a significant proportion of clock CpGs had meQTLs with higher frequencies in African genetic ancestries.
Conclusions:
- DNA methylation clocks exhibit limitations in predicting age and Alzheimer's disease risk across diverse populations.
- Differences in genetic and epigenetic patterns between populations contribute to the reduced portability of current methylation clocks.
- Further research is needed to develop more accurate and universally applicable epigenetic aging clocks.
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