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First-generation versus next-generation epigenetic aging clocks: Differences in performance and utility.
Adiv A Johnson1, Maxim N Shokhirev2
1Tally Health, New York, NY, USA. adiv@tallyhealth.com.
Next-generation epigenetic aging clocks, trained on health outcomes, show greater association with health signals and responsiveness to interventions than first-generation clocks. Prioritize next-generation models for health and interventional studies.
Area of Science:
- Epigenetics
- Biomarkers
- Aging Research
Background:
- Epigenetic aging clocks predict biological age using methylomic data.
- First-generation clocks predict chronological age.
- Next-generation clocks are trained on health, lifestyle, and age-related outcomes.
Purpose of the Study:
- Define and differentiate first-generation versus next-generation epigenetic clocks.
- Summarize existing next-generation clocks, their training, and accessibility.
- Tabulate literature on interventions influencing epigenetic clocks.
Main Methods:
- Review and define epigenetic clock generations.
- Compile and describe existing next-generation clocks.
- Systematically review intervention studies impacting epigenetic clocks.
Main Results:
- Next-generation clocks associate with more health/disease signals than first-generation clocks.
- Next-generation clocks are more predictive of age-related outcomes and interventions.
- Evidence supports interventions influencing epigenetic aging clocks.
Conclusions:
- Next-generation epigenetic clocks offer greater utility for health-related research.
- Prioritize next-generation models for association and interventional studies.
- Further sub-categorization of next-generation clocks may be beneficial.
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