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RESEARCH PAPER / 2026-07-09

An epigenetic speedometer to measure Pace of Aging: FraminghamPACE

Marella, W. T., Ryan, C. P., Corcoran, D., Indik, C. E., Furuya, A., Kobor, M. S., Sugden, K., Caspi, A., Moffitt, T., Belsky, D. W.

Robert N Butler Columbia Aging Center, Columbia University Mailman School of Public Health · medrxiv

Abstract

Geroscience clinical trials need biomarker surrogate endpoints for healthspan. Leading candidates are omics-based composites developed from machine learning analysis of aging phenotypes including calendar age, survival, functional capacity, and Pace of Aging. Existing Pace of Aging biomarkers were developed in the Dunedin Longitudinal Study, limiting inference about strengths/weaknesses of the method as distinct from the Study, a unique single-year birth cohort followed through midlife with near-perfect retention and uniform measurement of multi-organ-system function across two decades of follow-up. We adapted our Pace of Aging method for mixed-age cohorts with variable follow-up of organ-function measures and applied it to develop a novel DNA methylation biomarker of Pace of Aging in data from the Framingham Heart Study Offspring Cohort, FraminghamPACE. Validation analyses across four independent cohorts and one clinical trial establish advantages for the Pace of Aging method in developing biomarkers that are both predictive of healthspan and responsive to geroprotective intervention.

The following analysis is generated by AI and may contain errors. It is separate from the authors’ abstract and is not peer review.

Research summary

The authors developed and validated a novel DNA methylation biomarker, FraminghamPACE, to measure the pace of aging in mixed-age cohorts, providing a potentially more generalizable surrogate endpoint for geroscience clinical trials than previous methods. This work is relevant because it addresses the critical need for robust, scalable biomarkers to accelerate the testing of geroprotective interventions, which is essential for advancing the field of lifespan extension beyond single-cohort limitations.

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