Methylation and algorithms in biological aging: a scoping review

The role of DNA methylation in the process of biological aging is a particularly active area of research, where methylation changes may be a consequence or a driver in the deviation between biological and chronological age. We employ a scoping review strategy to analyze the results of 435 relevant research papers, 167 of which employed methylation-based strategies to interrogate biological age. Our work details the progression and refinement of these strategies over time, as well as the development of novel methylation-based clocks and algorithmic methods. Our chosen review strategy allows for the identification of research findings consistent and discordant with one another, as well as focusing on exciting, potential research areas regarding measurement, calculation, and assessment of epigenetic biological age.

Authors

Institutions

Publication Details

Journal
Frontiers in Aging
Published
2025-12-18
DOI
https://doi.org/10.3389/fragi.2025.1682873
Primary Topic
Epigenetics and DNA Methylation
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Methylation and algorithms in biological aging: a scoping review

Ryan E. Rhodes, Hosna Jabbari, Αναστασία Μαλλίδου, Alison Ziesel et al.
Frontiers in Aging
Epigenetics and DNA Methylation
article

Methylation and algorithms in biological aging: a scoping review

Ryan E. Rhodes, Hosna Jabbari, Αναστασία Μαλλίδου, Alison Ziesel, Theone Paterson, Lorelei Newton, Jie Zhang, Jennifer Reeves
article en

Abstract

The role of DNA methylation in the process of biological aging is a particularly active area of research, where methylation changes may be a consequence or a driver in the deviation between biological and chronological age. We employ a scoping review strategy to analyze the results of 435 relevant research papers, 167 of which employed methylation-based strategies to interrogate biological age. Our work details the progression and refinement of these strategies over time, as well as the development of novel methylation-based clocks and algorithmic methods. Our chosen review strategy allows for the identification of research findings consistent and discordant with one another, as well as focusing on exciting, potential research areas regarding measurement, calculation, and assessment of epigenetic biological age.

Frontiers in AgingVol. 6
University of Alberta (CA), University of Victoria (CA)
Openalex Percentile: Top 63%
Epigenetics and DNA Methylation
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Methylation and algorithms in biological aging: a scoping review — Ryan E. Rhodes, Hosna Jabbari, et al. · Frontiers in Aging (2025) | TGRS Research Map | TGRS