AUTHOR=Ziesel Alison , Reeves Jennifer , Mallidou Anastasia , Newton Lorelei , Rhodes Ryan E. , Zhang Jie , Paterson Theone , Jabbari Hosna 
  
TITLE=Methylation and algorithms in biological aging: a scoping review
  
JOURNAL=Frontiers in Aging
  
VOLUME=Volume 6 - 2025
  
YEAR=2025
  
URL=https://www.frontiersin.org/journals/aging/articles/10.3389/fragi.2025.1682873
  
DOI=10.3389/fragi.2025.1682873
  
ISSN=2673-6217
  
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.