To address these methodological and knowledge-related gaps, this study aims to assess methylation markers such as COL1A1 and TERT, explore their potential as indicators for diabetes-induced aging, and investigate the underlying mechanisms of aging impacting these markers. This evidence concerns the gene COL1A1 and diabetes mellitus.