Notably, Vit C directly modulates key PhenoAge biomarkers, such as suppressing C-reactive protein via NF-κB inhibition (16), preserving albumin synthesis by reducing hepatic OxS, and improving glucose metabolism through attenuation of insulin resistance (17), this may potentially influence PhenoAge calculation. This evidence concerns the gene ALB and Insulin resistance.