This comprehensive analysis examines how each of Horvath’s 48 epigenetic aging genes may influence magnesium and progesterone metabolism during aging3. The findings reveal multiple direct and indirect pathways through which these genes can disrupt mineral homeostasis and hormone signaling, potentially contributing to age-related deficiencies in both magnesium and progesterone.