While GDF-15 correlates with multiple epigenetic clocks, its specificity remains questionable due to its elevation in diverse non-age-related acute stress states including cancer, CVD, and renal disease (Pence, 2022; Wan and Fu, 2024). The gene discussed is GDF15; the disease is cancer.