Methylation-derived age was estimated using the Horvath pan-tissue clock, a validated algorithm that calculates biological age from 353 CpG sites across multiple tissues and captures tumor-associated epigenetic dysregulation [15]. The gene discussed is CLOCK; the disease is neoplasm.