In a Nature Medicine study, Tian et al. identify larger biological age gaps associated with early-onset lung, colorectal, and uterine cancers across birth cohorts. These findings position biological age as an integrative marker of physiological dysregulation. Future work combining aging clocks and mutational signatures could distinguish tumor-promoting states from tumor-initiating exposures.