Our study utilized nationally representative data from the NHANES survey to explore the relationships between two measures of biological age—KDMAge and PhenoAge—and their acceleration adjusted for chronological age, with the risk of PCa and highly-probable PCa as defined by integrated PSA levels. Here, KLK3 is linked to posterior cortical atrophy.