Individuals in the highest PRS quartile (Q4) had a significantly higher risk of BPH compared to the lowest quartile (Q1) (OR = 1.51, 95% CI = 1.274–1.783, p < 0.0001), after adjusting for PSA level. Here, KLK3 is linked to benign prostatic hyperplasia.