Our study indicatied that genetically predicted KDELC2 (OR: 0.89, 95% CI 0.86–0.93) and TNFRSF10B (OR: 0.74, 95% CI 0.65–0.83) are inversely associated with prostate cancer. Here, POGLUT3 is linked to prostate cancer.