Applying a deep learning strategy, we demonstrated that the addition of CTSD and THBS1 to the three different PSA molecular forms included in PHI calculation showed the highest accuracy and precision for the identification of all cancers and high-grade PCa (GS ≥ 7). Here, KLK3 is linked to cancer.