In line with prior research [14], our current findings confirm PSA density as the dominant primary predictor of ISUP upstaging across all PCa patients analyzed, followed by the number of positive cores and UCSF-CAPRA score, while machine learning approaches with SHAP analysis provided superior predictive performance and interpretability as compared to traditional methods. Here, KLK3 is linked to posterior cortical atrophy.