This radiomic ML study based on MRI images showed that the RF classifier could effectively predict the immunopathologic expression status of P504s/P63 before surgery to achieve the goal of a noninvasive and accurate PCa diagnosis method. This evidence concerns the gene AMACR and posterior cortical atrophy.