The present review summarizes the key findings regarding factors influencing the prevalence of AVPC-TSGs and highlights the available evidence on the emerging prognostic and predictive roles of alterations in these TSGs (TP53, PTEN, and RB1) across PCa stages. This evidence concerns the gene PTEN and posterior cortical atrophy.