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. The gene discussed is RB1; the disease is posterior cortical atrophy.