This work demonstrated the potential of mRNA information (including in particular DNAH8, ABCC11, ESM1 and PI15) for improved pre-operative prediction of time-to-BCR in PCa, and is, to the best of our knowledge, the first to propose such models. Here, ABCC11 is linked to posterior cortical atrophy.