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. This evidence concerns the gene ESM1 and posterior cortical atrophy.