In this paper, we synthesize a review for published applications of joint models to localised prostate cancer over the last two decades, focusing on the modelling of the time-to-event process(es), the functional form of PSA, validation strategies and evaluation of dynamic predictions. The gene discussed is KLK3; the disease is Familial prostate cancer.