Among all models, the Lasso + StepCox model achieved the best performance for predicting BCR risk in prostate cancer, with a concordance index (C-index) of 0.628; meanwhile, this model also yielded a Brier score of 0.132 (Figure S1). Here, BCR is linked to prostate carcinoma.