This study developed MRMS-CNNFormer, an innovative multimodal transformer framework that enables the systematic integration of multi-region (intratumoral, peritumoral, and periprostatic regions) and multi-sequence MRI (T2WI-FS and DWI) features with clinical characteristics for predicting BCR in prostate cancer patients. Here, BCR is linked to prostate carcinoma.