A novel approach integrating deep learning and multiparametric MRI-based habitat analysis accurately predicts perineural invasion in prostate cancer patients. This two-center study demonstrates enhanced imaging biomarkers for identifying tumor aggressiveness and potential spread, offering critical prognostic information to guide individualized treatment strategies. Published in BMC Cancer, the research highlights AI's expanding role in oncological imaging and precision diagnostics.