Habitat analysis based on multiparametric MRI combined with traditional radiomics and clinical features offers significant predictive value for preoperative detection of PNI in pancreatic cancer patients. This approach could improve patient stratification, guide surgical and treatment decisions, and ultimately enhance patient outcomes by enabling more precise and individualized management strategies.