MKI67 and head and neck squamous cell carcinoma: In summary, we developed and validated an ML-based fusion model and corresponding nomogram that incorporated multiparametric MRI radiomics features and clinical factors to preoperatively predict the Ki-67 expression level in HNSCC patients.