Magnetic resonance imaging (MRI)-based radiomics has been applied in many clinical areas26,27, but few studies have addressed the value of radiomics models based on multisequence MRI in preoperative predicting PD-1/PD-L1 expression in HCC patients. The gene discussed is CD274; the disease is hepatocellular carcinoma.