MKI67 and lung carcinoma: Regarding the noninvasive preoperative prediction of Ki67 expression in tumors, although manual radiomics models based on image data to predict Ki67 expression in the tumor cells of patients with bladder cancer, breast cancer, and lung cancer have been constructed in previous studies [30–32], few of these studies involved external validation.