CEACAM5 and neoplasm: These variables included the CT-reported tumour size, T stage, tumour type, and CEA for Zhang (AUC of 0.81 with the validation cohort); the CEA and MTV for Wang (concordance index = 0.77 with the validation cohort); and the tumour location for Qiao (AUC of 0.88 in the testing set).