In our study, the higher specificity of the model (> 99%) may be applicable for low-risk populations, which showcased higher diagnostic sensitivity compared to conventional blood tumor marker-CEA, indicating its potential suitability for routine health check-up. Here, CEACAM5 is linked to neoplasm.