When the ratio between ADC and non-ADC NSCLC patients mimicked the actually clinic status, the AUC increased to 0.782 indicating that those four factors could provide relative good performance for predicting EGFR mutation status. Here, EGFR is linked to non-small cell lung carcinoma.