Image observation can quantitatively analyze and fully mine the relationship between pixels and spatial distribution in the image, supplement the traditional morphological imaging features, and can be used as a useful imaging diagnostic tool for early prediction of EGFR gene mutations in patients with NSCLC. Here, EGFR is linked to non-small cell lung carcinoma.