There is currently no evidence linking EGFR status in NSCLC patients solely to CT image features; however, the latest radiomic methods [13,14] have provided a quantitative analysis of tumors and their microenvironment by extracting minable high-content data features to establish imaging prediction models. The gene discussed is EGFR; the disease is non-small cell lung carcinoma.