We used logistic regression equations to analyze the correlation between basic characteristics such as age, sex, smoking history, smoking exposure, ECOG PS, family history, pleural fluid, ascites, liver metastases, tumor location, and HER-2 expression with M:L, and the results are shown in Fig. 3. The gene discussed is ERBB2; the disease is neoplasm.