We hypothesized that NLR and ALC may also be useful in predicting the long-term response to PEM and in elucidating the predictive factors of long-term PEM responses, which will help to select precision medicine for patients with advanced NSq-NSCLC. The gene discussed is ALLC; the disease is non-small cell lung carcinoma.