Metabolic tumor activity assessed as MTV from 18F-FDG uptake predicted the prognosis after first-line pembrolizumab treatment in patients with NSCLC and PD-L1 expression ≥ 50%, especially for adenocarcinoma. The gene discussed is CD274; the disease is adenocarcinoma.