HMGB1 may serve as a predictive biomarker for the efficacy of anti-PD-1/PD-L1 antibody therapy in the patients with NSCLC, especially in those with PD-L1 TPS ≥ 50%. The gene discussed is HMGB1; the disease is non-small cell lung carcinoma.