e18731 Background: For advanced non-small cell lung cancer (NSCLC), evidence from clinical trials indicates the superiority of pembrolizumab (P) than chemotherapy (C) in PD-L1 positive patients and superiority of P+C than C among PD-L1 unselected patients. Meta-analysis from different clinical trials stated P+C failed to improve overall survival (OS) or progression-free survival (PFS) compared with P alone. This study used real-world data of PD-L1+ patients with advanced NSCLC to compare treatment effect of P with P+C. Methods: A retrospective analysis of adult patients diagnosed between 2015-2020 with stage IV NSCLC with PD-L1+ and without EGFR/ALK mutation was examined using de-identified Syapse Learning Health Network(LHN). We compared the patients with first-line (1L) treatment of pembrolizumab + carboplatin + chemo (P+C) and patients with 1L treatment of P only (P). Patient characteristics and survival outcomes including real-world OS (rwOS) and real-world time to next treatment (rwTTNT) were collected. Results: 485 patients were included: 231 on P+C and 254 on P. The two groups are similar in race, primary tumor histology and ECOG, and P are older in age and have more female. The median rwOS for P+C is longer than P (13.2 vs 11.0 month), 1 year survival probability is higher (55% vs 49%), but 2 year survival probability is lower (34% vs 39%). Coxph model shows no significant difference between two groups (HR=0.89, 95% CI 0.69-1.14, p=0.34). Subgroup analysis of patients age≥75 shows median rwOS for P+C is shorter than P (8.7 vs 13.2 month), 1 year survival probability is lower (46% vs 51%). Coxph model shows no significant difference between two groups (HR=1.32, 95% CI 0.81-2.16, p=0.27). In each treatment group, the median rwOS for female is longer than male (13.2 vs 7.9 month in P, 15.8 vs 12.2 month in P+C), and 1 year survival probability is higher (52% vs 45% in P, 59% vs 53% in P+C). Coxph model shows no significant difference between female and male (HR=0.81, 95% CI 0.58-1.15, p=0.23 in P; HR=0.90, 95% CI 0.62-1.30, p=0.57 in P+C). Conclusions: Among patients with PD-L1+ advanced NSCLC, there is no significant difference in rwOS for patients with 1L treatment of P+C or P alone.[Table: see text]