This network meta-analysis (NMA), based on 12 phase-III studies with 9,236 metastatic NSCLC patients, aims to compare the efficacy of treatments including at least one immune-checkpoint inhibitor (ICI) with or without chemotherapy, as frontline therapy for advanced NSCLC patients. The NMA includes direct randomized evidence on treatments of interest along with indirect evidence from randomized studies with chemotherapy as the common comparator. Studies were identified by searching PubMed, and the abstracts of most recent main oncology congresses. The primary endpoint, Hazard-Ratio (HR) of Progression-free Survival (PFS), was estimated by a frequentist-approach NMA. Results are presented in the overall cohort (all-comers or PD-L1-positive) irrespective of histology, and by histology, PD-L1 expression level and sex. According to the primary PFS-NMA in the overall cohort, the combination of chemotherapy, first with pembrolizumab, second with atezolizumab exhibit significantly higher benefit than any other treatment examined. This superior PFS benefit is found for both squamous and non-squamous patients. Similarly for OS, the combination of pembrolizumab/chemotherapy, and atezolizumab/bevacizumab/chemotherapy-(ABC), followed by pembrolizumab-monotherapy and atezolizumab/chemotherapy, are the best treatments in the overall cohort, driven by the non-squamous histology. In the PD-L1-high patients again the combination of chemotherapy with atezolizumab or pembrolizumab, exhibit significant PFS benefit, followed by pembrolizumab-monotherapy. PFS benefit of these ICI/chemotherapy combinations are also found in PD-L1-negative and PD-L1-intermediate patients(1%≤PD-L1 < 50%). Of note, ABC is evaluated only for OS in non-squamous patients while the pembrolizumab-monotherapy PFS benefit and the atezolizumab/chemotherapy OS benefit are probably under-estimated since most of the data stems from non-significant interim analyses of ongoing studies [KN042;IM131/132/150]. In conclusion, the addition of chemotherapy to ICIs enhanced their treatment efficacy as first-line treatment for advanced NSCLC patients. The combination of chemotherapy with either pembrolizumab or atezolizumab show consistently higher efficacy than chemotherapy-alone or any other ICI-combination or monotherapy, particularly in non-squamous patients.