Structured Abstract Background Actionable oncogenic gene fusions involving ALK, ROS1, RET, NTRK, and NRG1 define distinct molecular subsets of advanced non-small cell lung cancer (NSCLC) that derive substantial benefit from fusion-directed targeted therapies. Although pivotal clinical trials have demonstrated impressive efficacy, comparative real-world outcomes across multiple actionable fusion subtypes remain limited. Methods We conducted a retrospective cohort study of patients with advanced NSCLC harboring actionable gene fusions who received fusion-directed targeted therapy within Memorial Healthcare System. Eligible patients were diagnosed between May 14, 2014, and October 10, 2025, with follow-up through April 24, 2026. Comprehensive molecular profiling was performed using Tempus, Caris Life Sciences, and Guardant360. Progression-free survival (PFS) and overall survival (OS) were estimated using the Kaplan–Meier method. Median follow-up was estimated using the reverse Kaplan–Meier method, and exploratory Cox proportional hazards models evaluated associations between treatment line and survival outcomes. Results Sixty-eight patients met the eligibility criteria, including 34 (50.0%) with ALK, 15 (22.1%) with ROS1, 13 (19.1%) with RET, 4 (5.9%) with NTRK, and 2 (2.9%) with NRG1 fusions. The median age was 62 years; 58.8% were female and 54.4% were never-smokers. Median follow-up was 43.1 months (95% CI, 24.4–50.0). Median PFS was 44.8 months (95% CI, 17.1 months to not estimable), whereas median OS was not reached. Patients who received targeted therapy in the first-line setting had longer PFS than those treated in later lines (HR, 2.16; 95% CI, 1.05–4.44; P = .036), although this exploratory association should be interpreted cautiously because treatment line was not randomized. PFS and OS did not differ significantly among the major fusion subtypes (ALK, ROS1, and RET). Survival outcomes were broadly consistent with those reported in landmark clinical trials, providing supportive real-world evidence for the effectiveness of fusion-directed targeted therapies. Conclusions In this retrospective health-system cohort, patients with advanced NSCLC harboring actionable gene fusions experienced durable disease control with fusion-directed targeted therapy. Real-world survival outcomes were broadly consistent with those reported in landmark clinical trials, supporting the effectiveness of fusion-directed targeted therapies in routine clinical practice and reinforcing the importance of comprehensive genomic profiling to identify patients eligible for precision oncology approaches.