BackgroundGenomic profiling is needed to identify actionable alterations in non–small cell lung cancer (NSCLC). Panel‐based testing such as next‐generation sequencing (NGS) is often preferred to interrogate multiple alterations simultaneously. In this study, we evaluate the utility of an RNA‐based NGS assay to detect genomic alterations in NSCLC cytology specimens and compare these results to fluorescence in situ hybridization (FISH) testing.MethodsA retrospective review was performed of 264 NSCLC cytology specimens that were concurrently tested for gene fusions by RNA‐based NGS and ALK, RET, and/or ROS1 by FISH.ResultsGenomic alterations were detected in 29 cases by NGS, including ALK, RET, ROS1, NTRK, NUTM1, and FGFR3 fusions and MET exon 14 skipping alterations. Of the 20 cases with ALK, RET, and ROS1 fusions detected by NGS, 16 (80%) were concordant with the corresponding FISH results. Three cases showed discordance, where EML4::ALK (n = 2) and SLC34A2::ROS1 (n = 1) fusions were not detected by the corresponding FISH assay; one case with EZR::ROS1 was inadequate for FISH. No gene fusions were detected in 181 cases by NGS and 54 cases failed testing. The concordance rates for detecting ALK, RET, and ROS1 fusions using NGS and FISH were 97%, 100%, and 99.5%, respectively.ConclusionRNA‐based NGS can be used to detect gene fusions in NSCLC cytology cases with high concordance with FISH results. However, RNA‐based NGS may have high failure rates and therefore a low threshold for reflexing inadequate cases to an orthogonal testing method is essential for comprehensive genomic profiling.