8561 Background: Molecularly targeted therapies have advanced treatment for certain cancers, such as lung cancer with specific EGFR or KRAS mutations. However, oftentimes the tumor becomes eventually treatment resistant. This may be partly because cancers driven by EGFR/KRAS mutations may also harbor additional co-occurring genetic alterations. In non-small cell lung cancer (NSCLC), aberrations in RNA splicing pathways have shown substantial implications for tumor behavior and therapeutic responsiveness. Our study focuses on elucidating the interplay between RNA splicing defects and prominent NSCLC mutations. Methods: In this retrospective, cross-sectional study, we analyzed data from 20,719 NSCLC patients enrolled in participating institutions between 2017 and 2022. The data were sourced from the American Association for Cancer Research Genomics Evidence Neoplasia Information Exchange (version 13.0). EGFR L858R, EGFR E746_750del, KRAS G12C, KRAS G12D and other KRAS G12 mutations cases were identified and individually analyzed to abstract co-occurring RNA splicing genomic alterations. Results: Among 20,719 patients with NSCLC, we identified 1309 patients with EGFR L 858R mutation, 1121 patients with EGFR E746_750del mutation, 2446 with KRAS 12C, 852 with KRAS G12D, 1107 with KRAS G12V, 452 with KRAS G12A, 173 with KRAS G12F, and 109 with KRAS G12S. RBM 10 was the most common co-occurring RNA splicing gene for EGFR L 858R (178, 13.6%), followed by CDK12 (31, 2.3%) and SPEN (27, 2 %). Similarly, the most prevalent co-occurring RNA splicing genes with EGFR E746_750del were RBM 10 (38, 3.4%) and SPEN (23, 2 %). RBM 10 was the most prevalent co-existing RNA splicing gene for KRAS G12C (211, 8.6 %), KRAS G12D (63, 7.4 %), KRAS G12V (80, 7.2%), KRAS G12A (59, 13.1%), KRAS G12F (12, 7.0%), KRAS G12S (11, 10.1%) and KRAS G12R (6, 8%). Conclusions: Our study uncovers a crucial link between EGFR and KRAS mutations in NSCLC and RNA splicing gene dysregulation, particularly involving RBM10. Further research in this field is warranted as targeting RNA splicing, alone or alongside existing targeted inhibitors, could substantially enhance treatment efficacy for EGFR+ or KRAS+ NSCLC patients. [Table: see text]