This study reveals a novel mechanism wherein tRF-3005a promotes gastric cancer development by regulating RALY-mediated alternative splicing of SPAG4 to activate the GRB14/PI3K/AKT pathway, suggesting it may serve as a prognostic biomarker and therapeutic target. This evidence concerns the gene SPAG4 and gastric cancer.