Background: Despite advancements in cancer immunotherapy, solid tumors remain formidable challenges. In glioma, profound inter- and intra-tumoral heterogeneity hamper therapeutic development. Therefore, it is critical to consider alternative sources to expand the repertoire of targetable (neo-)antigens and improve therapeutic outcomes. Accumulating evidence suggests that tumor-specific alternative splicing (AS) could be an untapped reservoir of neoantigens. Results: In this study, we investigated tumor-specific AS events in glioma, focusing on those predicted to generate major histocompatibility complex (MHC)-presentation-independent, cell-surface neoantigens that could be targets for antibodies and chimeric antigen receptor (CAR)-T cells. We systematically analyzed bulk RNA-sequencing datasets comparing 429 tumor samples (from The Cancer Genome Atlas [TCGA]) and 9,166 normal tissue samples (from the Genotype-Tissue Expression project [GTEx]), and identified 13 AS events in 7 genes predicted to be expressed in more than 10% of the patients, such as PTPRZ1 and BCAN. External RNA-sequencing dataset and full-length amplicon sequencing corroborated these findings. However, investigation of the RNA-sequencing datasets of spatially-mapped and longitudinally-collected clinical tumor samples revealed remarkable spatiotemporal heterogeneity of the candidate AS events. Moreover, proteomics analysis failed to detect peptide spectra matching the putative neoantigens. Conclusions: In conclusion, exploring tumor-specific AS-derived cell-surface neoantigens is challenging due to the low expression levels and spatiotemporal heterogeneity. Redirecting future efforts toward intracellular, MHC-presented antigens could offer a more viable avenue.