Hepatocellular carcinoma (HCC) remains a major therapeutic challenge. Although targeting tumor-specific antigens represents a cornerstone of cancer immunotherapy, current approaches focus predominantly on mutation-derived neoantigens, which offer limited population coverage. Through an integrative analysis of multi-omics data from 279 HCC patients, we demonstrate that aberrant splicing (AS) events occur at a > 59-fold higher frequency than somatic mutations and generate substantially more immunogenic peptides with broader patient applicability (50.94% vs 4.40% population coverage). Focusing on AS transcripts, our stringent selection pipeline identified 34 neoantigens, prioritizing strong immunogenicity for effective vaccine development. Proof-of-concept in vivo experiments demonstrated the efficacy of mRNA vaccines encoding these neoantigens, resulting in significant tumor regression and enhanced intra-tumor infiltration of neoantigen-reactive T cells. We also address the challenge of transporter-associated antigen processing (TAP) deficiency in HCC by proposing the use of TAP-independent AS-derived neoantigens to circumvent immune evasion. Our findings establish AS as a promising source of neoantigens for off-the-shelf mRNA vaccines in HCC and underscore the need to overcome antigen-presentation barriers for effective immunotherapy.