Kai Zhang, Gangao Wang, Tingting Liu, Min Li, Longfei Ding, Yanqi Zhao, Jianqing Xu, Honglin Li, Jianhua Sun, Xinxin Zhang, Jing Chen, Guangyu Zhao, Xingchao Geng, Yiru Long, Likun Gong. 2026. AI-aided design of multi-epitope peptide vaccine elicits cellular and humoral immunity to broad Omicron subvariants. Zoological Research. DOI: 10.24272/j.issn.2095-8137.2025.469
Citation: Kai Zhang, Gangao Wang, Tingting Liu, Min Li, Longfei Ding, Yanqi Zhao, Jianqing Xu, Honglin Li, Jianhua Sun, Xinxin Zhang, Jing Chen, Guangyu Zhao, Xingchao Geng, Yiru Long, Likun Gong. 2026. AI-aided design of multi-epitope peptide vaccine elicits cellular and humoral immunity to broad Omicron subvariants. Zoological Research. DOI: 10.24272/j.issn.2095-8137.2025.469

AI-aided design of multi-epitope peptide vaccine elicits cellular and humoral immunity to broad Omicron subvariants

  • Peptide vaccines offer a flexible, rapidly updatable platform for responding to SARS-CoV-2 antigenic drift. However, many candidates target a single epitope class, predominantly CD4+/CD8+ T-cell or short linear B-cell epitopes, limiting their capacity to induce both high-titer neutralizing antibodies and robust T cell immunity. Here, to elicit potent humoral and cellular responses, we applied AI-aided epitope prediction tools to analyze 18 Omicron subvariants and designed two candidate peptides from the RBD of XBB.1.5, named LY54-XBB (L455-Y508) and P67-XBB (Y351-K378). In silico TCR-pMHC binding analysis and structural modeling validated that both peptides engage T-cell epitopes. The immunogenicity of the two peptide nanoemulsions was validated in murine and NHP models. Mixed vaccination elicited RBD-binding, ACE2-blocking, and pseudovirus-neutralizing antibody responses, together with a Th1-biased cross-reactive cellular immune response and no observable adverse reactions. Crucially, mixed vaccination protected the lungs of HLA-A2/DR1-hACE2 transgenic mice from the SARS-CoV-2 BA.5 variant challenge. Meanwhile, ex vivo stimulation of hPBMCs from COVID-19 convalescent plasma donors confirmed that both peptides elicit antigen-specific CD4+ and CD8+ T cell responses, validating the inclusion of effective T-cell epitopes. These complementary peptides, supported by both experimental and computational validation, represent promising, rapidly updatable booster candidates. Our epitope-based pipeline offers a generalizable framework for vaccine design that may contribute to sustaining population immunity against SARS-CoV-2 and other antigenically diverse pathogens.
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