# Integrated reiterative pipeline for rapid epitope-based pan-alphavirus vaccines

**Authors:** Alice F. Versiani, Peter McCaffrey, Helder V. Ribeiro-Filho, Natalia I. O. Silva, Paulo S. Lopes-de-Oliveira, Jean-Paul Carrera, Mauricio L. Nogueira, Rafael E. Marques, Shannan L. Rossi, Nikos Vasilakis

PMC · DOI: 10.1126/sciadv.aeb2066 · 2026-03-11

## TL;DR

A new pipeline for designing vaccines against multiple alphaviruses uses machine learning and experimental validation to identify effective T cell epitopes.

## Contribution

The novel pipeline integrates epitope prediction, protein modeling, and experimental validation to rapidly design multitarget vaccines.

## Key findings

- T cell epitopes were validated using peptide microarrays and molecular dynamics simulations.
- Murine and human T cells showed robust activation and cytokine secretion in response to prioritized epitopes.
- Composite immunogenicity scores enabled the selection of final vaccine candidates.

## Abstract

The vast diversity of the virosphere underscores the need for rapid, adaptable vaccine development infrastructures. Arthropod-borne zoonotic alphaviruses, in particular, continue to pose substantial threats to human and animal health. We present a fast, multitarget vaccine design pipeline integrating machine learning–based epitope prediction, protein modeling, and docking to prioritize viral peptides by immunogenicity, allele coverage, solubility, and stability. T cell epitopes were validated using peptide microarrays and molecular dynamics simulations, confirming receptor binding accuracy. Flow cytometry of murine and human peripheral blood mononuclear cells demonstrated robust T cell activation and cytokine secretion (IFN-γ, TNF-α, or IL-2), dependent on species and HLA allele. Final candidates were selected by composite immunogenicity scores. While this study primarily validates the T cell–specific arm of our predictive pipeline, complementary B cell epitope analyses are ongoing. Our findings support the development of broadly protective pan-alphaviral vaccines and the establishment of efficient, tunable processes for global vaccine development.

A computational, in vitro, and ex vivo pipeline enabling sustainable efficiency from viral proteome to vaccine payload.

## Linked entities

- **Species:** Mus musculus (taxon 10090), Homo sapiens (taxon 9606)

## Full-text entities

- **Genes:** CD8A (CD8 subunit alpha) [NCBI Gene 925] {aka CD8, CD8alpha, IMD116, Leu2, p32}, CSF2 (colony stimulating factor 2) [NCBI Gene 1437] {aka CSF, GMCSF}, TNFRSF4 (TNF receptor superfamily member 4) [NCBI Gene 7293] {aka ACT35, CD134, IMD16, OX40, TXGP1L}, CD28 (CD28 molecule) [NCBI Gene 940] {aka IMD123, Tp44}, Tnf (tumor necrosis factor) [NCBI Gene 21926] {aka DIF, TNF-a, TNF-alpha, TNFSF2, TNFalpha, Tnfa}, VPS18 (VPS18 core subunit of CORVET and HOPS complexes) [NCBI Gene 57617] {aka PEP3}, Il2 (interleukin 2) [NCBI Gene 16183] {aka Il-2}, IFNG (interferon gamma) [NCBI Gene 3458] {aka IFG, IFI, IMD69}, CD40LG (CD40 ligand) [NCBI Gene 959] {aka CD154, CD40L, HIGM1, IGM, IMD3, T-BAM}, Cd5 (CD5 antigen) [NCBI Gene 12507] {aka Ly-1, Ly-12, Ly-A, Lyt-1}, ITGA4 (integrin subunit alpha 4) [NCBI Gene 3676] {aka CD49D, IA4}, TNFRSF1A (TNF receptor superfamily member 1A) [NCBI Gene 7132] {aka CD120a, FPF, TBP1, TNF-R, TNF-R-I, TNF-R55}, HLA-A (major histocompatibility complex, class I, A) [NCBI Gene 3105] {aka HLAA}, FLT3LG (fms related receptor tyrosine kinase 3 ligand) [NCBI Gene 2323] {aka FL, FLG3L, FLT3L, IMD125}, IL4 (interleukin 4) [NCBI Gene 3565] {aka BCGF-1, BCGF1, BSF-1, BSF1, IL-4}, IL7 (interleukin 7) [NCBI Gene 3574] {aka IL-7, IMD130}, Tnfrsf4 (tumor necrosis factor receptor superfamily, member 4) [NCBI Gene 22163] {aka ACT35, CD134, Ly-70, Ox40, TXGP1L, Txgp1}, CD4 (CD4 molecule) [NCBI Gene 920] {aka CD4mut, IMD79, Leu-3, OKT4D, T4}, IL2 (interleukin 2) [NCBI Gene 3558] {aka IL-2, TCGF, lymphokine}, AP2B1 (adaptor related protein complex 2 subunit beta 1) [NCBI Gene 163] {aka ADTB2, AP105B, AP2-BETA, CLAPB1}, Cd69 (CD69 antigen) [NCBI Gene 12515] {aka 5830438K24Rik, AIM, VEA}, HLA-C (major histocompatibility complex, class I, C) [NCBI Gene 3107] {aka D6S204, HLA-JY3, HLAC, HLC-C, MHC, PSORS1}, APC (APC regulator of Wnt signaling pathway) [NCBI Gene 324] {aka BTPS2, DESMD, DP2, DP2.5, DP3, GS}, IL1B (interleukin 1 beta) [NCBI Gene 3553] {aka IL-1, IL1-BETA, IL1F2, IL1beta}, HLA-DRA (major histocompatibility complex, class II, DR alpha) [NCBI Gene 3122] {aka HLA-DRA1}, TRAJ60 (T cell receptor alpha joining 60 (pseudogene)) [NCBI Gene 28695] {aka TCRA}, TNF (tumor necrosis factor) [NCBI Gene 7124] {aka DIF, IMD127, TNF-alpha, TNFA, TNFSF2, TNLG1F}, IL2RA (interleukin 2 receptor subunit alpha) [NCBI Gene 3559] {aka CD25, IDDM10, IL2R, IMD41, TCGFR, p55}, TRBV20OR9-2 (T cell receptor beta variable 20/OR9-2 (non-functional)) [NCBI Gene 6962] {aka CDR3, TCRBV20S2, TCRBV2O, TCRBV2S2O}, VPS11 (VPS11 core subunit of CORVET and HOPS complexes) [NCBI Gene 55823] {aka DYT32, END1, HLD12, HLD12; DYT32, PEP5, RNF108}, LAMP1 (lysosome associated membrane protein 1) [NCBI Gene 3916] {aka CD107a, LAMPA, LGP120}, Cd4 (CD4 antigen) [NCBI Gene 12504] {aka L3T4, Ly-4}, PROC (protein C, inactivator of coagulation factors Va and VIIIa) [NCBI Gene 5624] {aka APC, PC, PROC1, THPH3, THPH4}, HLA-DRB1 (major histocompatibility complex, class II, DR beta 1) [NCBI Gene 3123] {aka DRB1, HLA-DR1B, HLA-DRB, SS1}, MOG (myelin oligodendrocyte glycoprotein) [NCBI Gene 4340] {aka BTN6, BTNL11, MOGIG2, NRCLP7}, Il2ra (interleukin 2 receptor, alpha chain) [NCBI Gene 16184] {aka CD25, Il2r, Ly-43}, Ifng (interferon gamma) [NCBI Gene 15978] {aka IFN-g, If2f, Ifg}, TNFRSF9 (TNF receptor superfamily member 9) [NCBI Gene 3604] {aka 4-1BB, CD137, CDw137, ILA, IMD109}, IL15 (interleukin 15) [NCBI Gene 3600] {aka IL-15}
- **Diseases:** infected (MESH:D007239), cytotoxicity (MESH:D064420), Salmon Pancreas Disease virus (MESH:D014777), Venezuelan equine encephalitis (MESH:D004685), Western equine encephalitis (MESH:D020241), BSEI (MESH:D045169), infectious disease (MESH:D003141), inflammatory musculoskeletal and joint-associated diseases (MESH:D009140), CHIKV (MESH:D065632), chronic pain (MESH:D059350), tuberculosis (MESH:D014376), arbovirus (MESH:D001102), influenza (MESH:D007251), neurological manifestations (MESH:D009461), Encephalitic (MESH:D010301), viremia (MESH:D014766)
- **Chemicals:** Cl- (MESH:D002713), phorbol ester (MESH:D010703), GolgiStop (-), sodium citrate (MESH:D000077559), ionomycin (MESH:D015759), Na+ (MESH:D012964), Hydrogen (MESH:D006859), Formalin (MESH:D005557), R848 (MESH:C402365), DMSO (MESH:D004121), CO2 (MESH:D002245), LPS (MESH:D008070), nitrogen (MESH:D009584), PMA (MESH:D013755), gold (MESH:D006046), NaCl (MESH:D012965), salt (MESH:D012492)
- **Species:** Kyzylagach virus (no rank) [taxon 48542], Babanki virus (no rank) [taxon 48540], Tonate virus (no rank) [taxon 60877], Adenoviridae (family) [taxon 10508], Homo sapiens (human, species) [taxon 9606], Highlands J virus (no rank) [taxon 11024], Aura virus (no rank) [taxon 44158], Mucambo virus (no rank) [taxon 60875], Tai Forest ebolavirus (no rank) [taxon 186541], Whataroa virus (no rank) [taxon 48543], Semliki Forest virus (no rank) [taxon 11033], Onyong-nyong virus (no rank) [taxon 2169701], Madariaga virus (no rank) [taxon 1440170], Chikungunya virus (no rank) [taxon 37124], Igbo Ora virus (no rank) [taxon 79899], Trocara virus (no rank) [taxon 135246], Rio Negro virus (no rank) [taxon 332097], Alphavirus (arboviruses group A, genus) [taxon 11019], Me Tri virus (no rank) [taxon 177899], Ross River virus (no rank) [taxon 11029], Eilat virus (no rank) [taxon 1231903], Sagiyama virus (no rank) [taxon 59303], Mus musculus (house mouse, species) [taxon 10090], Bijou Bridge virus (no rank) [taxon 60878], Getah virus (no rank) [taxon 59300], Sindbis virus (no rank) [taxon 11034], hepatitis C virus [taxon 11103], Zika virus (no rank) [taxon 64320], Buggy Creek virus (no rank) [taxon 48541], Venezuelan equine encephalitis virus (no rank) [taxon 11036], Cabassou virus (no rank) [taxon 60879], Everglades virus (no rank) [taxon 2083198], Pixuna virus (no rank) [taxon 60876], Caaingua virus (no rank) [taxon 2499242], Mayaro virus (no rank) [taxon 59301], Leishmania sp. (species) [taxon 28847], Marburg virus [taxon 186537], Fort Morgan virus (no rank) [taxon 48544], Una virus (no rank) [taxon 59304], Bebaru virus (no rank) [taxon 59305], Severe acute respiratory syndrome coronavirus 2 (no rank) [taxon 2697049]

## Figures

6 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12978219/full.md

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Source: https://tomesphere.com/paper/PMC12978219