Function-preserving CD8⁺ T Cell Immunogenicity minimization through protein design

Rapid advances in protein design enable new approaches in adoptive cell therapy, but foreign proteins can elicit cytotoxic T cell responses, and hence there is considerable need for approaches which reduce immunogenicity without compromising protein function. Here, we develop a computational framework integrating structure-guided sequence design with MHC class I epitope prediction to efficiently tune protein immunogenicity while preserving function. Using a de novo-designed luciferase as a model, we demonstrate epitope elimination while preserving function across 5 common mouse alleles and extend our computational optimization to 25 common human MHC-I alleles. In mice immunized with mRNA-lipid nanoparticles, variants designed to have few MHC-I epitopes elicited little detectable CD8⁺ T cell response, whereas variants designed to include multiple epitopes induced robust responses. Together, these results demonstrate that the CD8⁺ T cell immunogenicity of designed proteins can be tuned while preserving function, opening the door to incorporation of designed proteins in a next generation of adoptive cell therapies.

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Publication Details

Journal
bioRxiv (Cold Spring Harbor Laboratory)
Published
2026-10-27
DOI
https://doi.org/10.64898/2026.10.24.761497
Primary Topic
vaccines and immunoinformatics approaches
Type
preprint

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preprint

Function-preserving CD8⁺ T Cell Immunogenicity minimization through protein design

Bingxu Liu, Tianyang Mao, Nir Hacohen, David A. Baker et al.
1 links
bioRxiv (Cold Spring Harbor Laboratory)
vaccines and immunoinformatics approaches
preprint

Function-preserving CD8⁺ T Cell Immunogenicity minimization through protein design

Bingxu Liu, Tianyang Mao, Nir Hacohen, David A. Baker, Oliver Morell, Max H. Witwer
preprint en

Abstract

Rapid advances in protein design enable new approaches in adoptive cell therapy, but foreign proteins can elicit cytotoxic T cell responses, and hence there is considerable need for approaches which reduce immunogenicity without compromising protein function. Here, we develop a computational framework integrating structure-guided sequence design with MHC class I epitope prediction to efficiently tune protein immunogenicity while preserving function. Using a de novo-designed luciferase as a model, we demonstrate epitope elimination while preserving function across 5 common mouse alleles and extend our computational optimization to 25 common human MHC-I alleles. In mice immunized with mRNA-lipid nanoparticles, variants designed to have few MHC-I epitopes elicited little detectable CD8⁺ T cell response, whereas variants designed to include multiple epitopes induced robust responses. Together, these results demonstrate that the CD8⁺ T cell immunogenicity of designed proteins can be tuned while preserving function, opening the door to incorporation of designed proteins in a next generation of adoptive cell therapies.

bioRxiv (Cold Spring Harbor Laboratory)
Broad Institute (US), University of Washington (US)
U.S. Department of Defense, Howard Hughes Medical Institute, Jane Coffin Childs Memorial Fund for Medical Research, Mark Foundation For Cancer Research, Cancer Research UK, National Cancer Institute
Good health and well-being
vaccines and immunoinformatics approaches
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Function-preserving CD8⁺ T Cell Immunogenicity minimization through protein design — Bingxu Liu, Tianyang Mao, et al. · bioRxiv (Cold Spring Harbor Laboratory) (2026) | TGRS Research Map | TGRS