bioRxivBioinformaticsPreprint
Covering All Bases: A Computational Method to Design Broad-spectrum T-cell-inducing Vaccines Applied to Betacoronaviruses
Phil PalmeriD, Sofiya FedosyukiD, Srivatsan ParthasarathyiD, Jonathan A. HolbrookiD, Charlotte L. GeorgeiD, Laura O’Reilly, Lara WiegandiD, George CarnelliD, Jonathan Luke HeeneyiD, Sneha VishwanathiD
Abstract
Antigenically diverse pathogens, such as coronaviruses, pose substantial threats to global health. This highlights the need for effective broad-spectrum vaccines that elicit robust immune responses in a large proportion of the human population against a wide array of pathogen variants. Here, we introduce Spectravax, an AI-enabled computational method to design broad-spectrum vaccines that account for genetic diversity in both the host and pathogen populations. Using Spectravax, we designed a nucleocapsid (N) antigen to elicit cross-reactive immune responses to viruses from the Sarbecovirus and Merbecovirus subgenera of Betacoronaviruses. In silico analyses demonstrated superior predicted host and pathogen coverage for Spectravax compared to wild-type sequences and existing computational designs. Experimental validation in mice supported these predictions: Spectravax N elicited robust immune responses to SARS-CoV, SARS-CoV-2, and MERS-CoV--the three coronaviruses responsible for major outbreaks in humans since 2002--while wild-type and existing computational designs elicited limited responses. Furthermore, we were able to identify the MERS-CoV N epitopes responsible for Spectravaxs cross-reactivity. Thus, we advance the rational design of broad-spectrum vaccines for pandemic preparedness.
- organism: human
- assay: proteomics
- research focus: drug response / drug discovery
- research focus: software / tool
- research focus: benchmarking
- approach: deep learning
- approach: statistical model
- Citations
- 0
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