Integrated systems vaccinology reveals distinct metabolic responses to SARS-CoV-2 infection and DNA-based vaccines in ferrets

Understanding how infection and vaccination reshape systemic metabolism is key to defining protective immunity against SARS-CoV-2. Using a ferret model, we performed untargeted serum metabolomics in two experimental settings: SARS-CoV-2 infection alone, and vaccination followed by viral challenge. Ferrets were immunized with four vaccines: a multigenic DNA-construct encoding receptor-binding domain, membrane, and nucleoprotein (OC2); a nucleoprotein-only DNA vaccine (OC12); a recombinant spike protein with QS-21 adjuvant (S+QS21); or a control hepatitis-B/D DNA vaccine (Hep-B/D). SARS-CoV-2 infection induced distinct systemic changes, including reduced lipid remodeling and enrichment of amino acid, carbohydrate, and energy pathways (notably glutathione and methionine-cysteine metabolism and the tricarboxylic acid cycle). Vaccination induced broader, immunogen-specific metabolic remodeling. Post-vaccination, S+QS21 triggered extensive early alterations, mainly suppressing lipid and amino acid pathways. In contrast, OC2 produced balanced remodeling across amino acid, lipid, nucleotide, and glutathione-related metabolism, with temporally consistent shifts. Following viral challenge, OC2 maintained sustained remodeling with enrichment of redox-associated metabolites, including γ-glutamyl amino acids and acylcarnitines, coinciding with anti-spike and anti-nucleoprotein IgG responses and complete viral clearance. OC12 elicited strong anti-nucleoprotein antibodies but limited remodeling and incomplete protection, while S+QS21 showed moderate post-challenge responses with partial clearance. Hep-B/D induced minimal changes and no protection. These findings show vaccination induces immunogen-specific metabolic programs, with OC2 eliciting the broadest remodeling linked to protective immunity. To our knowledge, this is the first demonstration that DNA-based multigenic SARS-CoV-2 vaccination induces systemic metabolic reprogramming in ferrets, linking remodeling to antibody responses and viral clearance. Metabolomics informs host-vaccine interactions within a systems vaccinology framework.

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Journal
Biomedicine & Pharmacotherapy
Published
2025-12-01
DOI
https://doi.org/10.1016/j.biopha.2025.118858
Primary Topic
SARS-CoV-2 and COVID-19 Research
Type
article
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article

Integrated systems vaccinology reveals distinct metabolic responses to SARS-CoV-2 infection and DNA-based vaccines in ferrets

Gustaf Ahlén, Jingyi Yan, Alì Mirazimi, Soham Gupta et al.
Biomedicine & Pharmacotherapy
SARS-CoV-2 and COVID-19 Research
article

Integrated systems vaccinology reveals distinct metabolic responses to SARS-CoV-2 infection and DNA-based vaccines in ferrets

Gustaf Ahlén, Jingyi Yan, Alì Mirazimi, Soham Gupta, Flora Mikaeloff, Ujjwal Neogi, Matti Sällberg, Chandrashekar Bangalore Revanna, Sofia Appelberg, Negin Nikouyan, Sefanit Rezene, Anoop T. Ambikan
article en

Abstract

Understanding how infection and vaccination reshape systemic metabolism is key to defining protective immunity against SARS-CoV-2. Using a ferret model, we performed untargeted serum metabolomics in two experimental settings: SARS-CoV-2 infection alone, and vaccination followed by viral challenge. Ferrets were immunized with four vaccines: a multigenic DNA-construct encoding receptor-binding domain, membrane, and nucleoprotein (OC2); a nucleoprotein-only DNA vaccine (OC12); a recombinant spike protein with QS-21 adjuvant (S+QS21); or a control hepatitis-B/D DNA vaccine (Hep-B/D). SARS-CoV-2 infection induced distinct systemic changes, including reduced lipid remodeling and enrichment of amino acid, carbohydrate, and energy pathways (notably glutathione and methionine-cysteine metabolism and the tricarboxylic acid cycle). Vaccination induced broader, immunogen-specific metabolic remodeling. Post-vaccination, S+QS21 triggered extensive early alterations, mainly suppressing lipid and amino acid pathways. In contrast, OC2 produced balanced remodeling across amino acid, lipid, nucleotide, and glutathione-related metabolism, with temporally consistent shifts. Following viral challenge, OC2 maintained sustained remodeling with enrichment of redox-associated metabolites, including γ-glutamyl amino acids and acylcarnitines, coinciding with anti-spike and anti-nucleoprotein IgG responses and complete viral clearance. OC12 elicited strong anti-nucleoprotein antibodies but limited remodeling and incomplete protection, while S+QS21 showed moderate post-challenge responses with partial clearance. Hep-B/D induced minimal changes and no protection. These findings show vaccination induces immunogen-specific metabolic programs, with OC2 eliciting the broadest remodeling linked to protective immunity. To our knowledge, this is the first demonstration that DNA-based multigenic SARS-CoV-2 vaccination induces systemic metabolic reprogramming in ferrets, linking remodeling to antibody responses and viral clearance. Metabolomics informs host-vaccine interactions within a systems vaccinology framework.

Biomedicine & PharmacotherapyVol. 193
Public Health Agency of Sweden (SE), Karolinska Institutet (SE)
Openalex Percentile: Top 55%
SARS-CoV-2 and COVID-19 Research
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