Streptococcal Infections and Treatments Open access

Genome-scale metabolic model atlas of the zoonotic pathogen Streptococcus suis

Karl Kochanowski, C LIU, Pau Obregón-Gutierrez, Gemma G. R. Murray and 11 more

bioRxiv (Cold Spring Harbor Laboratory) | Jun 19, 2026

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An atlas of over 3000 strain-specific and automatically curated genome-scale metabolic models that cover the breadth of pathogenic and commensal S. suis lineages is generated and a subset of 17 reactions, largely in nucleotide metabolism, are identified that are conditionally essential in vivo and may serve as new targets for the development of new antimicrobials or vaccines.

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Streptococcus suis is a Gram-positive bacterium with a dual role as a commensal member of the porcine nasal microbiota and a pathogen causing systemic disease in pigs and humans. Mounting evidence suggests that metabolism is a key driver of S. suis pathogenicity. Given the species' high genetic variability, we hypothesize that differences in metabolic networks could explain the diverse pathogenic phenotypes observed across different strains. To test this, we generated an atlas of over 3000 strain-specific and automatically curated genome-scale metabolic models that cover the breadth of pathogenic and commensal S. suis lineages. Using this model atlas, we performed the first species-level examination of metabolic traits in S. suis. Our simulations, supported by experimental validation, revealed three key insights. First, while metabolic traits are broadly conserved in S. suis, there are nevertheless lineage-dependent differences in amino acid auxotrophies and carbon utilization patterns that point towards distinct in vivo niches. Second, most strains are predicted to grow in different plausible in vivo environments regardless of their virulence phenotype, suggesting that metabolism is a weak barrier to systemic infection. Third, by systematically predicting reaction essentiality in more than 15 million reaction-strain-condition combinations, we identify a subset of 17 reactions, largely in nucleotide metabolism, that are conditionally essential in vivo and may serve as new targets for the development of new antimicrobials or vaccines. Overall, this study provides a valuable new resource for broadly examining S. suis metabolism and its role in pathogenicity.

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Authors

Researchers on this paper

Karl Kochanowski

first | Institute of Agrifood Research and Technology | ORCID 0000-0002-1884-7694

C LIU

middle | University of Cambridge

Pau Obregón-Gutierrez

middle | Institute of Agrifood Research and Technology | ORCID 0000-0002-6897-2792

Gemma G. R. Murray

middle | University College London | ORCID 0000-0002-9531-1711

Muriel Dresen

middle | University of Cambridge | ORCID 0000-0002-2239-4683

Ines Lefranc

middle | University of Cambridge

Heather Wells

middle | University of Cambridge

Ayelen Perez-Falcon

middle | Institute of Agrifood Research and Technology

John Munnoch

middle | University of Strathclyde | ORCID 0000-0002-9018-6026

Paul A. Hoskisson

middle | University of Strathclyde | ORCID 0000-0003-4332-1640

Daniel Machado

middle | Norwegian University of Science and Technology | ORCID 0000-0002-2063-5383

Alexander W. Tucker

middle | University of Cambridge | ORCID 0000-0003-0062-0843

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BibTeX

@article{Kochanowski2026Genome,
  title = {Genome-scale metabolic model atlas of the zoonotic pathogen Streptococcus suis},
  author = {Karl Kochanowski and C LIU and Pau Obregón-Gutierrez and Gemma G. R. Murray and Muriel Dresen and Ines Lefranc and Heather Wells and Ayelen Perez-Falcon and John Munnoch and Paul A. Hoskisson and Daniel Machado and Alexander W. Tucker and Florencia Correa‐Fiz and Virginia Aragón and Lucy A. Weinert},
  journal = {bioRxiv (Cold Spring Harbor Laboratory)},
  year = {2026},
  doi = {10.64898/2026.06.17.732996},
  url = {https://doi.org/10.64898/2026.06.17.732996}
}

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