Articles producció científicaEnginyeria Informàtica i Matemàtiques

Genotype networks drive oscillating endemicity and epidemic trajectories in viral evolution

  • Identification data

    Identifier:  imarina:9475727
    Authors:  Lamata-Otin, Santiago; Rotita-Ion, Octavian C; Arenas, Alex; Soriano-Panos, David; Gomez-Gardenes, Jesus
    Abstract:
    Rapidly evolving viruses use antigenic drift as a key mechanism to evade host immunity and persist in real populations. While traditional models of antigenic drift and epidemic spread rely on low-dimensional antigenic spaces, genomic surveillance data reveal that viral evolution produces complex antigenic genotype networks with hierarchical modular structures. In this study, we present an eco-evolutionary framework in which viral evolution and population immunity dynamics are shaped by the structure of antigenic genotype networks. Using synthetic networks, we demonstrate that network topology alone can drive transitions between stable endemic states and recurrent seasonal epidemics. Furthermore, our results show how the integration of the genotype network of the H3N2 influenza in our model allows for estimating the emergence times of various haplotypes resulting from its evolution. Our findings underscore the critical role of the topology of genotype networks in shaping epidemic behavior and, besides, provide a robust framework for integrating real-world genomic data into predictive epidemic models.
  • Others:

    Link to the original source: https://www.nature.com/articles/s42005-025-02406-5
    APA: Lamata-Otin, Santiago; Rotita-Ion, Octavian C; Arenas, Alex; Soriano-Panos, David; Gomez-Gardenes, Jesus (2025). Genotype networks drive oscillating endemicity and epidemic trajectories in viral evolution. Communications Physics, 8(1), 502-. DOI: 10.1038/s42005-025-02406-5
    Paper original source: Communications Physics. 8 (1): 502-
    Article's DOI: 10.1038/s42005-025-02406-5
    Journal publication year: 2025-11-19
    Entity: Universitat Rovira i Virgili
    Paper version: info:eu-repo/semantics/publishedVersion
    Record's date: 2026-02-13
    URV's Author/s: Arenas Moreno, Alejandro
    Department: Enginyeria Informàtica i Matemàtiques
    Licence document URL: https://repositori.urv.cat/ca/proteccio-de-dades/
    Publication Type: Journal Publications
    Author, as appears in the article.: Lamata-Otin, Santiago; Rotita-Ion, Octavian C; Arenas, Alex; Soriano-Panos, David; Gomez-Gardenes, Jesus
    licence for use: https://creativecommons.org/licenses/by/3.0/es/
    Thematic Areas: Physics, multidisciplinary, Physics and astronomy (miscellaneous), Physics and astronomy (all), General physics and astronomy, Ciencias sociales
    Author's mail: alexandre.arenas@urv.cat
  • Keywords:

    Viruses
    Virus
    Traditional models
    Synthetic networks
    Surveillance data
    Outbreaks
    Network topology
    Network drives
    Mutation-rates
    Modular structures
    Models
    Low dimensional
    Influenza-a
    Genomics
    Genes
    Evolutionary framework
    Escape
    Epidemic spread
    Emergence
    Ecology
    Dynamics
    Disease control
    Computer viruses
    Antigens
    Antigenics
    Physics and Astronomy (Miscellaneous)
    Physics
    Multidisciplinary
    Physics and astronomy (all)
    General physics and astronomy
    Ciencias sociales
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