Implicit representation of viruses fails to capture impacts of virus-induced mortality in global marine ecosystem models
David TalmyiD, Eric A. CarriD, Paul FrémontiD, David DemoryiD, Christopher L. FollettiD, Oliver JahniD, Daniel MuratoreiD, Stephen J. BeckettiD, Debbie LindelliD, Joshua S. WeitziD, Stephanie DutkiewicziD
Abstract
Virus-induced mortality influences plankton biogeography, community structure, and ocean elemental cycles. However, quantification of virus-induced impacts remains challenging and often limited in scope. An alternative to explicit inclusion of viral dynamics in biogeochemical models is to represent viral effects implicitly, by assuming that mortality increases quadratically with cell or biomass density. Using 1D and 3D configurations of a nutrient-phytoplankton-zooplankton-virus-detritus (NPZVD) model, we ask whether the implicit quadratic mortality assumption captures patterns of virus-induced mortality, and its impact on biomass and primary production. The 1D water-column configuration shows that, at the onset of the spring bloom, the quadratic, implicit representation imposes viral losses on phytoplankton density instantaneously, which limits spring bloom formation. This is in contrast to the explicit representation, which allows initial bloom formation to proceed unhampered initially, but imposes a far stronger viral mortality later in the year driven by high rates of host-virus contact due to high phytoplankton and viral densities that take time to accumulate. By comparison to the implicit model, explicit resolution of viruses within the 3D global model shows strong potential for viruses to prematurely terminate phytoplankton blooms. Biogeochemical models would therefore benefit from explicit representation of viral infection insofar as models can be developed that adequately recapitulate in situ observations. Key PointsO_LIGlobal model reveals significant spatial heterogeneity arising from explicit, rather than implicit, representation of viruses C_LIO_LIImplicit representation of viral dynamics fails to capture the potential for viruses to terminate phytoplankton blooms C_LIO_LIBiogeochemical models require explicit representation of viruses to adequately simulate their effect on marine systems C_LI
02 /Specification & Classification
Click any tag to browse matching papers- Citations
- 0
- Research Focus
- Approach
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Viral impacts on plankton standing stocks, primary productivity, and biogeochemistry in a model ocean
Paul Frémont, Stephen J. Beckett, … Stephanie Dutkiewicz·bioRxiv·May 29, 2026
- Viral infection switches the balance between bacterial and eukaryotic recyclers of organic matter during algal blooms
F. Vincent, M. Gralka, … A. Vardi·bioRxiv·Oct 25, 2021
- Coexistence of Photosynthetic Marine Microorganisms, Viruses, and Grazers: Toward Integration in Ocean Ecosystem Models
Paul Frémont, Stephen J. Beckett, … Joshua S. Weitz·Environmental MicrobiologyPeer-reviewed·Apr 1, 2026
- A thermal trade-off between viral production and degradation drives phytoplankton-virus population dynamics
D. Demory, J. Weitz, … O. Bernard·bioRxiv·Aug 18, 2020
- Taxonomic difference in marine bloom-forming phytoplanktonic species affects dynamics of both bloom-responding prokaryotes and prokaryotic viruses
H. Takebe, K. Tominaga, … T. Yoshida·mSystemsPeer-reviewed·Apr 16, 2024
- Virus-grazer interplay enhances virus production, particle aggregation, and trophic efficiency during infection of Prochlorococcus
Debbie Lindell, Michael C G Carlson, … David A. Caron·bioRxiv·Jun 11, 2026