Medicine

Cytokine storm dynamics in hantavirus pulmonary syndrome: a multiscale ODE model with Wasserstein early-warning score and application to the 2026 Andes virus outbreak

⚠️ Preprint – Noch nicht peer-reviewed

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Background. The ongoing Andes hantavirus outbreak linked to the cruise ship MV Hondius (April-May 2026, seven confirmed cases, three deaths, patients hospitalised across six countries including France) highlights the urgent need for mechanistic tools to predict which hantavirus pulmonary syndrome (HPS) patients will progress to fatal cytokine storm. Methods. We present a 14-variable antigen-gated ordinary differential equation (ODE) model integrating viral dynamics, CD8+ cytotoxic T lymphocyte (CTL) expansion, four cytokines (TNF-alpha, IFN-gamma, IL-6, IL-10), VEGF-mediated vascular permeability, and platelets. We derive two reproduction numbers: the viral invasion number R0 and the immunopathological loop gain Rip. We apply Villani’s hypocoercivity theory and the HWI optimal transport inequality to prove that the spectral gap of the CTL-IFN-gamma feedback loop collapses to zero at a critical infected endothelial cell count Ic*, providing a computable early-warning threshold. We define a Wasserstein patient stratification score from six clinically observable variables. Results. At default parameters (R0 = 0.396, Rip = 1.875): (1) the disease-free equilibrium is locally asymptotically stable – the virus self-limits – but the CTL-IFN-gamma loop has sufficient gain to amplify autonomously once established; (2) the storm-block spectral gap collapses exactly to zero at Ic* = 2.23 cells/uL, a threshold attained within hours of infection onset, confirming that immunopathological amplification is essentially unavoidable; (3) the Wasserstein score rises 1-2 days before vascular permeability reaches clinical threshold, providing an early-warning window; (4) exogenous IL-10 supplementation is the single most effective intervention (predicted 40% reduction in peak permeability), outperforming corticosteroid immunosuppression and ECMO; the combination of all three applied at day 7 reduces peak permeability below the fatal threshold. Conclusions. This framework predicts that HPS cytokine storm is a structural consequence of Rip > 1 rather than excessive viral load, explaining death after viral clearance. For clinicians managing MV Hondius Andes virus patients, the model identifies a six-variable triage score and a day-7 IL-10-centred therapeutic window as the highest-priority clinical targets. A live simulator and bedside triage tool are available at xvirus.org.

Source: Cytokine storm dynamics in hantavirus pulmonary syndrome: a multiscale ODE model with Wasserstein early-warning score and application to the 2026 Andes virus outbreak