Delayed type I interferon response and the subsequent out-of-sequence cytokine signal inhibit T cell induction in non-surviving Ebola virus-infected patientsZhao, Gang (Avtor) Korva, Miša (Avtor) Muñoz-Fontela, César (Avtor) Günther, Stephan (Avtor) Kerber, Romy (Avtor) Binder, Sebastian C. (Avtor) Meyer-Hermann, Michael (Avtor) Ebola viruscytokine dynamicsinnate adaptive immune crosstalkmachine learning - MLmathematical modelsequential cytokine signalingtype I interferonIntroduction: While there is evidence that Ebola virus (EBOV) antagonizes the antiviral type I interferon (IFN-I) response, the role of IFN-I for EBOV disease remains controversial, as initially protective responses may contribute to disease pathogenesis later. Methods: We analyzed patient data from the 2014-2016 West Africa epidemic with a combination of machine learning and mathematical modeling to identify predictive immune mediators and reconstruct their temporal dynamics in survivors and non-survivors. Results: Our results suggest that IFN-I response in survivors occurs before symptom onset, while non-survivors mount IFN-I responses 3-4 days later, although with a similar strength. This delayed IFN-I response overlaps in time with IL-12 signals in non-survivors. As optimal T cell activation requires a particular temporal sequence in cytokine signals, this impairs the development of T cell-based cellular immunity. Discussion: The presented patient data analysis helps reconcile the seemingly contradictory role of IFN-I in EBOV disease from a cytokine dynamics perspective and supports the theory of sequential T cell activation, according to which a dysregulated temporal sequence of cytokine signals keeps T cells unresponsive to the pathogen.20262026-06-07 06:14:43Članek v reviji183189UDK: 616-097ISSN pri članku: 1664-3224DOI: 10.3389/fimmu.2026.1806697COBISS_ID: 280576771sl