ORIGINAL RESEARCH article

Front. Immunol.

Sec. Microbial Immunology

Imbalanced immune cell network and suboptimal cell activation: signatures associated with disease severity in vaccine-naïve COVID-19 patients

  • 1. Instituto Nacional de Enfermedades Respiratorias, Mexico City, Mexico

  • 2. Emory University School of Medicine, Atlanta, United States

  • 3. National Institute of Respiratory Diseases-Mexico (INER), Mexico City, Mexico

The final, formatted version of the article will be published soon.

Abstract

Background: COVID-19 vaccination has significantly reduced mortality and morbidity. Recent studies in unvaccinated people indicate a more complex immune response beyond just the cytokine storm. Understanding changes in the immune cell network is crucial for identifying vaccine-independent immune imbalances, especially in vaccine-naïve patients needing invasive mechanical ventilation (IMV). This knowledge could help improve vaccine development and find biomarkers linked to severe COVID-19. Methods: Peripheral blood immune cells from vaccine-naïve COVID-19 patients from the first pandemic wave were classified into those who required IMV and those who did not (No-IMV). High-dimensional immune phenotyping was performed using multiparametric flow cytometry combined with FlowSOM clustering and UMAP for dimensionality reduction. Additionally, T-cell activation efficiency after polyclonal stimulation was evaluated in vitro. Results: IMV patients, but not No-IMV, exhibited a marked disruption of immune cell networks, characterized by a loss of immune checkpoint (IC)-expressing T-cell subsets, particularly PD-1-and LAG-3-expressing T cells. Conversely, there was an increase in the frequency of T cells co-This is a provisional file, not the final typeset article expressing molecules linked to inflammatory pathways (TNF/TNFR) and cell death (CD95L). These changes were also associated with reduced CD8⁺ T-cell activation capacity and the rise of nonconventional cytotoxic CD4⁺ T-cell subsets. In the B-cell compartment, IMV patients displayed depletion of CCR7+ subsets and decreased PD-1 expression. Additionally, higher frequencies of NK and NKT cells expressing TNF pathway-related molecules were observed. While classical monocyte subsets expressing ICs such as PD-L1, PD-L2, and TIM-3 remained stable, non-classical monocyte subsets showed altered IC expression. In contrast, No-IMV patients maintained a relatively balanced immune architecture. Conclusions: Vaccine-naïve COVID-19 patients requiring IMV display an immune landscape distinct from that of No-IMV patients. IMV exhibits a profound imbalance in innate and adaptive immune cell networks, characterized by inflammatory skewing, loss of regulatory subsets, and impaired cytotoxic T-cell functionality, features not observed in No-IMV. These findings reveal coordinated immune alterations beyond cytokine hyperinflammation and identify cellular immune signatures associated with severe COVID-19.

Summary

Keywords

Cell activation, COVID-19, immune cells, severity, vaccine-naïve

Received

22 January 2026

Accepted

19 February 2026

Copyright

© 2026 Ocaña Guzmán, Piten-Isidro, Flores González, Ramón-Luing, Del Rio Estrada, Falfán-Valencia, Pérez-Rubio, Buendia-Roldan, Selman and Chavez-Galan. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

*Correspondence: Leslie Chavez-Galan

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