Frontiers in Immunology (Jan 2022)

Metabolic and Immune Markers for Precise Monitoring of COVID-19 Severity and Treatment

  • André F. Rendeiro,
  • André F. Rendeiro,
  • Charles Kyriakos Vorkas,
  • Jan Krumsiek,
  • Jan Krumsiek,
  • Harjot K. Singh,
  • Shashi N. Kapadia,
  • Luca Vincenzo Cappelli,
  • Maria Teresa Cacciapuoti,
  • Giorgio Inghirami,
  • Olivier Elemento,
  • Olivier Elemento,
  • Mirella Salvatore,
  • Mirella Salvatore

DOI
https://doi.org/10.3389/fimmu.2021.809937
Journal volume & issue
Vol. 12

Abstract

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Deep understanding of the SARS-CoV-2 effects on host molecular pathways is paramount for the discovery of early biomarkers of outcome of coronavirus disease 2019 (COVID-19) and the identification of novel therapeutic targets. In that light, we generated metabolomic data from COVID-19 patient blood using high-throughput targeted nuclear magnetic resonance (NMR) spectroscopy and high-dimensional flow cytometry. We find considerable changes in serum metabolome composition of COVID-19 patients associated with disease severity, and response to tocilizumab treatment. We built a clinically annotated, biologically-interpretable space for precise time-resolved disease monitoring and characterize the temporal dynamics of metabolomic change along the clinical course of COVID-19 patients and in response to therapy. Finally, we leverage joint immuno-metabolic measurements to provide a novel approach for patient stratification and early prediction of severe disease. Our results show that high-dimensional metabolomic and joint immune-metabolic readouts provide rich information content for elucidation of the host’s response to infection and empower discovery of novel metabolic-driven therapies, as well as precise and efficient clinical action.

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