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

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

Research output: Contribution to journalArticlepeer-review

16 Scopus citations

Abstract

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.

Original languageEnglish
Article number809937
JournalFrontiers in Immunology
Volume12
DOIs
StatePublished - Jan 12 2022

Keywords

  • COVID-19
  • immunology
  • infection biology
  • metabolism
  • precision medicine

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