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

Front Immunol. 2022 Jan 12:12:809937. doi: 10.3389/fimmu.2021.809937. eCollection 2021.

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.

Keywords: COVID-19; immunology; infection biology; metabolism; precision medicine.

Publication types

  • Research Support, N.I.H., Extramural
  • Research Support, Non-U.S. Gov't

MeSH terms

  • Adult
  • Aged
  • Biochemical Phenomena / immunology
  • Biomarkers / blood
  • Biomarkers / metabolism*
  • COVID-19 / blood
  • COVID-19 / immunology*
  • COVID-19 / metabolism*
  • Female
  • Humans
  • Male
  • Metabolome / immunology*
  • Metabolomics / methods
  • Middle Aged
  • SARS-CoV-2 / immunology*

Substances

  • Biomarkers