Title | Metabolic and Immune Markers for Precise Monitoring of COVID-19 Severity and Treatment. |
Publication Type | Journal Article |
Year of Publication | 2021 |
Authors | Rendeiro AF, Vorkas CKyriakos, Krumsiek J, Singh HK, Kapadia SN, Cappelli LVincenzo, Cacciapuoti MTeresa, Inghirami G, Elemento O, Salvatore M |
Journal | Front Immunol |
Volume | 12 |
Pagination | 809937 |
Date Published | 2021 |
ISSN | 1664-3224 |
Keywords | Adult, Aged, Biochemical Phenomena, Biomarkers, COVID-19, Female, Humans, Male, Metabolome, Metabolomics, Middle Aged, SARS-CoV-2 |
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. |
DOI | 10.3389/fimmu.2021.809937 |
Alternate Journal | Front Immunol |
PubMed ID | 35095900 |
PubMed Central ID | PMC8790058 |
Grant List | T32 CA203702 / CA / NCI NIH HHS / United States K08 AI132739 / AI / NIAID NIH HHS / United States UL1 TR002384 / TR / NCATS NIH HHS / United States R01 CA194547 / CA / NCI NIH HHS / United States |