4.7 Article

Integrative Modeling of Plasma Metabolic and Lipoprotein Biomarkers of SARS-CoV-2 Infection in Spanish and Australian COVID-19 Patient Cohorts

期刊

JOURNAL OF PROTEOME RESEARCH
卷 20, 期 8, 页码 4139-4152

出版社

AMER CHEMICAL SOC
DOI: 10.1021/acs.jproteome.1c00458

关键词

COVID-19; SARS-CoV-2; NMR spectroscopy; plasma IVDr; metabolic phenotyping; diagnostic modeling; lipoproteins; phenoconversion; population cross-validation

资金

  1. Department of Industry, Tourism, and Trade of the Government of the Autonomous Community of the Basque Country
  2. Severo Ochoa Excellence A
  3. Spinnaker Health Research Foundation, WA.
  4. McCusker Foundation, WA
  5. Western Australian State Government
  6. MRFF
  7. UK MRC
  8. Department of Jobs, Tourism, Science, and Innovation, Government of Western Australian Premier's Fellowship
  9. ARC Laureate Fellowship

向作者/读者索取更多资源

This study utilized NMR technology to analyze plasma lipoprotein and metabolite profiles of COVID-19 patients in Spain and Australia, revealing high similarity in lipoproteins but minor differences in metabolites between the two cohorts. Significant infection-related reductions in specific lipoprotein subfractions associated with negative regulation of blood coagulation and fibrinolysis were observed, demonstrating the potential of NMR-based technologies in identifying biomarkers for COVID-19.
Quantitative plasma lipoprotein and metabolite profiles were measured on an autonomous community of the Basque Country (Spain) cohort consisting of hospitalized COVID-19 patients (n = 72) and a matched control group (n = 75) and a Western Australian (WA) cohort consisting of (n = 17) SARS-CoV-2 positives and (n = 20) healthy controls using 600 MHz H-1 nuclear magnetic resonance (NMR) spectroscopy. Spanish samples were measured in two laboratories using one-dimensional (1D) solvent-suppressed and T-2-filtered methods with in vitro diagnostic quantification of lipoproteins and metabolites. SARS-CoV-2 positive patients and healthy controls from both populations were modeled and cross-projected to estimate the biological similarities and validate biomarkers. Using the top 15 most discriminatory variables enabled construction of a cross-predictive model with 100% sensitivity and specificity (within populations) and 100% sensitivity and 82% specificity (between populations). Minor differences were observed between the control metabolic variables in the two cohorts, but the lipoproteins were virtually indistinguishable. We observed highly significant infection-related reductions in high-density lipoprotein (HDL) subfraction 4 phospholipids, apolipoproteins A1 and A2,that have previously been associated with negative regulation of blood coagulation and fibrinolysis. The Spanish and Australian diagnostic SARS-CoV-2 biomarkers were mathematically and biologically equivalent, demonstrating that NMR-based technologies are suitable for the study of the comparative pathology of COVID-19 via plasma phenotyping.

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