Integrative Modeling of Plasma Metabolic and Lipoprotein Biomarkers of SARS-CoV-2 Infection in Spanish and Australian COVID-19 Patient Cohorts
Author(s) -
Reika Masuda,
Samantha Lodge,
Philipp Nitschke,
Manfred Spraul,
Hartmut Schaefer,
Sze-How Bong,
Torben Kimhofer,
Drew A. Hall,
Ruey Leng Loo,
Maider Bizkarguenaga,
Chiara Bruzzone,
Rubén GilRedondo,
Nieves Embade,
José M. Mato,
Elaine Holmes,
Julien Wist,
Óscar Millet,
Jeremy K. Nicholson
Publication year - 2021
Publication title -
journal of proteome research
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 1.644
H-Index - 161
eISSN - 1535-3907
pISSN - 1535-3893
DOI - 10.1021/acs.jproteome.1c00458
Subject(s) - cohort , lipoprotein , medicine , metabolite , cohort study , covid-19 , immunology , gastroenterology , chemistry , cholesterol , disease , infectious disease (medical specialty)
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 1 H 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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