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Integrative Modeling of Plasma Metabolic and Lipoprotein Biomarkers of SARS-CoV-2 Infection in Spanish and Australian COVID-19 Patient Cohorts.
Masuda, Reika; Lodge, Samantha; Nitschke, Philipp; Spraul, Manfred; Schaefer, Hartmut; Bong, Sze-How; Kimhofer, Torben; Hall, Drew; Loo, Ruey Leng; Bizkarguenaga, Maider; Bruzzone, Chiara; Gil-Redondo, Rubén; Embade, Nieves; Mato, José M; Holmes, Elaine; Wist, Julien; Millet, Oscar; Nicholson, Jeremy K.
  • Masuda R; Australian National Phenome Centre, Health Futures Institute, Murdoch University, Harry Perkins Building, Perth, WA 6150, Australia.
  • Lodge S; Centre for Computational and Systems Medicine, Health Futures Institute, Murdoch University, Harry Perkins Building, Perth, WA 6150, Australia.
  • Nitschke P; Australian National Phenome Centre, Health Futures Institute, Murdoch University, Harry Perkins Building, Perth, WA 6150, Australia.
  • Spraul M; Centre for Computational and Systems Medicine, Health Futures Institute, Murdoch University, Harry Perkins Building, Perth, WA 6150, Australia.
  • Schaefer H; Australian National Phenome Centre, Health Futures Institute, Murdoch University, Harry Perkins Building, Perth, WA 6150, Australia.
  • Bong SH; Bruker Biospin GmbH, Silberstreifen, Ettlingen 76275, Germany.
  • Kimhofer T; Bruker Biospin GmbH, Silberstreifen, Ettlingen 76275, Germany.
  • Hall D; Australian National Phenome Centre, Health Futures Institute, Murdoch University, Harry Perkins Building, Perth, WA 6150, Australia.
  • Loo RL; Australian National Phenome Centre, Health Futures Institute, Murdoch University, Harry Perkins Building, Perth, WA 6150, Australia.
  • Bizkarguenaga M; Centre for Computational and Systems Medicine, Health Futures Institute, Murdoch University, Harry Perkins Building, Perth, WA 6150, Australia.
  • Bruzzone C; Australian National Phenome Centre, Health Futures Institute, Murdoch University, Harry Perkins Building, Perth, WA 6150, Australia.
  • Gil-Redondo R; Australian National Phenome Centre, Health Futures Institute, Murdoch University, Harry Perkins Building, Perth, WA 6150, Australia.
  • Embade N; Centre for Computational and Systems Medicine, Health Futures Institute, Murdoch University, Harry Perkins Building, Perth, WA 6150, Australia.
  • Mato JM; CIC bioGUNE, Asociación Centro de Investigación Cooperativa en Biociencias, Bizkaia Science and Technology Park, Building 800, 48160 Derio, Bizkaia, Spain.
  • Holmes E; CIC bioGUNE, Asociación Centro de Investigación Cooperativa en Biociencias, Bizkaia Science and Technology Park, Building 800, 48160 Derio, Bizkaia, Spain.
  • Wist J; CIC bioGUNE, Asociación Centro de Investigación Cooperativa en Biociencias, Bizkaia Science and Technology Park, Building 800, 48160 Derio, Bizkaia, Spain.
  • Millet O; CIC bioGUNE, Asociación Centro de Investigación Cooperativa en Biociencias, Bizkaia Science and Technology Park, Building 800, 48160 Derio, Bizkaia, Spain.
  • Nicholson JK; CIC bioGUNE, Asociación Centro de Investigación Cooperativa en Biociencias, Bizkaia Science and Technology Park, Building 800, 48160 Derio, Bizkaia, Spain.
J Proteome Res ; 20(8): 4139-4152, 2021 08 06.
Article in English | MEDLINE | ID: covidwho-1305356
ABSTRACT
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 1H nuclear magnetic resonance (NMR) spectroscopy. Spanish samples were measured in two laboratories using one-dimensional (1D) solvent-suppressed and T2-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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Full text: Available Collection: International databases Database: MEDLINE Main subject: SARS-CoV-2 / COVID-19 Type of study: Cohort study / Diagnostic study / Experimental Studies / Observational study / Prognostic study / Randomized controlled trials Limits: Humans Country/Region as subject: Oceania Language: English Journal: J Proteome Res Journal subject: Biochemistry Year: 2021 Document Type: Article Affiliation country: Acs.jproteome.1c00458

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Full text: Available Collection: International databases Database: MEDLINE Main subject: SARS-CoV-2 / COVID-19 Type of study: Cohort study / Diagnostic study / Experimental Studies / Observational study / Prognostic study / Randomized controlled trials Limits: Humans Country/Region as subject: Oceania Language: English Journal: J Proteome Res Journal subject: Biochemistry Year: 2021 Document Type: Article Affiliation country: Acs.jproteome.1c00458