4.8 Article

Diffusion and Relaxation Edited Proton NMR Spectroscopy of Plasma Reveals a High-Fidelity Supramolecular Biomarker Signature of SARS-CoV-2 Infection

期刊

ANALYTICAL CHEMISTRY
卷 93, 期 8, 页码 3976-3986

出版社

AMER CHEMICAL SOC
DOI: 10.1021/acs.analchem.0c04952

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资金

  1. Spinnaker Health Research Foundation, WA
  2. McCusker Foundation, WA
  3. Western Australian State Government
  4. MRFF
  5. UK MRC
  6. Department of Jobs, Tourism, Science and Innovation, Government of Western Australian Premier's Fellowship
  7. ARC

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Nuclear magnetic resonance spectroscopy-based plasma phenotyping using DIRE technique successfully revealed diagnostic molecular signatures of SARS-CoV-2 infection in plasma. Comparison of plasma samples from different groups showed differences in concentrations of specific metabolites in SARS-CoV-2 positive patients, suggesting potential molecular markers for COVID-19 diagnosis.
We have applied nuclear magnetic resonance spectroscopy based plasma phenotyping to reveal diagnostic molecular signatures of SARS-CoV-2 infection via combined diffusional and relaxation editing (DIRE). We compared plasma from healthy age-matched controls (n = 26) with SARS-CoV-2 negative non-hospitalized respiratory patients and hospitalized respiratory patients (n = 23 and 11 respectively) with SARS-CoV-2 rRT-PCR positive respiratory patients (n = 17, with longitudinal sampling time-points). DIRE data were modelled using principal component analysis and orthogonal projections to latent structures discriminant analysis (O-PLS-DA), with statistical cross-validation indices indicating excellent model generalization for the classification of SARS-CoV-2 positivity for all comparator groups (area under the receiver operator characteristic curve = 1). DIRE spectra show biomarker signal combinations conferred by differential concentrations of metabolites with selected molecular mobility properties. These comprise the following: (a) composite N-acetyl signals from alpha-1-acid glycoprotein and other glycoproteins (designated GlycA and GlycB) that were elevated in SARS-CoV-2 positive patients [p = 2.52 x 10(-10) (GlycA) and 1.25 x 10(-9) (GlycB) vs controls], (b) two diagnostic supramolecular phospholipid composite signals that were identified (SPC-A and SPC-B) from the -N+-(CH3)(3) choline headgroups of lysophosphatidylcholines carried on plasma glycoproteins and from phospholipids in high-density lipoprotein subfractions (SPC-A) together with a phospholipid component of low-density lipoprotein (SPC-B). The integrals of the summed SPC signals (SPCtotal) were reduced in SARS-CoV-2 positive patients relative to both controls (p = 1.40 x 10(-7)) and SARS-CoV-2 negative patients (p = 4.52 x 10(-8)) but were not significantly different between controls and SARS-CoV-2 negative patients. The identity of the SPC signal components was determined using one and two dimensional diffusional, relaxation, and statistical spectroscopic experiments. The SPCtotal/GlycA ratios were also significantly different for control versus SARS-CoV-2 positive patients (p = 1.23 x 10(-10)) and for SARS-CoV-2 negatives versus positives (p = 1.60 x 10(-9)). Thus, plasma SPCtotal and SPCtotal/GlycA are proposed as sensitive molecular markers for SARS-CoV-2 positivity that could effectively augment current COVID-19 diagnostics and may have value in functional assessment of the disease recovery process in patients with long-term symptoms.

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