Diffusion and Relaxation Edited Proton NMR Spectroscopy of Plasma Reveals a High-Fidelity Supramolecular Biomarker Signature of SARS-CoV-2 Infection
Author(s) -
Samantha Lodge,
Philipp Nitschke,
Torben Kimhofer,
Julien Wist,
Sze-How Bong,
Ruey Leng Loo,
Reika Masuda,
Sofina Begum,
Toby Richards,
John C. Lindon,
Wolfgang Bermel,
Tony Reinsperger,
Hartmut Schaefer,
Manfred Spraul,
Elaine Holmes,
Jeremy K. Nicholson
Publication year - 2021
Publication title -
analytical chemistry
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 2.117
H-Index - 332
eISSN - 1520-6882
pISSN - 0003-2700
DOI - 10.1021/acs.analchem.0c04952
Subject(s) - chemistry , biomarker , glycoprotein , phospholipid , nuclear magnetic resonance , nuclear magnetic resonance spectroscopy , analytical chemistry (journal) , biochemistry , chromatography , stereochemistry , physics , membrane
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 α-1-acid glycoprotein and other glycoproteins (designated GlycA and GlycB) that were elevated in SARS-CoV-2 positive patients [ p = 2.52 × 10 -10 (GlycA) and 1.25 × 10 -9 (GlycB) vs controls], (b) two diagnostic supramolecular phospholipid composite signals that were identified (SPC-A and SPC-B) from the - + N-(CH 3 ) 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 (SPC otal ) were reduced in SARS-CoV-2 positive patients relative to both controls ( p = 1.40 × 10 -7 ) and SARS-CoV-2 negative patients ( p = 4.52 × 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 SPC otal /GlycA ratios were also significantly different for control versus SARS-CoV-2 positive patients ( p = 1.23 × 10 -10 ) and for SARS-CoV-2 negatives versus positives ( p = 1.60 × 10 -9 ). Thus, plasma SPC otal and SPC otal /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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