Scientific Reports (Jul 2021)

Targeted metabolomics identifies high performing diagnostic and prognostic biomarkers for COVID-19

  • Yamilé López-Hernández,
  • Joel Monárrez-Espino,
  • Ana-Sofía Herrera-van Oostdam,
  • Julio Enrique Castañeda Delgado,
  • Lun Zhang,
  • Jiamin Zheng,
  • Juan José Oropeza Valdez,
  • Rupasri Mandal,
  • Fátima de Lourdes Ochoa González,
  • Juan Carlos Borrego Moreno,
  • Flor M. Trejo-Medinilla,
  • Jesús Adrián López,
  • José Antonio Enciso Moreno,
  • David S. Wishart

DOI
https://doi.org/10.1038/s41598-021-94171-y
Journal volume & issue
Vol. 11, no. 1
pp. 1 – 13

Abstract

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Abstract Research exploring the development and outcome of COVID-19 infections has led to the need to find better diagnostic and prognostic biomarkers. This cross-sectional study used targeted metabolomics to identify potential COVID-19 biomarkers that predicted the course of the illness by assessing 110 endogenous plasma metabolites from individuals admitted to a local hospital for diagnosis/treatment. Patients were classified into four groups (≈ 40 each) according to standard polymerase chain reaction (PCR) COVID-19 testing and disease course: PCR−/controls (i.e., non-COVID controls), PCR+/not-hospitalized, PCR+/hospitalized, and PCR+/intubated. Blood samples were collected within 2 days of admission/PCR testing. Metabolite concentration data, demographic data and clinical data were used to propose biomarkers and develop optimal regression models for the diagnosis and prognosis of COVID-19. The area under the receiver operating characteristic curve (AUC; 95% CI) was used to assess each models’ predictive value. A panel that included the kynurenine: tryptophan ratio, lysoPC a C26:0, and pyruvic acid discriminated non-COVID controls from PCR+/not-hospitalized (AUC = 0.947; 95% CI 0.931–0.962). A second panel consisting of C10:2, butyric acid, and pyruvic acid distinguished PCR+/not-hospitalized from PCR+/hospitalized and PCR+/intubated (AUC = 0.975; 95% CI 0.968–0.983). Only lysoPC a C28:0 differentiated PCR+/hospitalized from PCR+/intubated patients (AUC = 0.770; 95% CI 0.736–0.803). If additional studies with targeted metabolomics confirm the diagnostic value of these plasma biomarkers, such panels could eventually be of clinical use in medical practice.