Table 2 The AUC, Sensitivity and Specificity with 95% confidence intervals (CI) of each predictive panel of plasma metabolites (metabolites-only and metabolites plus demographic/clinical data models) for COVID-19.
From: Targeted metabolomics identifies high performing diagnostic and prognostic biomarkers for COVID-19
Predictive models | AUC, 95% CI | Sensitivity, 95% CI | Specificity, 95% CI |
|---|---|---|---|
G1 vs G2 | |||
Demographic/clinical data | |||
Age + lymphocyte (%) | 0.825 (0.794–0.856)a | 0.830 (0.791–0.870)a | 0.736 (0.691–0.782)a |
0.797 (0.694–0.900)b | 0.816 (0.816–0.939)b | 0.725 (0.587–0.863)b | |
Metabolites-only | |||
Kynurenine/tryptophan + lysoPC a C26:0 + pyruvic acid | 0.947 (0.931–0.962)a | 0.865 (0.829–0.902)a | 0.897 (0.866–0.929)a |
0.922 (0.863–0.981)b | 0.868 (0.868–0.976)b | 0.900 (0.807–0.993)b | |
Metabolites + demographic/clinical data | |||
Kynurenine/tryptophan + lysoPC a C26:0 + pyruvic acid + sex + neutrophil (%) | 0.971 (0.960–0.981)a | 0.930 (0.903–0.957)a | 0.894 (0.863–0.926)a |
0.924 (0.861–0.986)b | 0.895 (0.895–0.992)b | 0.875 (0.773–0.977)b | |
G2 vs G3 + G4 | |||
Demographic/clinical data | |||
Lymphocytes (%) + neutrophils (%) + diabetes | 0.855 (0.833–0.877)a | 0.748 (0.717–0.779)a | 0.808 (0.768–0.849)a |
0.826 (0.749–0.904)b | 0.756 (0.756–0.849)b | 0.800 (0.676–0.924)b | |
Metabolites only | |||
C10:2 + butyric acid + pyruvic acid | 0.975 (0.968–0.983)a | 0.962 (0.948–0.976)a | 0.872 (0.838–0.907)a |
0.967 (0.938–0.996)b | 0.951 (0.951–0.998)b | 0.875 (0.773–0.977)b | |
Metabolites + demographic/clinical data | |||
C10:2 + butyric acid + pyruvic acid + lymphocytes (%) + neutrophils (%) | 0.989 (0.985–0.993)a | 0.881 (0.857–0.904)a | 0.967 (0.948–0.985)a |
0.975 (0.953–0.997)b | 0.878 (0.878–0.949)b | 0.925 (0.843–1.000)b | |
G3 vs G4 | |||
Demographic/clinical data | |||
NLR | 0.653 (0.614–0.692)a | 0.644 (0.595–0.694)a | 0.598 (0.548–0.647)a |
0.624 (0.501–0.747)b | 0.650 (0.650–0.798)b | 0.619 (0.472–0.766)b | |
Metabolites only | |||
LysoPC a 28:0 | 0.770 (0.736–0.803)a | 0.800 (0.759–0.841)a | 0.638 (0.589–0.686)a |
0.764 (0.660–0.868)b | 0.825 (0.825–0.943)b | 0.643 (0.498–0.788)b | |
Metabolites + demographic/clinical data | |||
LysoPC a 28:0 + hypertension + NLR | 0.829 (0.800–0.858)a | 0.775 (0.732–0.818)a | 0.722 (0.677–0.767)a |
0.801 (0.704–0.897)b | 0.775 (0.775–0.904)b | 0.762 (0.633–0.891)b | |
Severe (G3 + G4) vs risk of death (G3 + G4) | |||
Demographic/clinical data* | |||
– | – | – | – |
Metabolites only | |||
LysoPC a 16:0 | 0.689 (0.649–0.728)a | 0.656 (0.612–0.699)a | 0.635 (0.580–0.691)a |
0.667 (0.544–0.791)b | 0.660 (0.660–0.791)b | 0.656 (0.492–0.821)b | |
Metabolites + demographic/clinical data | |||
LysoPC a 16:0 + age | 0.716 (0.676–0.756)a | 0.740 (0.699–0.781)a | 0.656 (0.601–0.711)a |
0.691 (0.564–0.818)b | 0.740 (0.740–0.862)b | 0.656 (0.492–0.821)b | |