Table 3.
Predictive accuracy of current and new biomarkers compared to ROC‐AUC = 0.5
Discovery cohort N = 116 | Validation cohort N = 150 | |||||||||
---|---|---|---|---|---|---|---|---|---|---|
Metabolite/Biomarker | ROC‐AUC (95% CI) | P value | SENS (95% CI) | PPV (%) | NPV (%) | ROC‐AUC (95% CI) | P value | SENS (95% CI) | PPV (%) | NPV (%) |
APAP‐CYS/APAP‐Sul | 0.91 (0.83‐0.98) | < 0.0001 | 0.71 (0.42‐0.92) | 50 | 96 | 0.76 (0.63‐0.88) | 0.0003 | 0.43 (0.35‐0.52) | 38 | 92 |
CYP% | 0.78 (0.67‐0.90) | 0.0006 | 0.36 (0.13‐0.65) | 33 | 91 | 0.66 (0.51‐0.82) | 0.02 | 0.11 (0.06‐0.17) | 14 | 87 |
Sum CYP metabolites | 0.75 (0.61‐0.88) | 0.003 | 0.48 (0.38‐0.58) | 40 | 93 | 0.83 (0.71‐0.94) | < 0.0001 | 0.44 (0.36‐0.53) | 39 | 92 |
APAP‐CYS | 0.75 (0.61‐0.88) | 0.003 | 0.36 (0.13‐0.65) | 33 | 91 | 0.82 (0.71‐0.94) | < 0.0001 | 0.44 (0.35‐0.52) | 39 | 92 |
INR | 0.70 (0.54‐0.86) | 0.03 | 0.23 (0.05‐0.54) | 24 | 89 | 0.71 (0.57‐0.85) | 0.005 | 0.07 (0.03‐0.13) | 9 | 87 |
ALT | 0.67 (0.50‐0.84) | 0.04 | 0.29 (0.08‐0.58) | 28 | 90 | 0.51 (0.35‐0.67) | 0.86 | 0.16 (0.03‐0.40) | 19 | 88 |
APAP‐Sul | 0.65 (0.48‐0.82) | 0.06 | 0.50 (0.23‐0.77) | 41 | 93 | 0.53 (0.38‐0.67) | 0.75 | 0.11 (0.06‐0.17) | 14 | 87 |
APAP‐Glu | 0.63 (0.44‐0.82) | 0.11 | 0.36 (0.13‐0.65) | 33 | 91 | 0.61 (0.47‐0.76) | 0.11 | 0.11 (0.06‐0.17) | 14 | 87 |
APAP‐GSH | 0.61 (0.46‐0.76) | 0.19 | 0.21 (0.05‐0.51) | 22 | 89 | 0.67 (0.61‐0.74) | 0.004 | 0.41 (0.21‐0.64) | 37 | 91 |
APAP‐Mer | 0.59 (0.40‐0.77) | 0.29 | 0.21 (0.05‐0.51) | 22 | 89 | 0.76 (0.62‐0.90) | 0.0003 | 0.26 (0.19‐0.34) | 27 | 89 |
APAP LC/MS | 0.50 (0.33‐0.67) | 0.97 | 0.14 (0.02‐0.43) | 16 | 88 | 0.57 (0.41‐0.73) | 0.32 | 0.05 (0.02‐0.11) | 7 | 87 |
APAP hospital lab | 0.55 (0.37‐0.73) | 0.78 | 0.00 (0.00‐0.04) | 0 | 87 | 0.58 (0.42‐0.73) | 0.29 | 0.09 (0.04‐0.15) | 12 | 87 |
The positive and negative predictive values (PPV and NPV, respectively). Table with ROC‐AUC (area under the curve with 95% CI), sensitivity (at 90% specificity) with 95% CI, and statistical significance for different metabolites measured at pretreatment in the discovery and hospital presentation in the validation cohort. P‐value represents significance level are also presented for each metabolite/biomarker.