Table 3.
Combination Biomarker-Clinical Model Discrimination
Model | C-index (95% CI) |
---|---|
LASSOa (20 biomarkers) | 0.86 (0.83-0.89) |
Random forestb (26 biomarkers) | 0.84 (0.78-0.91) |
Clinical modelc | 0.82 (0.76-0.88) |
Clinical modelc + sTNFR1 | 0.86 (0.81-0.92) |
Clinical modelc + sTNFR2 | 0.85 (0.79-0.91) |
Clinical modelc + admission CRP | 0.82 (0.77-0.88) |
Clinical modelc + sTNFR1 + admission CRP | 0.87 (0.81-0.92) |
Clinical modelc + sTNFR2 + admission CRP | 0.85 (0.79-0.91) |
CRP = C-reactive protein; LASSO = least absolute shrinkage and selection operator
a: LASSO model had 20 biomarkers with nonzero coefficients
b: Random forest includes all 26 biomarkers
c: Clinical model comprises 8 variables: age; sex; race; baseline serum creatinine; history of diabetes, hypertension or obesity; WHO disease severity score at time of sample collection