Table 3.
Model performance statistics for endotype predictions and outcome measures predicting impending severity. The AUC ( Accuracy), sensitivity, and specificity of the models, expressed as percent is provided. The performance of the 40 gene signature and the top 5/148 performing gene pairs is shown. For the severity comparisons, comparisons are based on patient groups with SOFA scores measured 24 H post ER/ICU admission: High (≥ 5), Intermediate (≥ 2 and < 5), and Low (< 2). The cellular reprogramming/endotoxin tolerance (CR) Signature is as per Pena et al.23 The severity and mortality signatures were further reduced by filtering the genes input to LASSO using a more stringent fold change cut off (top 25% highest fold changes).
| Cross Validation (%) |
||||
|---|---|---|---|---|
| Comparison | Gene Sets | AUC Accuracy | Sensitivity | Specificity |
| Severitya | ||||
| High vs. Low Severity | Severity Signature | 80 | 72 | 73 |
| Reduced Severity Signaturec | 80 | 76 | 70 | |
| CR Signature | 75 | 70 | 68 | |
| Reduced CR Signatured | 77 | 73 | 73 | |
| High + Intermediate vs. Low Severity | Severity Signature | 71 | 72 | 60 |
| Reduced Severity Signaturec | 69 | 64 | 63 | |
| CR Signature | 68 | 64 | 62 | |
| Reduced CR Signatured | 73 | 67 | 67 | |
| Survived vs Died | Mortality | 75 | 68 | 70 |
| Reduced Mortality Signaturee | 67 | 62 | 62 | |
| CR Signature | 60 | 57 | 61 | |
| Reduced CR Signaturec | 62 | 60 | 61 | |
| Endotypesb | ||||
| Multinomial Model | 40 gene set | 96 | 81 | 95 |
| NPS vs. all others | MLLT1/NSUN7 | 97 | 93 | 91 |
| INF vs. all others | SPTA1/GLRX5 | 95 | 90 | 85 |
| IHD vs. all others | MAP7/PLCB1 | 90 | 85 | 79 |
| IFN vs. all others | PLEKHO1/EPSTI1 | 86 | 83 | 76 |
| ADA vs. all others | CENPF/PDIA4 | 97 | 87 | 91 |
AUCs obtained in the full (ER + ICU) discovery cohorts.
AUCs of data-driven endotype gene sets obtained in ER discovery cohort.
Reduced Severity Signature = TNIP3, DSP, RHAG, G0S2, ITGB4, GPR84, FAM83A, PCOLCE2, CXCL8, SDC2, PRTN3, ELANE
Reduced CR signature = CD300LF, CPVL, CST3, HK3, MGST1, RAB13, RETN, S100A12
Reduced Mortality Signature = HGF, DHRS9, SIGLEC1, MS4A4A, OAS2, MMP8, RGL1, SLC51A, OSBP2, IFIT1