Table 1.
Method | Sample Size (N) | Relative Importance (r) | Prevalence Range (p) | Prevalence (median) | Biomarker (μ1) | Threshold (cut-off) | Sensitivity (Dx) | Specificity (Dx) | AWA, Accuracy or AUC (Dx) | SD (Dx) | Sensitivity (BRT) | Specificity (BRT) | AWA, Accuracy or AUC (BRT) | Power | Medical Cost (Dx) | Medical Cost (BRT) |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
AWA | 500 | 0.25 | 5%−10% | 0.075 | 0.5 | 2.517 | 0.022 | 0.994 | 0.757 | 0.0064 | 0 | 1 | 0.756 | 0.0651 | 37.36875 | 37.5 |
500 | 0.25 | 5%−10% | 0.075 | 1 | 1.633 | 0.263 | 0.949 | 0.782 | 0.0192 | 0 | 1 | 0.756 | 0.375 | 33.534375 | 37.5 | |
500 | 0.25 | 10%−30% | 0.2 | 0.5 | 0.33 | 0.568 | 0.629 | 0.599 | 0.0272 | 0 | 1 | 0.51 | 0.948 | 80.3 | 100 | |
500 | 0.25 | 10%−30% | 0.2 | 1 | 0.54 | 0.677 | 0.705 | 0.692 | 0.0257 | 0 | 1 | 0.51 | 1 | 61.8 | 100 | |
500 | 0.1 | 5%−10% | 0.075 | 0.5 | 0.702 | 0.42 | 0.759 | 0.608 | 0.0374 | 0 | 1 | 0.608 | 0.4 | 32.89625 | 37.5 | |
500 | 0.1 | 5%−10% | 0.075 | 1 | 0.726 | 0.608 | 0.766 | 0.696 | 0.037 | 0 | 1 | 0.556 | 0.983 | 25.5225 | 37.5 | |
500 | 0.1 | 10%−30% | 0.2 | 0.5 | −1.442 | 0.974 | 0.075 | 0.704 | 0.0118 | 1 | 0 | 0.7 | 0.0982 | 39.6 | 40 | |
500 | 0.1 | 10%−30% | 0.2 | 1 | −0.346 | 0.911 | 0.365 | 0.747 | 0.0212 | 1 | 0 | 0.7 | 0.718 | 34.3 | 40 | |
1000 | 0.25 | 5%−10% | 0.075 | 0.5 | 2.517 | 0.022 | 0.994 | 0.757 | 0.0045 | 0 | 1 | 0.756 | 0.0723 | 74.7375 | 75 | |
1000 | 0.25 | 5%−10% | 0.075 | 1 | 1.633 | 0.263 | 0.949 | 0.782 | 0.0135 | 0 | 1 | 0.756 | 0.591 | 67.06875 | 75 | |
1000 | 0.25 | 10%−30% | 0.2 | 0.5 | 0.33 | 0.568 | 0.629 | 0.599 | 0.0192 | 0 | 1 | 0.51 | 0.998 | 160.6 | 200 | |
1000 | 0.25 | 10%−30% | 0.2 | 1 | 0.54 | 0.677 | 0.705 | 0.692 | 0.0182 | 0 | 1 | 0.51 | 1 | 123.6 | 200 | |
1000 | 0.1 | 5%−10% | 0.075 | 0.5 | 0.702 | 0.42 | 0.759 | 0.608 | 0.0265 | 0 | 1 | 0.556 | 0.627 | 65.7925 | 75 | |
1000 | 0.1 | 5%−10% | 0.075 | 1 | 0.726 | 0.608 | 0.766 | 0.696 | 0.0262 | 0 | 1 | 0.556 | 1 | 51.045 | 75 | |
1000 | 0.1 | 10%−30% | 0.2 | 0.5 | −1.442 | 0.974 | 0.075 | 0.704 | 0.0084 | 1 | 0 | 0.7 | 0.126 | 79.2 | 80 | |
1000 | 0.1 | 10%−30% | 0.2 | 1 | −0.346 | 0.911 | 0.365 | 0.747 | 0.015 | 1 | 0 | 0.7 | 0.933 | 68.6 | 80 | |
Accuracy | 500 | 0.25 | 5%−10% | 0.075 | 0.5 | 3 | 0.0062 | 0.999 | 0.924 | 0.0003 | 1 | 0 | 0.075 | 1 | 36.760625 | 115.625 |
500 | 0.25 | 5%−10% | 0.075 | 1 | 3 | 0.0228 | 0.999 | 0.925 | 0.0024 | 1 | 0 | 0.075 | 1 | 37.383125 | 115.625 | |
500 | 0.25 | 10%−30% | 0.2 | 0.5 | 3 | 0.0062 | 0.999 | 0.8 | 0.0022 | 1 | 0 | 0.2 | 1 | 99.48 | 100 | |
500 | 0.25 | 10%−30% | 0.2 | 1 | 1.886 | 0.1877 | 0.97 | 0.814 | 0.0103 | 1 | 0 | 0.2 | 1 | 84.23 | 100 | |
500 | 0.1 | 5%−10% | 0.075 | 0.5 | 3 | 0.006 | 0.999 | 0.924 | 0.0018 | 1 | 0 | 0.075 | 1 | 37.32125 | 46.25 | |
500 | 0.1 | 5%−10% | 0.075 | 1 | 3 | 0.0228 | 0.999 | 0.925 | 0.0024 | 1 | 0 | 0.075 | 1 | 36.69125 | 46.25 | |
500 | 0.1 | 10%−30% | 0.2 | 0.5 | 3 | 0.0062 | 0.999 | 0.8 | 0.0022 | 1 | 0 | 0.2 | 1 | 99.42 | 40 | |
500 | 0.1 | 10%−30% | 0.2 | 1 | 1.886 | 0.1877 | 0.97 | 0.814 | 0.0103 | 1 | 0 | 0.2 | 1 | 82.43 | 40 | |
1000 | 0.25 | 5%−10% | 0.075 | 0.5 | 3 | 0.0062 | 0.999 | 0.924 | 0.0013 | 1 | 0 | 0.075 | 1 | 74.76625 | 231.25 | |
1000 | 0.25 | 5%−10% | 0.075 | 1 | 3 | 0.0228 | 0.999 | 0.925 | 0.0017 | 1 | 0 | 0.075 | 1 | 73.52125 | 231.25 | |
1000 | 0.25 | 10%−30% | 0.2 | 0.5 | 3 | 0.0062 | 0.999 | 0.8 | 0.0015 | 1 | 0 | 0.2 | 1 | 198.96 | 200 | |
1000 | 0.25 | 10%−30% | 0.2 | 1 | 1.886 | 0.1877 | 0.97 | 0.814 | 0.0073 | 1 | 0 | 0.2 | 1 | 168.46 | 200 | |
1000 | 0.1 | 5%−10% | 0.075 | 0.5 | 3 | 0.0228 | 0.999 | 0.925 | 0.0017 | 1 | 0 | 0.0017 | 1 | 73.3825 | 92.5 | |
1000 | 0.1 | 5%−10% | 0.075 | 1 | 3 | 0.0228 | 0.999 | 0.924 | 0.0017 | 1 | 0 | 0.0017 | 1 | 73.3825 | 92.5 | |
1000 | 0.1 | 10%−30% | 0.2 | 0.5 | 3 | 0.0062 | 0.999 | 0.8 | 0.0015 | 1 | 0 | 0.2 | 1 | 198.84 | 80 | |
1000 | 0.1 | 10%−30% | 0.2 | 1 | 1.886 | 0.1877 | 0.97 | 0.814 | 0.0073 | 1 | 0 | 0.2 | 1 | 164.86 | 80 | |
AUC | 500 | 0.25 | 5%−10% | 0.075 | 0.5 | 0.638 | 0.0466 | 0.5 | 0.906 | |||||||
500 | 0.25 | 5%−10% | 0.075 | 1 | 0.76 | 0.0401 | 0.5 | 1 | ||||||||
500 | 0.25 | 10%−30% | 0.2 | 0.5 | 0.638 | 0.0307 | 0.5 | 0.998 | ||||||||
500 | 0.25 | 10%−30% | 0.2 | 1 | 0.76 | 0.0264 | 0.5 | 1 | ||||||||
500 | 0.1 | 5%−10% | 0.075 | 0.5 | 0.638 | 0.0466 | 0.5 | 0.906 | ||||||||
500 | 0.1 | 5%−10% | 0.075 | 1 | 0.76 | 0.0401 | 0.5 | 1 | ||||||||
500 | 0.1 | 10%−30% | 0.2 | 0.5 | 0.638 | 0.0307 | 0.5 | 0.998 | ||||||||
500 | 0.1 | 10%−30% | 0.2 | 1 | 0.76 | 0.0264 | 0.5 | 1 | ||||||||
1000 | 0.25 | 5%−10% | 0.075 | 0.5 | 0.638 | 0.033 | 0.5 | 0.994 | ||||||||
1000 | 0.25 | 5%−10% | 0.075 | 1 | 0.76 | 0.0284 | 0.5 | 1 | ||||||||
1000 | 0.25 | 10%−30% | 0.2 | 0.5 | 0.638 | 0.0217 | 0.5 | 1 | ||||||||
1000 | 0.25 | 10%−30% | 0.2 | 1 | 0.76 | 0.0187 | 0.5 | 1 | ||||||||
1000 | 0.1 | 5%−10% | 0.075 | 0.5 | 0.638 | 0.033 | 0.5 | 0.994 | ||||||||
1000 | 0.1 | 5%−10% | 0.075 | 1 | 0.76 | 0.0284 | 0.5 | 1 | ||||||||
1000 | 0.1 | 10%−30% | 0.2 | 0.5 | 0.638 | 0.0217 | 0.5 | 1 | ||||||||
1000 | 0.1 | 10%−30% | 0.2 | 1 | 0.76 | 0.0187 | 0.5 | 1 |