Table 6.
Prediction for disease progression at each examination timing before onset.
Time to | SVMst (cutoff = 0.5) | AV-45 (cutoff = 1.11) | |||||||
---|---|---|---|---|---|---|---|---|---|
Conversion | 1 year | 2 year | 3 year | 4 year | 1 year | 2 year | 3 year | 4 year | overall |
pMCI/sMCI | 106/128 | 94/128 | 48/128 | 24/128 | 34/63 | 28/63 | 18/63 | 5/63 | 85/63 |
AUC | 0.9208 | 0.9135 | 0.8667 | 0.9020 | 0.8340 | 0.8220 | 0.8474 | 0.7619 | 0.8287 |
Accuracy (%) | 86.3 | 83.8 | 81.3 | 84.9 | 71.1 | 70.3 | 67.9 | 61.8 | 78.4 |
Sensitivity (%) | 85.8 | 79.8 | 66.7 | 75.0 | 91.2 | 92.9 | 94.4 | 100.0 | 91.8 |
Specificity (%) | 86.7 | 86.7 | 86.7 | 86.7 | 60.3 | 60.3 | 60.3 | 58.7 | 60.3 |
PPV | 84.3 | 81.5 | 65.3 | 51.4 | 55.4 | 51.0 | 40.5 | 16.1 | 75.7 |
NPV | 88.1 | 85.4 | 87.4 | 94.9 | 92.7 | 95.0 | 97.4 | 100.0 | 84.4 |
F1 (%) | 85.0 | 80.6 | 66.0 | 61.0 | 68.9 | 65.8 | 56.7 | 27.8 | 83.0 |
MCC (%) | 72.5 | 66.7 | 53.0 | 53.5 | 49.7 | 49.4 | 45.6 | 30.8 | 56.0 |
The numbers in parentheses indicate the cutoff value.
PPV, positive predictive value (= precision); NPV, negative predictive rate; AUC, area under the curve; MCC, Matthews correlation coefficient.