Table 1.
Outcome | Outcome type | AUC | AUPR | F1 | Precision | Recall |
---|---|---|---|---|---|---|
Beta-amyloid | Pathologic, IHC | 0.850 | 0.539 | 0.492 | 0.423 | 0.589 |
Braak staging | Pathologic, Silver Stain | 0.860 | 0.599 | 0.530 | 0.487 | 0.581 |
CERAD | Pathologic, Silver Stain | 0.833 | 0.502 | 0.508 | 0.457 | 0.571 |
Cognitive trajectory | Clinical | 0.831 | 0.591 | 0.516 | 0.451 | 0.604 |
Global pathology | Pathologic, Silver Stain | 0.882 | 0.622 | 0.577 | 0.507 | 0.671 |
Neurofibrillary tangles | Pathologic, IHC | 0.962 | 0.858 | 0.754 | 0.677 | 0.852 |
The performance evaluation is on independent testing set on 450K array. The result reported here is in imbalanced setting (positive to negative CpGs ratio 1:10), which is closer to the real imbalanced setting in the human genome.