Table 5.
Prediction and validation results of Healthy controls, Phenotype I and Phenotype II patients. Notably, this table was generated ‘post-hoc’ – after the unsupervised machine learning step.
Feature domain | Group | Acc | Sens | Spec | PPV | NPV | P | AUC |
---|---|---|---|---|---|---|---|---|
Cognition | (PH1, PH2) | 0.9429 | 0.9211 | 0.9688 | 0.9722 | 0.9118 | < 0.0001 | 0.9449 |
(HC, PH1) | 0.8553 | 0.8158 | 0.894 | 0.8857 | 0.8293 | < 0.0001 | 0.8553 | |
(HC, PH2) | 0.7969 | 0.7500 | 0.8438 | 0.8276 | 0.7714 | < 0.0001 | 0.7969 | |
FA | (PH1, PH2) | 0.7593 | 0.7600 | 0.7586 | 0.7308 | 0.7857 | 0.0001 | 0.7593 |
(HC, PH1) | 0.5714 | 0.5517 | 0.5926 | 0.5926 | 0.5517 | 0.2802 | 0.5722 | |
(HC, PH2) | 0.9231 | 0.8800 | 0.9630 | 0.9565 | 0.8966 | < 0.0001 | 0.9215 | |
MD | (PH1, PH2) | 0.6481 | 0.6800 | 0.6207 | 0.6071 | 0.6923 | 0.0275 | 0.6503 |
(HC, PH1) | 0.5714 | 0.5517 | 0.5926 | 0.5926 | 0.5517 | 0.2802 | 0.5722 | |
(HC, PH2) | 0.8654 | 0.8800 | 0.8519 | 0.8462 | 0.8846 | < 0.0001 | 0.8659 |
FA- fractional anisotropy, MD- mean diffusivity, HC- healthy controls, PH1- Phenotype I, PH2- Phenotype II, Acc- Accuracy, Sens- Sensitivity, Spec- Specificity, PPV- Positive predictive values, NPV- Negative predictive values, AUC- Area under curve.