Table 2.
CNN performance in detecting PH in each of the test datasets
AUC | Sensitivity | Specificity | PPV, % | NPV, % | PH+ in test set, n |
Controls in test set, n |
Disease prevalence in dataset |
|
---|---|---|---|---|---|---|---|---|
PH at a prevalence of 20% | 0.89 (0.88-0.90) | 0.79 (0.76-0.81) | 0.84 (0.83-0.85) | 0.56 (0.53-0.58) | 0.94 (0.93-0.95) | 982 | 3903 | 20 |
PH at a prevalence of 1% | 0.88 (0.83-0.93) | 0.79 (0.68-0.90) | 0.84 (0.83-0.85) | 0.05 (0.03-0.06) | 1.00 (1.00-1.00) | 39 | 3903 | 1 |
Pre-capillary PH | 0.91 (0.89-0.94) | 0.83 (0.78-0.88) | 0.84 (0.83-0.88) | 0.17 (0.14-0.19) | 0.99 (0.99-0.99) | 147 | 87 | 63 |
Group 1 PH – PAH | 0.94 (0.92-0.96) | 0.88 (0.83-0.93) | 0.84 (0.83-0.85) | 0.15 (0.12-0.17) | 1.0 (0.99-1.0) | 119 | 87 | 56 |
Group 3 PH – PH due to lung disease and/or hypoxia | 0.9 (0.89-0.91) | 0.81 (0.77-0.84) | 0.84 (0.83-0.85) | 0.31 (0.29-0.34) | 0.98 (0.98-0.98) | 169 | 80 | 68 |
AUC=area under the receiver operating characteristic curve; PPV=positive predictive value; NPV=negative predictive value; PH=pulmonary hypertension; value (95% confidence interval)