Table 1.
Classification performance of new and traditional indicators according to randomized SVM.
Independent variables | AUC | Total accurracy | Specificity | Sensitivity |
---|---|---|---|---|
Newly proposed parameters | ||||
LS PC1 at all homologous times | 0.88 | 0.86 | 0.93 | 0.60 |
LS PC2 at all homologous times | 0.84 | 0.77 | 0.82 | 0.56 |
LS PC2 at all homologous times | 0.80 | 0.77 | 0.84 | 0.52 |
LS PC1/PC2/PC3 at all homologous times | 0.89 | 0.91 | 0.96 | 0.72 |
LH trajectory size | 0.79 | 0.81 | 0.93 | 0.39 |
LH trajectory PC1/PC2 angle | 0.64 | 0.72 | 0.89 | 0.10 |
LH trajectory PC1/PC3 angle | 0.81 | 0.81 | 0.90 | 0.48 |
LH trajectory shape first 10 PCs | 0.77 | 0.80 | 0.88 | 0.50 |
LV-LA covariation direction | 0.70 | 0.81 | 0.93 | 0.39 |
Traditional 3DSTE parameters | ||||
*3D Left ventricular mass | 0.96 | 0.95 | 0.97 | 0.85 |
*Indexed 3D Left ventricular mass | 0.93 | 0.94 | 0.97 | 0.84 |
**3D Left atrium Volume indexed | 0.86 | 0.92 | 0.97 | 0.73 |
Left atrium radial global strain | 0.62 | 0.74 | 0.93 | 0.02 |
Left atrium circumferential global strain | 0.74 | 0.84 | 0.95 | 0.45 |
Left atrium longitudinal global strain | 0.69 | 0.72 | 0.83 | 0.32 |
Left ventricle radial global strain | 0.64 | 0.74 | 0.92 | 0.07 |
Left ventricle circumferential global strain | 0.69 | 0.78 | 0.93 | 0.22 |
Left ventricle longitudinal global strain | 0.78 | 0.80 | 0.91 | 0.39 |
Asterisk indicates that circular reasoning affects corresponding results. Double asterisk indicates a size-associated parameter.