Table 3.
Diagnostic performance of the three proposed models
Different models | Training cohort | Validation cohort | |||||||
---|---|---|---|---|---|---|---|---|---|
Sensitivity | Specificity | Accuracy | AUC (95% CI) | Sensitivity | Specificity | Accuracy | AUC (95% CI) | ||
Clinical | LGGs and HGGs | 0.80 | 0.52 | 0.62 | 0.70 (0.59–0.80) | 0.64 | 0.97 | 0.89 | 0.82 (0.66–0.99) |
Grade III and Grade IV | 0.82 | 0.57 | 0.66 | 0.65 (0.51–0.78) | 1.00 | 0.30 | 0.55 | 0.60 (0.39–0.80) | |
Low Ki-67 LI and High Ki-67 LI | 0.45 | 0.82 | 0.67 | 0.67 (0.56–0.77) | 0.43 | 1.00 | 0.82 | 0.72 (0.54–0.90) | |
| |||||||||
Radiomics | LGGs and HGGs | 0.94 | 0.85 | 0.88 | 0.92 (0.87–0.97) | 1.00 | 0.82 | 0.87 | 0.94 (0.87–1.00) |
Grade III and Grade IV | 0.86 | 0.89 | 0.88 | 0.91 (0.83–0.99) | 0.82 | 0.60 | 0.68 | 0.75 (0.57–0.93) | |
Low Ki-67 LI and High Ki-67 LI | 0.93 | 0.83 | 0.87 | 0.94 (0.89–0.98) | 0.64 | 0.94 | 0.84 | 0.82 (0.69–0.96) | |
| |||||||||
Combined | LGGs and HGGs | 0.92 | 0.85 | 0.87 | 0.93 (0.89–0.98) | 1.00 | 0.88 | 0.91 | 0.94 (0.87–1.00) |
Grade III and Grade IV | 0.79 | 0.96 | 0.89 | 0.91 (0.83–0.99) | 0.73 | 0.70 | 0.80 | 0.76 (0.58–0.94) | |
Low Ki-67 LI and High Ki-67 LI | 0.91 | 0.88 | 0.89 | 0.95 (0.91–0.99) | 0.86 | 0.68 | 0.73 | 0.80 (0.66–0.94) |
AUC, area under the curve; 95% CI, 95% confidence interval; LGGs, low-grade gliomas; HGGs, high-grade gliomas; Ki-67 LI, Ki-67 labeling index.