Table 3.
Predictive performance of ULM compared with clinically available methods.
| Method | Individual measurements |
Changes between measurements |
Combined measurements |
|||||
|---|---|---|---|---|---|---|---|---|
| 1 | 2 | 3 | 1 → 2 | 2 → 3 | 1 → 3 | 1 & 2 | 1 & 2 & 3 | |
| Accuracy (%) | ||||||||
| ULM | 75 | 75 | 65 | 85 | 85 | 65 | 80 | 85 |
| B-mode size measurement | 60 | 60 | 60 | 60 | 60 | 60 | 60 | 60 |
| B-mode image | 60 | 60 | 60 | 65 | 75 | 60 | 60 | 75 |
| Contrast-mode MIP | 65 | 60 | 65 | 75 | 75 | 65 | 75 | 75 |
| Histological CD31 masks | 75 | |||||||
| AUC | ||||||||
| ULM | 0.73 | 0.72 | 0.47 | 0.85 | 0.80 | 0.69 | 0.85 | 0.83 |
| B-mode size measurement | 0.31 | 0.35 | 0.53 | 0.21 | 0.38 | 0.32 | 0.34 | 0.29 |
| B-mode image | 0.00 | 0.26 | 0.13 | 0.13 | 0.75 | 0.21 | 0.25 | 0.76 |
| Contrast-mode MIP | 0.57 | 0.13 | 0.44 | 0.79 | 0.63 | 0.54 | 0.77 | 0.73 |
| Histological CD31 masks | 0.83 | |||||||
| Sensitivity (%) | ||||||||
| ULM | 50 | 63 | 25 | 75 | 88 | 38 | 75 | 75 |
| B-mode size measurement | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| B-mode image | 0 | 0 | 0 | 13 | 75 | 0 | 0 | 75 |
| Contrast-mode MIP | 38 | 13 | 25 | 50 | 63 | 38 | 50 | 50 |
| Histological CD31 masks | 38 | |||||||
| Specificity (%) | ||||||||
| ULM | 92 | 83 | 92 | 92 | 83 | 83 | 83 | 92 |
| B-mode size measurement | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 |
| B-mode image | 100 | 100 | 100 | 100 | 75 | 100 | 100 | 75 |
| Contrast-mode MIP | 83 | 92 | 92 | 92 | 83 | 83 | 92 | 92 |
| Histological CD31 masks | 100 | |||||||
| p-value of DeLong's test—AUC of ULM compared to | ||||||||
| B-mode size measurement | 0.05 | 0.02 | 0.77 | <0.01 | <0.01 | 0.10 | 0.01 | <0.01 |
| B-mode image | <0.01 | 0.02 | 0.05 | <0.01 | 0.90 | <0.01 | <0.01 | 0.81 |
| Contrast-mode MIP | 0.25 | <0.01 | 0.90 | 0.47 | 0.31 | 0.33 | 0.37 | 0.33 |
| Histological CD31 masksa | 0.55 | 0.59 | 0.04 | 0.93 | 0.88 | 0.28 | 0.93 | 1.00 |
Predictive performance was quantified via accuracy, AUC, sensitivity, and specificity of each method's final model. Additionally, the AUC of the final ULM model was compared with those of the comparative methods using DeLong's test.
ULM-derived models were compared with the histological CD31 masks obtained before the start of NAC.