Table 3.
Observed and Model-Predicted 10-Year OS Stratified by Patients’ Characteristics
| N (%) | Observed OS (%) (SE) | CancerMath OS (Mean) (%) | PREDICT OS (Mean) (%) | Difference 1 (%) (95% CI) (CancerMath-Observed) | P value1 | Difference 2 (%) (95% CI) (PREDICT-Observed) | P value2 | Difference 3 (%) (95% CI) (CancerMath -PREDICT) | P value3 | |
|---|---|---|---|---|---|---|---|---|---|---|
| All patients | 397 | 82.6 (0.019) | 78.3 | 72.0 | −4.4 (−5.7, −3.0) | <0.001 | −10.6 (−12.6, −8.6) | <0.001 | 6.3 (5.1, 7.4) | <0.001 |
| Age at diagnosis (yr) | ||||||||||
| ≤60 | 331 | 86.4 (0.019) | 81.6 | 74.7 | −4.8 (−5.9, −3.7) | <0.001 | −11.7 (−13.8, −9.6) | <0.001 | 6.8 (5.6, 8.1) | <0.001 |
| >60 | 66 | 63.6 (0.059) | 61.6 | 58.2 | −2.1 (−6.0, 1.9) | 0.299 | −5.4 (−10.7, −0.2) | 0.041 | 3.4 (0.9, 5.9) | 0.009 |
| Tumor size (mm) | ||||||||||
| ≤20 | 180 | 91.1 (0.021) | 83.9 | 80.9 | −7.2 (−8.7, −5.7) | <0.001 | −10.2 (−12.3, −8.2) | <0.001 | 3.1 (2.1, 4.1) | <0.001 |
| 21–50 | 193 | 76.2 (0.031) | 74.7 | 66.8 | −1.5 (−3.5, 0.4) | 0.129 | −9.4 (−12.5, −6.4) | <0.001 | 7.9 (6.1, 9.7) | <0.001 |
| >50 | 24 | 70.8 (0.093) | 64.3 | 47.2 | −6.5 (−12.4, −0.7) | 0.030 | −23.6 (−32.4, −14.9) | <0.001 | 17.1 (9.8, 24.5) | <0.001 |
| Tumor grade | ||||||||||
| I | 40 | 92.5 (0.042) | 88.4 | 89.2 | −4.1 (−7.6, −0.6) | 0.024 | −3.3 (−6.3, −0.3) | 0.032 | −0.8 (−1.7, 0.1) | 0.064 |
| II | 206 | 86.4 (0.024) | 80.0 | 75.9 | −6.4 (−8.1, −4.6) | <0.001 | −10.5 (−12.9, −8.1) | <0.001 | 4.1 (2.9, 5.4) | <0.001 |
| III | 151 | 74.8 (0.035) | 73.2 | 62.1 | −1.7 (−3.8, 0.5) | 0.123 | −12.7 (−16.2, −9.2) | <0.001 | 11.1 (8.9, 13.2) | <0.001 |
| Tumor histology | ||||||||||
| Ductal | 375 | 82.4 (0.020) | 77.9 | 71.4 | −4.6 (−5.9, −3.2) | <0.001 | −11.1 (−13.2, −8.9) | <0.001 | 6.5 (5.3, 7.7) | <0.001 |
| Lobular | 2 | 100 | 91.5 | 92.0 | −8.5 (−27.6, 10.6) | 0.111 | −8.0 (−33.4, 17.4) | 0.156 | −0.5 (−6.9, 5.0) | 0.500 |
| Others | 20 | 85.0 (0.080) | 84.4 | 81.9 | −0.6 (−7.0, 5.8) | 0.847 | −3.2 (−9.4, 3.1) | 0.301 | 2.6 (0.3, 4.8) | 0.026 |
| Number of positive nodes | ||||||||||
| 0 | 228 | 91.2 (0.019) | 82.3 | 81.4 | −8.9 (−10.4, −7.5) | <0.001 | −9.8 (−11.2, −8.4) | <0.001 | 0.9 (0.3, 1.4) | 0.001 |
| 1–3 | 98 | 74.5 (0.044) | 76.7 | 69.1 | 2.2 (−0.5, 4.9) | 0.107 | −5.4 (−8.6, −2.1) | 0.001 | 7.6 (6.0, 9.2) | <0.001 |
| 4–9 | 38 | 81.6 (0.063) | 73.7 | 58.8 | −7.9 (−11.3, −4.5) | <0.001 | −22.8 (−29.7, −16.0) | <0.001 | 14.9 (10.3, 19.6) | <0.001 |
| >10 | 33 | 48.5 (0.087) | 60.3 | 30.6 | 11.8 (6.5, 17.1) | <0.001 | −17.9 (−25.6, −10.2) | <0.001 | 29.7 (24.3, 35.1) | <0.001 |
| Biological subtypes | ||||||||||
| Luminal and HER2 - | 190 | 89.5 (0.022) | 82.9 | 79.4 | −6.6 (−8.3, −5.0) | <0.001 | −10.1 (−12.6, −7.6) | <0.001 | 3.5 (1.9, 5.0) | <0.001 |
| Luminal and HER2 + | 49 | 81.6 (0.055) | 80.0 | 74.3 | −1.6 (−4.2, 0.9) | 0.202 | −7.3 (−11.5, −3.1) | 0.001 | 5.6 (2.9, 8.4) | <0.001 |
| HER 2 overexpression | 61 | 75.4 (0.055) | 67.4 | 55.6 | −8.0 (−11.6, −4.4) | <0.001 | −19.8 (−25.6, −13.9) | <0.001 | 11.8 (8.0, 15.5) | <0.001 |
| Triple negative | 65 | 70.8 (0.056) | 73.4 | 62.3 | 2.6 (−0.9, 6.0) | 0.141 | −8.5 (−13.7, −3.4) | 0.002 | 11.1 (8.5, 13.6) | <0.001 |
| Pathological stage | ||||||||||
| I | 129 | 96.1 (0.017) | 86.1 | 85.1 | −10.0 (−11.6, −8.5) | <0.001 | −11.0 (−12.6, −9.5) | <0.001 | 1.0 (0.3, 1.7) | 0.004 |
| II | 188 | 80.9 (0.029) | 77.9 | 74.2 | −3.0 (−4.7, −1.3) | 0.001 | −6.8 (−8.6, −4.9) | <0.001 | 3.8 (2.8, 4.8) | <0.001 |
| III | 80 | 65.0 (0.053) | 66.3 | 45.8 | 1.3 (−1.9, 4.6) | 0.418 | −19.2 (−24.7, −13.8) | <0.001 | 20.6 (17.0, 24.2) | <0.001 |
| Adjuvant chemotherapy | ||||||||||
| No | 121 | 83.5 (0.034) | 78.0 | 77.1 | −5.5 (−8.5, −2.5) | <0.001 | −6.4 (−9.9, −2.8) | 0.001 | 0.9 (−0.4, 2.2) | 0.180 |
| 1st generation | 187 | 86.1 (0.025) | 80.0 | 75.7 | −6.1 (−7.9, −4.4) | <0.001 | −10.4 (−12.6, −8.2) | <0.001 | 4.2 (3.3, 5.2) | <0.001 |
| 2nd generation | 82 | 72.0 (0.050) | 74.9 | 57.1 | 2.9 (0.5, 5.3) | 0.019 | −14.9 (−20.2, −9.5) | <0.001 | 17.8 (14.3, 21.2) | <0.001 |
| 3rd generation | 7 | 100 | 75.6 | 56.9 | −24.4 (−33.6, −15.3) | 0.001 | −43.1 (−65.3, −21.0) | 0.003 | 18.7 (3.2, 34.3) | 0.026 |
| Adjuvant hormonal therapy | ||||||||||
| No | 138 | 74.6 (0.037) | 71.0 | 60.5 | −3.7 (−6.1, −1.3) | 0.003 | −14.1 (−17.8, −10.5) | <0.001 | 10.5 (8.4, 12.5) | <0.001 |
| Tamoxifen | 108 | 83.3 (0.036) | 85.3 | 80.6 | 2.0 (0.1, 3.8) | 0.037 | −2.7 (−5.9, 0.5) | 0.099 | 4.7 (2.7, 6.6) | <0.001 |
| Containing AI (only AI, switching) | 138 | 89.9 (0.026) | 78.8 | 75.0 | −11.1 (−13.1, −9.1) | <0.001 | −15.0 (−17.8, −12.1) | <0.001 | 3.8 (2.0, 5.7) | <0.001 |
| Ovarian ablation plus tamoxifen | 13 | 84.6 (0.100) | 91.8 | 91.0 | 7.2 (5.2, 9.2) | <0.001 | 6.4 (3.3, 9.5) | 0.001 | 0.8 (−1.0, 2.6) | 0.370 |