Table 1.
Dataset | Tissue | Train | Test | ACDA | CDA | EN | EN-ACDA | ACDA-EN-ACDA |
---|---|---|---|---|---|---|---|---|
GDSC1&2 | Breast | 127 | 64 | 0.439 ± 0.080 | 0.377 ± 0.066 | 0.394 ± 0.101 | 0.492 ± 0.083 | 0.520 ± 0.083 |
GDSC1 | Breast | 79 | 40 | 0.596 ± 0.032 | 0.529 ± 0.033 | 0.700 ± 0.063 | 0.733 ± 0.032 | 0.717 ± 0.200 |
GDSC2 | Breast | 108 | 55 | 0.706 ± 0.054 | 0.449 ± 0.038 | −0.079 ± 0.021 | 0.594 ± 0.106 | 0.675 ± 0.064 |
GDSC1&2 | Bladder | 73 | 37 | 0.501 ± 0.013 | 0.481 ± 0.037 | 0.597 ± 0.039 | 0.656 ± 0.025 | 0.613 ± 0.015 |
GDSC1 | Bladder | 60 | 30 | 0.602 ± 0.042 | 0.634 ± 0.037 | 0.628 ± 0.040 | 0.658 ± 0.040 | 0.647 ± 0.041 |
GDSC2 | Bladder | 58 | 29 | 0.098 ± 0.083 | 0.183 ± 0.061 | 0.454 ± 0.072 | 0.436 ± 0.061 | 0.318 ± 0.058 |
DC-AZ | Breast | 6585 | 3293 | 0.908 ± 0.006 | 0.540 ± 0.015a | 0.278 ± 0.019 | 0.916 ± 0.005 | 0.916 ± 0.005 |
DC-AZ | Lung | 2340 | 1170 | 0.526 ± 0.017 | 0.371 ± 0.011a | 0.382 ± 0.031 | 0.589 ± 0.018 | 0.603 ± 0.016 |
DC-AZ | Urinary tract | 2921 | 1461 | 0.744 ± 0.021 | 0.497 ± 0.014a | 0.331 ± 0.025 | 0.798 ± 0.017 | 0.788 ± 0.018 |
Linear regression was used instead of logistic regression.