Table 4 Accuracy and recall (sensitivity) for cancer subtype identification (vertical search) among permanent diagnostic slides.
Tumor type | WSI count | Patient count | Majority-5 | Majority-10 | Majority-20 | |||
|---|---|---|---|---|---|---|---|---|
Accuracy | Recall | Accuracy | Recall | Accuracy | Recall | |||
Brain | ||||||||
GBM | 851 | 381 | 91.18 | 91.30 | 87.89 | 90.01 | 88.13 | 89.42 |
LGG | 841 | 489 | 89.77 | 89.54 | 88.58 | 90.61 | 89.17 | 91.20 |
Endocrine | ||||||||
ACC | 227 | 56 | 93.83 | 93.39 | 94.27 | 94.71 | 94.71 | 96.92 |
PCPG | 196 | 176 | 88.77 | 88.78 | 85.71 | 90.31 | 84.18 | 89.29 |
THCA | 513 | 500 | 97.66 | 97.86 | 96.68 | 96.89 | 96.49 | 96.70 |
Gastrointestinal tract | ||||||||
COAD | 436 | 428 | 76.14 | 82.00 | 69.72 | 86.00 | 74.31 | 90.00 |
ESCA | 157 | 155 | 59.87 | 69.43 | 45.22 | 64.33 | 39.49 | 55.41 |
READ | 157 | 156 | 10.19 | 12.20 | 00.63 | 3.66 | 00.00 | 0.61 |
STAD | 394 | 369 | 75.12 | 79.19 | 67.76 | 81.73 | 67.00 | 83.25 |
Gynecological | ||||||||
UCEC | 566 | 505 | 92.22 | 93.95 | 91.69 | 95.29 | 92.75 | 95.97 |
CESC | 277 | 267 | 62.45 | 64.08 | 54.51 | 64.79 | 49.09 | 58.80 |
UCS | 90 | 56 | 42.22 | 51.11 | 32.22 | 48.89 | 27.77 | 40.00 |
OV | 106 | 105 | 66.98 | 67.92 | 59.43 | 67.92 | 51.88 | 62.26 |
Hematopoietic | ||||||||
DLBC | 43 | 43 | 58.13 | 53.49 | 37.20 | 58.14 | 16.27 | 27.91 |
THYM | 178 | 120 | 98.87 | 98.88 | 99.43 | 99.44 | 100.00 | 100.00 |
Liver, pancreaticobiliary | ||||||||
CHOL | 39 | 39 | 43.58 | 43.59 | 25.64 | 35.90 | 02.56 | 17.95 |
LIHC | 378 | 364 | 93.65 | 94.21 | 93.65 | 94.74 | 94.44 | 95.00 |
PAAD | 201 | 182 | 91.04 | 93.53 | 92.03 | 95.02 | 93.03 | 99.00 |
Melanocytic malignancies | ||||||||
UVM | 80 | 80 | 83.75 | 83.75 | 77.50 | 82.50 | 68.75 | 72.50 |
SKCM | 471 | 429 | 99.57 | 99.58 | 99.57 | 99.79 | 99.57 | 99.79 |
Prostate/testis | ||||||||
TGCT | 254 | 149 | 99.21 | 99.61 | 96.85 | 98.82 | 96.06 | 96.06 |
PRAD | 447 | 401 | 98.43 | 98.21 | 98.21 | 98.66 | 98.43 | 98.43 |
Pulmonary | ||||||||
LUAD | 520 | 465 | 70.96 | 71.35 | 63.26 | 72.31 | 64.42 | 72.50 |
MESO | 86 | 74 | 08.13 | 12.79 | 02.32 | 8.14 | 00.00 | 1.16 |
LUSC | 503 | 472 | 81.70 | 82.31 | 78.13 | 84.10 | 83.30 | 88.47 |
Urinary tract | ||||||||
BLCA | 454 | 384 | 95.81 | 96.93 | 94.27 | 95.83 | 93.61 | 95.83 |
KIRC | 516 | 511 | 91.66 | 93.02 | 90.11 | 92.44 | 89.53 | 92.64 |
KICH | 108 | 108 | 75.92 | 82.41 | 66.66 | 74.07 | 59.25 | 70.37 |
KIRP | 296 | 272 | 67.22 | 72.64 | 53.04 | 67.91 | 48.31 | 64.86 |