From: The multiplex bead array approach to identifying serum biomarkers associated with breast cancer
 |  | Stage I to II | Stage III to IV | Total cases |
---|---|---|---|---|
Classification method | Sensitivity (%) | Sensitivity (%) | Sensitivity (%) | |
Algorithm | RF | 86.3(44/51) | 93.6(44/47) | 89.8 |
 | SVM | 90.2(46/51) | 93.6(44/47) | 91.8 |
 | LDA | 82.4(42/51) | 85.1(40/47) | 83.7 |
Single marker | CA15-3* | 0 (0/49) | 6.4 (3/47) | 3.1 (3/96) |
 | TPA* | 23.1 (9/39) | 29.0 (11/38) | 26.0 (20/77) |