|
Data set (ref.)
|
n
|
MCF,%
|
CV,%
|
TA,%(ref.)
|
BS
|
BS0
|
RFE
|
RFE0
|
DE
|
|---|
|
Golub (2)
|
72
|
32
|
97.0 ± 4.2
|
99.3 (28)
|
537
|
0
|
35
|
154
|
1007
|
|
Singh (4)
|
136
|
43
|
92.6 ± 3.0
|
81.1 (27)
|
99
|
0
|
48
|
312
|
3807
|
|
Alon (1)
|
62
|
35
|
81 ± 7.2
|
97.9 (29)
|
19
|
0
|
55
|
94
|
303
|
|
Wang (6)
|
286
|
37
|
65 ± 4.3
|
N/A
|
0
|
0
|
261
|
1250
|
106
|
|
van't Veer (5)
|
97
|
47
|
62 ± 8.4
|
N/A
|
0
|
0
|
42
|
153
|
1
|
- Results are ordered by prediction accuracy. n, number of samples; MCF, minority class frequency; CVA, balanced cross-validated prediction accuracy, mean ± std.dev.; TA, balanced prediction accuracy of bootstrap signature on an independent test set (reference given in parentheses); BS, significant genes using the bootstrap with SVM at 5% FDR; RFE, genes chosen by recursive feature elimination; BS0 and RFE0, gene chosen by the bootstrap and RFE methods respectively on randomized data. DE, differentially expressed genes using the t-test at 5% FDR.
