Table 8.
Top genes | Ours | Diffusion | DriverNet | Muf_max | Muf_sum | IntDriver | DawnRank | ||
---|---|---|---|---|---|---|---|---|---|
Low Frequency | Breast | 50 | 0 | 1 | 0 | 0 | 1 | 0 | 0 |
100 | 0 | 2 | 0 | 0 | 2 | 0 | 0 | ||
150 | 0 | 2 | 0 | 0 | 2 | 0 | 0 | ||
200 | 2 | 2 | 1 | 0 | 4 | 0 | 1 | ||
Lung | 50 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | |
100 | 0 | 3 | 1 | 0 | 2 | 0 | 2 | ||
150 | 1 | 3 | 2 | 2 | 2 | 0 | 4 | ||
200 | 1 | 4 | 2 | 7 | 2 | 0 | 5 | ||
Prostate | 50 | 3 | 4 | 2 | 2 | 2 | 2 | 1 | |
100 | 3 | 4 | 4 | 2 | 2 | 3 | 1 | ||
150 | 3 | 5 | 3 | 6 | 2 | 3 | 1 | ||
200 | 3 | 7 | 5 | 6 | 2 | 3 | 2 | ||
High Frequency | Breast | 50 | 25 | 11 | 17 | 13 | 13 | 13 | 16 |
100 | 32 | 26 | 29 | 20 | 21 | 20 | 22 | ||
150 | 40 | 33 | 39 | 26 | 29 | 26 | 28 | ||
200 | 43 | 41 | 40 | 27 | 38 | 31 | 34 | ||
Lung | 50 | 21 | 15 | 15 | 9 | 11 | 8 | 10 | |
100 | 32 | 22 | 23 | 12 | 19 | 16 | 19 | ||
150 | 39 | 26 | 27 | 12 | 27 | 20 | 22 | ||
200 | 43 | 35 | 29 | 12 | 30 | 29 | 25 | ||
Prostate | 50 | 15 | 6 | 9 | 1 | 12 | 10 | 7 | |
100 | 20 | 8 | 14 | 1 | 16 | 11 | 9 | ||
150 | 21 | 10 | 16 | 10 | 19 | 12 | 11 | ||
200 | 23 | 13 | 17 | 10 | 20 | 14 | 13 |
The table shows the number of driver genes identified by our method and other six methods with low variation frequency (mutated less or equal to three samples) or high variation frequency (mutated more than three samples) for each cancer type