Table 6. Network selection summaries for pelvic lymph node ratio.
# Features Filtered | # Network Features Selected | Filtering+SCCA | |
---|---|---|---|
Filtering Technique | (# Selected in Unfiltered Network) | (# Selected in Unfiltered Network) | Run time (mins) |
Unfiltered | M = 1607, R = 174 | 0+ 7.3 | |
SuMO-Fil | M = 3554(0), R = 466(0) | M = 648(648), R = 79(79) | 0.5+ 5.3 |
Low Means | M = 4668(226), R = 1594(105) | M = 548(59), R = 20(20) | <0.1+ 4.6 |
Low Variance | M = 6749(531), R = 1933(166) | M = 927(686), R = 9(7) | <0.1+ 3.3 |
Supervised SCCA [15] was performed on the unfiltered data, after SuMO-Fil, after low mean filtering, and after low variance filtering. Run times and the number of features are summarized. Let M denote DNA methylation and R denote gene expression.