From: Revisiting genetic artifacts on DNA methylation microarrays exposes novel biological implications
UMtools | |||||
Tool | Scale | Purpose | |||
U/M plot | Targeted | Cluster visualization | |||
bGMM | Targeted | Cluster assignment for a target number of clusters | |||
BC(CV) | Epigenome-wide | Ambivalence in noise-to-signal ratio detection | |||
corMZ(CV) | Epigenome-wide | Genetic control for noise-to-signal ratio | |||
K-caller | Epigenome-wide | Cluster counting | |||
Benchmarking | |||||
Markers | ChrY | ChrXinact | ChrXhypermeth + escape | SNP probes | |
# probes | 266 | 3,981 | 3,028 | 65 | |
Expected K | 2 | 2 | 1 (large n) | 3 | |
Probe failure in females | Yes | No | No | No | |
bGMM (K = 2 or 3) | Twin cluster assignment agreement | 0.994 | 0.991 | 0.479a | 0.997 |
BC(CVlogT) and corMZ(CV) | Genetics-related probe failure | 0.951 | 0.001 | 0.001 | 0.000 |
K-calling | Correct # clusters predicted | 0.977 | 0.902 | 0.999 | 1.000 |