TABLE II.
Simulation model | n | p | True discovery rate | True non-discovery rate | ||||
---|---|---|---|---|---|---|---|---|
cPLS | glasso | WGCNA | cPLS | glasso | WGCNA | |||
Overdispersed Poisson | 20 | 100 | 0.879 | 0.000 | 0.054 | 0.995 | 0.984 | 0.999 |
20 | 1000 | 0.979 | 0.000 | 0.074 | 0.992 | 0.976 | 0.999 | |
100 | 100 | 0.997 | 0.000 | 0.144 | 0.987 | 0.969 | 1.000 | |
100 | 1000 | 0.993 | 0.000 | 0.323 | 0.992 | 0.975 | 1.000 | |
Multinomial | 20 | 100 | 0.126 | 0.000 | 0.003 | 0.999 | 0.999 | 1.000 |
20 | 1000 | 0.076 | 0.000 | 0.000 | 1.000 | 1.000 | 1.000 | |
100 | 100 | 0.906 | 0.000 | 0.115 | 1.000 | 0.999 | 1.000 | |
100 | 1000 | 0.930 | 0.000 | 0.019 | 1.000 | 0.975 | 1.000 | |
SimSeq | 20 | 100 | 0.718 | 0.000 | 0.025 | 0.998 | 0.990 | 0.999 |
20 | 1000 | 0.112 | 0.000 | 0.002 | 1.000 | 0.999 | 1.000 | |
100 | 100 | 0.660 | 0.000 | 0.042 | 0.998 | 0.990 | 0.999 | |
100 | 1000 | 0.164 | 0.000 | 0.003 | 1.000 | 0.999 | 1.000 |