Research Article

Variations in the Intragene Methylation Profiles Hallmark Induced Pluripotency

Table 1

ESCs versus iPSCs classification performance for linear regression and random forest based algorithms and for different types of intragene methylation measures, taken separately or together. Standard deviations of the estimates are given in parenthesis.

Features typeType I errorType II errorMisclassification
error

Logistic regression

MEAN 0.12 (0.15)0.00 (0.00)0.04 (0.05)
VAR 0.05 (0.10)0.07 (0.08)0.06 (0.05)
DEV 0.00 (0.00)0.07 (0.08)0.04 (0.05)
DERIV 0.00 (0.00)0.03 (0.07)0.02 (0.04)
ASYMM 0.00 (0.00)0.03 (0.07)0.02 (0.04)
All features0.00 (0.00)0.03 (0.07)0.02 (0.04)

Random forest

MEAN 0.00 (0.00)0.03 (0.07)0.02 (0.04)
VAR 0.00 (0.00)0.07 (0.08)0.04 (0.05)
DEV 0.07 (0.13)0.07 (0.08)0.06 (0.05)
DERIV 0.00 (0.00)0.07 (0.08)0.04 (0.05)
ASYMM 0.07 (0.13)0.07 (0.08)0.06 (0.05)
All features 0.00 (0.00)0.07 (0.08)0.04 (0.05)