As mentioned before, the main purpose of kinome array experiments is to detect differentially phosphorylated peptides. Variance stabilization is a preprocessing step to increase accuracy of various downstream analyses to detect such peptides. Therefore, we suggest and use a set of quantitative performance measures to evaluate the effect of variance stabilization methods on the performance of peptide classification.