Effects of preprocessing methods on gene selection under the null hypothesis of no association between genes and the bacterial phenotype in the Candidemia dataset [11].

The phenotype variable was randomly permuted 10,000 times. On each permutation, we applied a given preprocessing method and then performed gene selection using a two-sample t-test with the false discovery rate (FDR) correction at level 0.2 [32], [33].