The smallest proportion of features in the optimal feature subset is CNS, ALL-AML, and MLL. On these datasets, the number of optimal feature subsets obtained by HFIA is less than 28% of the minimum value of other methods. This evidence concerns the gene KMT2A and acute myeloid leukemia.