Analysis of feature importance of the trained classifiers on the top 44 genes of PC1 for the LumA versus LumB comparison determined RACGAP1, a putative oncogene in breast cancer, to be associated with the highest averaged information ranking. This evidence concerns the gene RACGAP1 and breast cancer.