Many of the most well-known cancer driver genes (EGFR, TP53, CDKN2A, APC, and PIK3CA) were found to have dense SGA weight signatures and weights with larger values relative to the other genes we analyzed, reinforcing the importance of these genes in driving cancer gene expression and the validity of our models. This evidence concerns the gene EGFR and cancer.