However, two cancer antigens, CA-125 and CA 19-9, along with EGF-R, a truncated signaling receptor associated with cell growth and differentiation, and the inflammatory marker C-reactive protein are involved in the majority of initial decisions in the voting structure and primarily drive the performance of the classifier. This evidence concerns the gene EGFR and cancer.