In addition, HBP1 and SFRP1 included in the models (Additional file 1) are known to function as suppressors of cancer progression by suppressing β-catenin transactivation [28], and cell adhesion-related genes are involved in tumor invasion or metastasis. This evidence concerns the gene SFRP1 and neoplasm.