After looking through papers, only 4 genes of these prognostic markers have been verified to be relavant with according cancers, including CCL4 [31, 32] in COAD, CACNA2D3 [33, 34] and SMO [35–37] in ESCA, and IL23R [38] in LUAD. Here, IL23R is linked to cancer.