Both external validation and IHC analysis consistently confirmed the associations of <i>CBY1</i>, <i>CASP8</i>, <i>PLOD1</i>, and several methylation sites (cg09907170, cg09395195, cg08129017, and cg14808739) with their corresponding cancers. Here, CBY1 is linked to cancer.