We conclude that EpiClass is generalizable to individual or multiple biomarker panels, applicable to sequencing in addition to DNA melting data, performs as well as CancerDetector for classification of cancer-positive liquid biopsy samples, and that ZNF154 may also be an effective biomarker for detection of diverse cancer types, including liver and ovarian cancers. Here, ZNF154 is linked to ovarian cancer.