ZNF154 and cancer: 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.