Improving Multi-Tumor Biomarker Health Check-up Tests with Machine Learning Algorithms.

ML-derived algorithms, trained and validated by using a RWD, can significantly improve tumor marker-based screening for multiple types of early stage cancers, suggest the tissue of origin, and provide guidance for patient follow-up.