Simulation-based Bayesian deep learning enables uncertainty-aware tumor fraction estimation in cell-free DNA
Hadas Volkov, Maria Raitses‐Gurevich, Meitar Grad, Rani Shlayem, Artem Danilevsky, Tami Rubinek, Malka Gorfine, Noam Shomron
This paper introduces purNPE, a Bayesian deep learning framework for estimating tumor fraction in cell-free DNA without labeled cancer samples, achieving comparable performance to existing methods.
BioData Mining · Aug 6, 2026Peer-reviewedBioinformatics