MetDecode: methylation-based deconvolution of cell-free DNA for non-invasive multi-cancer typing

Author:

Sudhakaran Dhanya,Tuveri Stefania,Passemiers Antoine,Jatsenko Tatjana,Laga Tina,Punie Kevin,Tejpar Sabine,Coosemans An,Nieuwenhuysen Els Van,Timmerman Dirk,Floris Giuseppe,Rompuy Anne-Sophie Van,Sagaert Xavier,Testa Antonia,Ficherova Daniela,Raimondi Daniele,Amant Frederic,Lenaerts Liesbeth,Moreau Yves,Vermeesch Joris R.ORCID

Abstract

AbstractCell-free DNA (cfDNA) mediated early cancer detection is based on detecting alterations in the cfDNA components. However, the underlying pathology can usually not be readily identified. We built a reference atlas based on the methylome of multiple cancer and blood-cell types and developed MetDecode, an epigenetic signature-based deconvolution algorithm. MetDecode accurately estimates the tumour proportion inin-silicomixtures and identifies the tissue of origin in 81.25% cfDNA samples from cancer patients. This method will complement cancer screening programs and guide clinical follow-up.

Publisher

Cold Spring Harbor Laboratory

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