A framework for clinical cancer subtyping from nucleosome profiling of cell-free DNA.
Ontology highlight
ABSTRACT: Cell-free DNA (cfDNA) has the potential to inform tumor subtype classification and help guide clinical precision oncology. Here we develop Griffin, a framework for profiling nucleosome protection and accessibility from cfDNA to study the phenotype of tumors using as low as 0.1x coverage whole genome sequencing data. Griffin employs a GC correction procedure tailored to variable cfDNA fragment sizes, which generates a better representation of chromatin accessibility and improves the accuracy of cancer detection and tumor subtype classification. We demonstrate estrogen receptor subtyping from cfDNA in metastatic breast cancer. We predict estrogen receptor subtype in 139 patients with at least 5% detectable circulating tumor DNA with an area under the receive operator characteristic curve (AU
SUBMITTER: Doebley AL
PROVIDER: S-EPMC9719521 | biostudies-literature | 2022 Dec
REPOSITORIES: biostudies-literature
ACCESS DATA