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Cost-effective methylome sequencing of cell-free DNA for accurately detecting and locating cancer
- Source :
- Nature communications, vol 13, iss 1
- Publication Year :
- 2022
- Publisher :
- Springer Science and Business Media LLC, 2022.
-
Abstract
- Early cancer detection by cell-free DNA faces multiple challenges: low fraction of tumor cell-free DNA, molecular heterogeneity of cancer, and sample sizes that are not sufficient to reflect diverse patient populations. Here, we develop a cancer detection approach to address these challenges. It consists of an assay, cfMethyl-Seq, for cost-effective sequencing of the cell-free DNA methylome (with > 12-fold enrichment over whole genome bisulfite sequencing in CpG islands), and a computational method to extract methylation information and diagnose patients. Applying our approach to 408 colon, liver, lung, and stomach cancer patients and controls, at 97.9% specificity we achieve 80.7% and 74.5% sensitivity in detecting all-stage and early-stage cancer, and 89.1% and 85.0% accuracy for locating tissue-of-origin of all-stage and early-stage cancer, respectively. Our approach cost-effectively retains methylome profiles of cancer abnormalities, allowing us to learn new features and expand to other cancer types as training cohorts grow.
- Subjects :
- screening and diagnosis
Multidisciplinary
Cost-Benefit Analysis
Lung Cancer
Human Genome
General Physics and Astronomy
General Chemistry
General Biochemistry, Genetics and Molecular Biology
Colo-Rectal Cancer
4.1 Discovery and preclinical testing of markers and technologies
Detection
Epigenome
Clinical Research
Stomach Neoplasms
Genetics
Humans
Digestive Diseases
Lung
Cell-Free Nucleic Acids
Early Detection of Cancer
Cancer
Subjects
Details
- ISSN :
- 20411723
- Volume :
- 13
- Database :
- OpenAIRE
- Journal :
- Nature Communications
- Accession number :
- edsair.doi.dedup.....3c6409ec866b5275eb7216b559d171e0
- Full Text :
- https://doi.org/10.1038/s41467-022-32995-6