Cost-effective methylome sequencing of cell-free DNA for accurately detecting and locating cancer

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 con...

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Veröffentlicht in:Nature communications 2022-09, Vol.13 (1), p.5566-5566, Article 5566
Hauptverfasser: Stackpole, Mary L., Zeng, Weihua, Li, Shuo, Liu, Chun-Chi, Zhou, Yonggang, He, Shanshan, Yeh, Angela, Wang, Ziye, Sun, Fengzhu, Li, Qingjiao, Yuan, Zuyang, Yildirim, Asli, Chen, Pin-Jung, Winograd, Paul, Tran, Benjamin, Lee, Yi-Te, Li, Paul Shize, Noor, Zorawar, Yokomizo, Megumi, Ahuja, Preeti, Zhu, Yazhen, Tseng, Hsian-Rong, Tomlinson, James S., Garon, Edward, French, Samuel, Magyar, Clara E., Dry, Sarah, Lajonchere, Clara, Geschwind, Daniel, Choi, Gina, Saab, Sammy, Alber, Frank, Wong, Wing Hung, Dubinett, Steven M., Aberle, Denise R., Agopian, Vatche, Han, Steven-Huy B., Ni, Xiaohui, Li, Wenyuan, Zhou, Xianghong Jasmine
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Sprache:eng
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Zusammenfassung: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. Early cancer detection by cell-free DNA (cfDNA) is challenged by the low amount of tumour DNA in cfDNA, tumour heterogeneity and the small patient cohorts. Here, the authors develop a method, cfMethyl-Seq, for cost-effective methylome profiling of cfDNA and for detecting and locating cancer.
ISSN:2041-1723
2041-1723
DOI:10.1038/s41467-022-32995-6