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

Mary L StackpoleWeihua ZengShuo LiChun-Chi LiuYonggang ZhouShanshan HeAngela YehZiye WangFengzhu SunQingjiao LiZuyang YuanAsli YildirimPin-Jung ChenPaul WinogradBenjamin TranYi-Te LeePaul Shize LiZorawar NoorMegumi YokomizoPreeti AhujaYazhen ZhuHsian-Rong TsengJames S TomlinsonEdward B GaronSamuel W FrenchClara E MagyarSarah DryClara LajonchereDaniel H GeschwindGina ChoiSammy SaabFrank AlberWing Hung WongSteven M DubinettDenise R AberleVatche G AgopianSteven-Huy B HanXiaohui NiWenyuan LiXianghong Jasmine Zhou
Published in: Nature communications (2022)
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.
Keyphrases
  • papillary thyroid
  • early stage
  • squamous cell
  • single cell
  • lymph node metastasis
  • healthcare
  • gene expression
  • radiation therapy
  • high throughput
  • case report
  • lymph node
  • patient reported outcomes