Science · 2018 · 2.8K citations · 31 references
MedicineOncologyCancer ScreeningMolecular DiagnosticsMolecular OncologyCancer BiomarkersCancer DetectionCancer DiagnosisCancer Molecular DiagnosticsEarly Cancer DetectionMalignant NeoplasmsCancer Biomarker DetectionCancer DiagnosticsCirculating Cell-free Dna AnalysisCirculating Tumor BiomarkersCirculating Tumor Dna DetectionCirculating Tumor Dna TestingCirculating Tumor MarkersCirculating Tumor Protein Biomarkers
Earlier detection is key to reducing cancer deaths. The study presents a blood test that detects eight common cancer types by measuring circulating proteins and cell‑free DNA mutations. CancerSEEK, which measures circulating proteins and cell‑free DNA mutations, was applied to 1,005 patients with nonmetastatic cancers across eight organ sites. CancerSEEK detected a median of 70 % of cases, achieving 69–98 % sensitivity for five cancers lacking screening tests, >99 % specificity (7/812 false positives), and localized tumors in 83 % of patients.
Earlier detection is key to reducing cancer deaths. Here, we describe a blood test that can detect eight common cancer types through assessment of the levels of circulating proteins and mutations in cell-free DNA. We applied this test, called CancerSEEK, to 1005 patients with nonmetastatic, clinically detected cancers of the ovary, liver, stomach, pancreas, esophagus, colorectum, lung, or breast. CancerSEEK tests were positive in a median of 70% of the eight cancer types. The sensitivities ranged from 69 to 98% for the detection of five cancer types (ovary, liver, stomach, pancreas, and esophagus) for which there are no screening tests available for average-risk individuals. The specificity of CancerSEEK was greater than 99%: only 7 of 812 healthy controls scored positive. In addition, CancerSEEK localized the cancer to a small number of anatomic sites in a median of 83% of the patients.
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Classification and Regression by randomForest
Andy Liaw, Matthew C. Wiener · 2007 · 18.4K citations
Rebecca L. Siegel, Kimberly D. Miller, Ahmedin Jemal · CA A Cancer Journal for Clinicians · 2017 · 15K citations · Full text