Sensitive and specific multi-cancer detection and localization using methylation signatures in cell-free DNA Journal Article


Authors: Liu, M. C.; Oxnard, G. R.; Klein, E. A.; Swanton, C.; Seiden, M. V.; on behalf of the CCGA Consortium
Contributor: Abu-Rustum, N. R.
Article Title: Sensitive and specific multi-cancer detection and localization using methylation signatures in cell-free DNA
Abstract: Background: Early cancer detection could identify tumors at a time when outcomes are superior and treatment is less morbid. This prospective case-control sub-study (from NCT02889978 and NCT03085888) assessed the performance of targeted methylation analysis of circulating cell-free DNA (cfDNA) to detect and localize multiple cancer types across all stages at high specificity. Participants and methods: The 6689 participants [2482 cancer (>50 cancer types), 4207 non-cancer] were divided into training and validation sets. Plasma cfDNA underwent bisulfite sequencing targeting a panel of >100 000 informative methylation regions. A classifier was developed and validated for cancer detection and tissue of origin (TOO) localization. Results: Performance was consistent in training and validation sets. In validation, specificity was 99.3% [95% confidence interval (CI): 98.3% to 99.8%; 0.7% false-positive rate (FPR)]. Stage I–III sensitivity was 67.3% (CI: 60.7% to 73.3%) in a pre-specified set of 12 cancer types (anus, bladder, colon/rectum, esophagus, head and neck, liver/bile-duct, lung, lymphoma, ovary, pancreas, plasma cell neoplasm, stomach), which account for ∼63% of US cancer deaths annually, and was 43.9% (CI: 39.4% to 48.5%) in all cancer types. Detection increased with increasing stage: in the pre-specified cancer types sensitivity was 39% (CI: 27% to 52%) in stage I, 69% (CI: 56% to 80%) in stage II, 83% (CI: 75% to 90%) in stage III, and 92% (CI: 86% to 96%) in stage IV. In all cancer types sensitivity was 18% (CI: 13% to 25%) in stage I, 43% (CI: 35% to 51%) in stage II, 81% (CI: 73% to 87%) in stage III, and 93% (CI: 87% to 96%) in stage IV. TOO was predicted in 96% of samples with cancer-like signal; of those, the TOO localization was accurate in 93%. Conclusions: cfDNA sequencing leveraging informative methylation patterns detected more than 50 cancer types across stages. Considering the potential value of early detection in deadly malignancies, further evaluation of this test is justified in prospective population-level studies. © 2020 The Authors
Keywords: controlled study; human tissue; unclassified drug; methylation; cancer localization; united states; pancreas cancer; cancer staging; cancer diagnosis; diagnostic accuracy; sensitivity and specificity; ovary cancer; lung cancer; plasmacytoma; bladder cancer; dna methylation; cancer mortality; confidence interval; dna; head and neck cancer; colon cancer; lymphoma; stomach cancer; liver cancer; anus cancer; esophagus cancer; rectum cancer; false positive result; multiple cancer; bile duct cancer; diagnostic test accuracy study; high throughput sequencing; next-generation sequencing; dna sequencing; cancer; human; female; priority journal; article; cell free dna; cell-free dna; cell free nucleic acid; bisulfite sequencing
Journal Title: Annals of Oncology
Volume: 31
Issue: 6
ISSN: 0923-7534
Publisher: Oxford University Press  
Date Published: 2020-06-01
Start Page: 745
End Page: 759
Language: English
DOI: 10.1016/j.annonc.2020.02.011
PROVIDER: scopus
PUBMED: 33506766
PMCID: PMC8274402
DOI/URL:
Notes: Article -- Source: Scopus
Altmetric
Citation Impact
BMJ Impact Analytics
MSK Authors