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

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 det...

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Autores principales: Liu, M. C., Oxnard, G. R., Klein, E. A., Swanton, C., Seiden, M. V.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8274402/
https://www.ncbi.nlm.nih.gov/pubmed/33506766
http://dx.doi.org/10.1016/j.annonc.2020.02.011
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author Liu, M. C.
Oxnard, G. R.
Klein, E. A.
Swanton, C.
Seiden, M. V.
author_facet Liu, M. C.
Oxnard, G. R.
Klein, E. A.
Swanton, C.
Seiden, M. V.
author_sort Liu, M. C.
collection PubMed
description 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.
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spelling pubmed-82744022021-07-12 Sensitive and specific multi-cancer detection and localization using methylation signatures in cell-free DNA Liu, M. C. Oxnard, G. R. Klein, E. A. Swanton, C. Seiden, M. V. Ann Oncol Article 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. 2020-03-30 2020-06 /pmc/articles/PMC8274402/ /pubmed/33506766 http://dx.doi.org/10.1016/j.annonc.2020.02.011 Text en https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/ (https://creativecommons.org/licenses/by-nc-nd/4.0/) ).
spellingShingle Article
Liu, M. C.
Oxnard, G. R.
Klein, E. A.
Swanton, C.
Seiden, M. V.
Sensitive and specific multi-cancer detection and localization using methylation signatures in cell-free DNA
title Sensitive and specific multi-cancer detection and localization using methylation signatures in cell-free DNA
title_full Sensitive and specific multi-cancer detection and localization using methylation signatures in cell-free DNA
title_fullStr Sensitive and specific multi-cancer detection and localization using methylation signatures in cell-free DNA
title_full_unstemmed Sensitive and specific multi-cancer detection and localization using methylation signatures in cell-free DNA
title_short Sensitive and specific multi-cancer detection and localization using methylation signatures in cell-free DNA
title_sort sensitive and specific multi-cancer detection and localization using methylation signatures in cell-free dna
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8274402/
https://www.ncbi.nlm.nih.gov/pubmed/33506766
http://dx.doi.org/10.1016/j.annonc.2020.02.011
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