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Prognostic Significance of Blood-Based Multi-cancer Detection in Plasma Cell-Free DNA
PURPOSE: We recently reported the development of a cell-free DNA (cfDNA) targeted methylation (TM)-based sequencing approach for a multi-cancer early detection (MCED) test that includes cancer signal origin prediction. Here, we evaluated the prognostic significance of cancer detection by the MCED te...
Autores principales: | , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
American Association for Cancer Research
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9401481/ https://www.ncbi.nlm.nih.gov/pubmed/34088722 http://dx.doi.org/10.1158/1078-0432.CCR-21-0417 |
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author | Chen, Xiaoji Dong, Zhao Hubbell, Earl Kurtzman, Kathryn N. Oxnard, Geoffrey R. Venn, Oliver Melton, Collin Clarke, Christina A. Shaknovich, Rita Ma, Ting Meixiong, Gerry Seiden, Michael V. Klein, Eric A. Fung, Eric T. Liu, Minetta C. |
author_facet | Chen, Xiaoji Dong, Zhao Hubbell, Earl Kurtzman, Kathryn N. Oxnard, Geoffrey R. Venn, Oliver Melton, Collin Clarke, Christina A. Shaknovich, Rita Ma, Ting Meixiong, Gerry Seiden, Michael V. Klein, Eric A. Fung, Eric T. Liu, Minetta C. |
author_sort | Chen, Xiaoji |
collection | PubMed |
description | PURPOSE: We recently reported the development of a cell-free DNA (cfDNA) targeted methylation (TM)-based sequencing approach for a multi-cancer early detection (MCED) test that includes cancer signal origin prediction. Here, we evaluated the prognostic significance of cancer detection by the MCED test using longitudinal follow-up data. EXPERIMENTAL DESIGN: As part of a Circulating Cell-free Genome Atlas (CCGA) substudy, plasma cfDNA samples were sequenced using a TM approach, and machine learning classifiers predicted cancer status and cancer signal origin. Overall survival (OS) of cancer participants in the first 3 years of follow-up was evaluated in relation to cancer detection by the MCED test and clinical characteristics. RESULTS: Cancers not detected by the MCED test had significantly better OS (P < 0.0001) than cancers detected, even after accounting for other covariates, including clinical stage and method of clinical diagnosis (i.e., standard-of-care screening or clinical presentation with signs/symptoms). Additionally, cancers not detected by the MCED test had better OS than was expected when data were adjusted for age, stage, and cancer type from the Surveillance, Epidemiology, and End Results (SEER) program. In cancers with current screening options, the MCED test also differentiated more aggressive cancers from less aggressive cancers (P < 0.0001). CONCLUSIONS: Cancer detection by the MCED test was prognostic beyond clinical stage and method of diagnosis. Cancers not detected by the MCED test had better prognosis than cancers detected and SEER-based expected survival. Cancer detection and prognosis may be linked by the underlying biological factor of tumor fraction in cfDNA. |
format | Online Article Text |
id | pubmed-9401481 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | American Association for Cancer Research |
record_format | MEDLINE/PubMed |
spelling | pubmed-94014812023-01-05 Prognostic Significance of Blood-Based Multi-cancer Detection in Plasma Cell-Free DNA Chen, Xiaoji Dong, Zhao Hubbell, Earl Kurtzman, Kathryn N. Oxnard, Geoffrey R. Venn, Oliver Melton, Collin Clarke, Christina A. Shaknovich, Rita Ma, Ting Meixiong, Gerry Seiden, Michael V. Klein, Eric A. Fung, Eric T. Liu, Minetta C. Clin Cancer Res Precision Medicine and Imaging PURPOSE: We recently reported the development of a cell-free DNA (cfDNA) targeted methylation (TM)-based sequencing approach for a multi-cancer early detection (MCED) test that includes cancer signal origin prediction. Here, we evaluated the prognostic significance of cancer detection by the MCED test using longitudinal follow-up data. EXPERIMENTAL DESIGN: As part of a Circulating Cell-free Genome Atlas (CCGA) substudy, plasma cfDNA samples were sequenced using a TM approach, and machine learning classifiers predicted cancer status and cancer signal origin. Overall survival (OS) of cancer participants in the first 3 years of follow-up was evaluated in relation to cancer detection by the MCED test and clinical characteristics. RESULTS: Cancers not detected by the MCED test had significantly better OS (P < 0.0001) than cancers detected, even after accounting for other covariates, including clinical stage and method of clinical diagnosis (i.e., standard-of-care screening or clinical presentation with signs/symptoms). Additionally, cancers not detected by the MCED test had better OS than was expected when data were adjusted for age, stage, and cancer type from the Surveillance, Epidemiology, and End Results (SEER) program. In cancers with current screening options, the MCED test also differentiated more aggressive cancers from less aggressive cancers (P < 0.0001). CONCLUSIONS: Cancer detection by the MCED test was prognostic beyond clinical stage and method of diagnosis. Cancers not detected by the MCED test had better prognosis than cancers detected and SEER-based expected survival. Cancer detection and prognosis may be linked by the underlying biological factor of tumor fraction in cfDNA. American Association for Cancer Research 2021-08-01 2021-06-04 /pmc/articles/PMC9401481/ /pubmed/34088722 http://dx.doi.org/10.1158/1078-0432.CCR-21-0417 Text en ©2021 The Authors; Published by the American Association for Cancer Research https://creativecommons.org/licenses/by-nc-nd/4.0/This open access article is distributed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International (CC BY-NC-ND 4.0) license. |
spellingShingle | Precision Medicine and Imaging Chen, Xiaoji Dong, Zhao Hubbell, Earl Kurtzman, Kathryn N. Oxnard, Geoffrey R. Venn, Oliver Melton, Collin Clarke, Christina A. Shaknovich, Rita Ma, Ting Meixiong, Gerry Seiden, Michael V. Klein, Eric A. Fung, Eric T. Liu, Minetta C. Prognostic Significance of Blood-Based Multi-cancer Detection in Plasma Cell-Free DNA |
title | Prognostic Significance of Blood-Based Multi-cancer Detection in Plasma Cell-Free DNA |
title_full | Prognostic Significance of Blood-Based Multi-cancer Detection in Plasma Cell-Free DNA |
title_fullStr | Prognostic Significance of Blood-Based Multi-cancer Detection in Plasma Cell-Free DNA |
title_full_unstemmed | Prognostic Significance of Blood-Based Multi-cancer Detection in Plasma Cell-Free DNA |
title_short | Prognostic Significance of Blood-Based Multi-cancer Detection in Plasma Cell-Free DNA |
title_sort | prognostic significance of blood-based multi-cancer detection in plasma cell-free dna |
topic | Precision Medicine and Imaging |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9401481/ https://www.ncbi.nlm.nih.gov/pubmed/34088722 http://dx.doi.org/10.1158/1078-0432.CCR-21-0417 |
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