Prognostic Significance of Blood-Based Multi-cancer Detection in Plasma Cell-Free DNA

被引:88
作者
Chen, Xiaoji [1 ]
Dong, Zhao [1 ]
Hubbell, Earl [1 ]
Kurtzman, Kathryn N. [1 ]
Oxnard, Geoffrey R. [2 ]
Venn, Oliver [1 ]
Melton, Collin [1 ]
Clarke, Christina A. [1 ]
Shaknovich, Rita [1 ]
Ma, Ting [1 ]
Meixiong, Gerry [1 ]
Seiden, Michael V. [3 ]
Klein, Eric A. [4 ]
Fung, Eric T. [1 ]
Liu, Minetta C. [5 ]
机构
[1] GRAIL Inc, Menlo Pk, CA USA
[2] Dana Farber Canc Inst, Boston, MA 02115 USA
[3] US Oncol Res, The Woodlands, TX USA
[4] Cleveland Clin, Glickman Urol & Kidney Inst, Cleveland, OH 44106 USA
[5] Mayo Clin, Div Med Oncol, Dept Oncol, 200 First St SW, Rochester, MN 55905 USA
关键词
LUNG-CANCER; TUMOR FRACTION; METHYLATION; MORTALITY; STAGE; OVERDIAGNOSIS; SURVIVAL; DIAGNOSIS; PROSTATE;
D O I
10.1158/1078-0432.CCR-21-0417
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
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 ciDNA.
引用
收藏
页码:4221 / 4229
页数:9
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