Sensitive tumour detection and classification using plasma cell-free DNA methylomes

被引:655
作者
Shen, Shu Yi [1 ]
Singhania, Rajat [1 ]
Fehringer, Gordon [2 ]
Chakravarthy, Ankur [1 ]
Roehrl, Michael H. A. [1 ,3 ,4 ]
Chadwick, Dianne [1 ]
Zuzarte, Philip C. [5 ]
Borgida, Ayelet [2 ]
Wang, Ting Ting [1 ,4 ]
Li, Tiantian [1 ]
Kis, Olena [1 ]
Zhao, Zhen [1 ]
Spreafico, Anna [1 ]
Medina, Tiago da Silva [1 ]
Wang, Yadon [1 ]
Roulois, David [1 ,6 ]
Ettayebi, Ilias [1 ,4 ]
Chen, Zhuo [1 ]
Chow, Signy [1 ]
Murphy, Tracy [1 ]
Arruda, Andrea [1 ]
O'Kane, Grainne M. [1 ]
Liu, Jessica [4 ]
Mansour, Mark [4 ]
McPherson, John D. [7 ]
O'Brien, Catherine [1 ]
Leighl, Natasha [1 ]
Bedard, Philippe L. [1 ]
Fleshner, Neil [1 ]
Liu, Geoffrey [1 ,4 ,8 ]
Minden, Mark D. [1 ]
Gallinger, Steven [9 ,10 ]
Goldenberg, Anna [11 ]
Pugh, Trevor J. [1 ,4 ]
Hoffman, Michael M. [1 ,4 ,11 ]
Bratman, Scott V. [1 ,4 ]
Hung, Rayjean J. [2 ,8 ]
De Carvalho, Daniel D. [1 ,4 ]
机构
[1] Univ Hlth Network, Princess Margaret Canc Ctr, Toronto, ON, Canada
[2] Sinai Hlth Syst, Lunenfeld Tanenbaum Res Inst, Toronto, ON, Canada
[3] Mem Sloan Kettering Canc Ctr, 1275 York Ave, New York, NY 10021 USA
[4] Univ Toronto, Dept Med Biophys, Toronto, ON, Canada
[5] Ontario Inst Canc Res, Genome Technol, Toronto, ON, Canada
[6] Univ Rennes 1, UMR S 1236, INSERM, Etab Francais Sang Bretagne, Rennes, France
[7] UC Davis Comprehens Canc Ctr, Dept Biochem & Mol Med, Sacramento, CA USA
[8] Univ Toronto, Dalla Lana Sch Publ Hlth, Div Epidemiol, Toronto, ON, Canada
[9] Mt Sinai Hosp, Lunenfeld Tanenbaum Res Inst, Fred Litwin Ctr Canc Genet, Toronto, ON, Canada
[10] Toronto Gen Hosp, Dept Surg, Toronto, ON, Canada
[11] Univ Toronto, Dept Comp Sci, Toronto, ON, Canada
基金
加拿大健康研究院;
关键词
READ ALIGNMENT; CANCER; METHYLATION; MUTATIONS; VALIDATION; SEQ;
D O I
10.1038/s41586-018-0703-0
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
The use of liquid biopsies for cancer detection and management is rapidly gaining prominence(1). Current methods for the detection of circulating tumour DNA involve sequencing somatic mutations using cell-free DNA, but the sensitivity of these methods may be low among patients with early-stage cancer given the limited number of recurrent mutations(2-5). By contrast, large-scale epigenetic alterations-which are tissue-and cancer-type specific-are not similarly constrained(6) and therefore potentially have greater ability to detect and classify cancers in patients with early-stage disease. Here we develop a sensitive, immunoprecipitation-based protocol to analyse the methylome of small quantities of circulating cellfree DNA, and demonstrate the ability to detect large-scale DNA methylation changes that are enriched for tumour-specific patterns. We also demonstrate robust performance in cancer detection and classification across an extensive collection of plasma samples from several tumour types. This work sets the stage to establish biomarkers for the minimally invasive detection, interception and classification of early-stage cancers based on plasma cell-free DNA methylation patterns.
引用
收藏
页码:579 / +
页数:21
相关论文
共 37 条
[1]   Next-Generation Sequencing of Circulating Tumor DNA for Early Cancer Detection [J].
Aravanis, Alexander M. ;
Lee, Mark ;
Klausner, Richard D. .
CELL, 2017, 168 (04) :571-574
[2]   Minfi: a flexible and comprehensive Bioconductor package for the analysis of Infinium DNA methylation microarrays [J].
Aryee, Martin J. ;
Jaffe, Andrew E. ;
Corrada-Bravo, Hector ;
Ladd-Acosta, Christine ;
Feinberg, Andrew P. ;
Hansen, Kasper D. ;
Irizarry, Rafael A. .
BIOINFORMATICS, 2014, 30 (10) :1363-1369
[3]   The Cancer Cell Line Encyclopedia enables predictive modelling of anticancer drug sensitivity [J].
Barretina, Jordi ;
Caponigro, Giordano ;
Stransky, Nicolas ;
Venkatesan, Kavitha ;
Margolin, Adam A. ;
Kim, Sungjoon ;
Wilson, Christopher J. ;
Lehar, Joseph ;
Kryukov, Gregory V. ;
Sonkin, Dmitriy ;
Reddy, Anupama ;
Liu, Manway ;
Murray, Lauren ;
Berger, Michael F. ;
Monahan, John E. ;
Morais, Paula ;
Meltzer, Jodi ;
Korejwa, Adam ;
Jane-Valbuena, Judit ;
Mapa, Felipa A. ;
Thibault, Joseph ;
Bric-Furlong, Eva ;
Raman, Pichai ;
Shipway, Aaron ;
Engels, Ingo H. ;
Cheng, Jill ;
Yu, Guoying K. ;
Yu, Jianjun ;
Aspesi, Peter, Jr. ;
de Silva, Melanie ;
Jagtap, Kalpana ;
Jones, Michael D. ;
Wang, Li ;
Hatton, Charles ;
Palescandolo, Emanuele ;
Gupta, Supriya ;
Mahan, Scott ;
Sougnez, Carrie ;
Onofrio, Robert C. ;
Liefeld, Ted ;
MacConaill, Laura ;
Winckler, Wendy ;
Reich, Michael ;
Li, Nanxin ;
Mesirov, Jill P. ;
Gabriel, Stacey B. ;
Getz, Gad ;
Ardlie, Kristin ;
Chan, Vivien ;
Myer, Vic E. .
NATURE, 2012, 483 (7391) :603-607
[4]   Noninvasive detection of cancer-associated genome-wide hypomethylation and copy number aberrations by plasma DNA bisulfite sequencing [J].
Chan, K. C. Allen ;
Jiang, Peiyong ;
Chan, Carol W. M. ;
Sun, Kun ;
Wong, John ;
Hui, Edwin P. ;
Chan, Stephen L. ;
Chan, Wing Cheong ;
Hui, David S. C. ;
Ng, Simon S. M. ;
Chan, Henry L. Y. ;
Wong, Cesar S. C. ;
Ma, Brigette B. Y. ;
Chan, Anthony T. C. ;
Lai, Paul B. S. ;
Sun, Hao ;
Chiu, Rossa W. K. ;
Lo, Y. M. Dennis .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2013, 110 (47) :18761-18768
[5]   Sensitive detection of somatic point mutations in impure and heterogeneous cancer samples [J].
Cibulskis, Kristian ;
Lawrence, Michael S. ;
Carter, Scott L. ;
Sivachenko, Andrey ;
Jaffe, David ;
Sougnez, Carrie ;
Gabriel, Stacey ;
Meyerson, Matthew ;
Lander, Eric S. ;
Getz, Gad .
NATURE BIOTECHNOLOGY, 2013, 31 (03) :213-219
[6]   Detection and localization of surgically resectable cancers with a multi-analyte blood test [J].
Cohen, Joshua D. ;
Li, Lu ;
Wang, Yuxuan ;
Thoburn, Christopher ;
Afsari, Bahman ;
Danilova, Ludmila ;
Douville, Christopher ;
Javed, Ammar A. ;
Wong, Fay ;
Mattox, Austin ;
Hruban, Ralph. H. ;
Wolfgang, Christopher L. ;
Goggins, Michael G. ;
Dal Molin, Marco ;
Wang, Tian-Li ;
Roden, Richard ;
Klein, Alison P. ;
Ptak, Janine ;
Dobbyn, Lisa ;
Schaefer, Joy ;
Silliman, Natalie ;
Popoli, Maria ;
Vogelstein, Joshua T. ;
Browne, James D. ;
Schoen, Robert E. ;
Brand, Randall E. ;
Tie, Jeanne ;
Gibbs, Peter ;
Wong, Hui-Li ;
Mansfield, Aaron S. ;
Jen, Jin ;
Hanash, Samir M. ;
Falconi, Massimo ;
Allen, Peter J. ;
Zhou, Shibin ;
Bettegowda, Chetan ;
Diaz, Luis A., Jr. ;
Tomasetti, Cristian ;
Kinzler, Kenneth W. ;
Vogelstein, Bert ;
Lennon, Anne Marie ;
Papadopoulos, Nickolas .
SCIENCE, 2018, 359 (6378) :926-+
[7]   A framework for variation discovery and genotyping using next-generation DNA sequencing data [J].
DePristo, Mark A. ;
Banks, Eric ;
Poplin, Ryan ;
Garimella, Kiran V. ;
Maguire, Jared R. ;
Hartl, Christopher ;
Philippakis, Anthony A. ;
del Angel, Guillermo ;
Rivas, Manuel A. ;
Hanna, Matt ;
McKenna, Aaron ;
Fennell, Tim J. ;
Kernytsky, Andrew M. ;
Sivachenko, Andrey Y. ;
Cibulskis, Kristian ;
Gabriel, Stacey B. ;
Altshuler, David ;
Daly, Mark J. .
NATURE GENETICS, 2011, 43 (05) :491-+
[8]   Liquid Biopsies: Genotyping Circulating Tumor DNA [J].
Diaz, Luis A. ;
Bardelli, Alberto .
JOURNAL OF CLINICAL ONCOLOGY, 2014, 32 (06) :579-+
[9]   Base-calling of automated sequencer traces using phred.: II.: Error probabilities [J].
Ewing, B ;
Green, P .
GENOME RESEARCH, 1998, 8 (03) :186-194
[10]  
Grunau C, 2001, Nucleic Acids Res, V29, pE65, DOI 10.1093/nar/29.13.e65