Numerical indices based on circulating tumor DNA for the evaluation of therapeutic response and disease progression in lung cancer patients

被引:16
作者
Kato, Kikuya [1 ]
Uchida, Junji [2 ]
Kukita, Yoji [1 ]
Kumagai, Toru [2 ]
Nishino, Kazumi [2 ]
Inoue, Takako [2 ]
Kimura, Madoka [2 ]
Oba, Shigeyuki [3 ]
Imamura, Fumio [2 ]
机构
[1] Osaka Med Ctr Canc & Cardiovasc Dis, Res Inst, Dept Mol & Med Genet, Osaka, Japan
[2] Osaka Med Ctr Canc & Cardiovasc Dis, Dept Thorac Oncol, Osaka, Japan
[3] Kyoto Univ, Grad Sch Informat, Kyoto, Japan
关键词
ACQUIRED-RESISTANCE; EGFR; MUTATIONS; GEFITINIB; EVOLUTION;
D O I
10.1038/srep29093
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
Monitoring of disease/therapeutic conditions is an important application of circulating tumor DNA (ctDNA). We devised numerical indices, based on ctDNA dynamics, for therapeutic response and disease progression. 52 lung cancer patients subjected to the EGFR-TKI treatment were prospectively collected, and ctDNA levels represented by the activating and T790M mutations were measured using deep sequencing. Typically, ctDNA levels decreased sharply upon initiation of EGFR-TKI, however this did not occur in progressive disease (PD) cases. All 3 PD cases at initiation of EGFR-TKI were separated from other 27 cases in a two-dimensional space generated by the ratio of the ctDNA levels before and after therapy initiation (mutation allele ratio in therapy, MART) and the average ctDNA level. For responses to various agents after disease progression, PD/stable disease cases were separated from partial response cases using MART (accuracy, 94.7%; 95% CI, 73.5-100). For disease progression, the initiation of ctDNA elevation (initial positive point) was compared with the onset of objective disease progression. In 11 out of 28 eligible patients, both occurred within +/- 100 day range, suggesting a detection of the same change in disease condition. Our numerical indices have potential applicability in clinical practice, pending confirmation with designed prospective studies.
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页数:9
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共 23 条
[1]   Detection of Circulating Tumor DNA in Early- and Late-Stage Human Malignancies [J].
Bettegowda, Chetan ;
Sausen, Mark ;
Leary, Rebecca J. ;
Kinde, Isaac ;
Wang, Yuxuan ;
Agrawal, Nishant ;
Bartlett, Bjarne R. ;
Wang, Hao ;
Luber, Brandon ;
Alani, Rhoda M. ;
Antonarakis, Emmanuel S. ;
Azad, Nilofer S. ;
Bardelli, Alberto ;
Brem, Henry ;
Cameron, John L. ;
Lee, Clarence C. ;
Fecher, Leslie A. ;
Gallia, Gary L. ;
Gibbs, Peter ;
Le, Dung ;
Giuntoli, Robert L. ;
Goggins, Michael ;
Hogarty, Michael D. ;
Holdhoff, Matthias ;
Hong, Seung-Mo ;
Jiao, Yuchen ;
Juhl, Hartmut H. ;
Kim, Jenny J. ;
Siravegna, Giulia ;
Laheru, Daniel A. ;
Lauricella, Calogero ;
Lim, Michael ;
Lipson, Evan J. ;
Marie, Suely Kazue Nagahashi ;
Netto, George J. ;
Oliner, Kelly S. ;
Olivi, Alessandro ;
Olsson, Louise ;
Riggins, Gregory J. ;
Sartore-Bianchi, Andrea ;
Schmidt, Kerstin ;
Shih, Ie-Ming ;
Oba-Shinjo, Sueli Mieko ;
Siena, Salvatore ;
Theodorescu, Dan ;
Tie, Jeanne ;
Harkins, Timothy T. ;
Veronese, Silvio ;
Wang, Tian-Li ;
Weingart, Jon D. .
SCIENCE TRANSLATIONAL MEDICINE, 2014, 6 (224)
[2]   AZD9291, an Irreversible EGFR TKI, Overcomes T790M-Mediated Resistance to EGFR Inhibitors in Lung Cancer [J].
Cross, Darren A. E. ;
Ashton, Susan E. ;
Ghiorghiu, Serban ;
Eberlein, Cath ;
Nebhan, Caroline A. ;
Spitzler, Paula J. ;
Orme, Jonathon P. ;
Finlay, M. Raymond V. ;
Ward, Richard A. ;
Mellor, Martine J. ;
Hughes, Gareth ;
Rahi, Amar ;
Jacobs, Vivien N. ;
Brewer, Monica Red ;
Ichihara, Eiki ;
Sun, Jing ;
Jin, Hailing ;
Ballard, Peter ;
Al-Kadhimi, Katherine ;
Rowlinson, Rachel ;
Klinowska, Teresa ;
Richmond, Graham H. P. ;
Cantarini, Mireille ;
Kim, Dong-Wan ;
Ranson, Malcolm R. ;
Pao, William .
CANCER DISCOVERY, 2014, 4 (09) :1046-1061
[3]   Liquid Biopsies: Genotyping Circulating Tumor DNA [J].
Diaz, Luis A. ;
Bardelli, Alberto .
JOURNAL OF CLINICAL ONCOLOGY, 2014, 32 (06) :579-+
[4]   The molecular evolution of acquired resistance to targeted EGFR blockade in colorectal cancers [J].
Diaz, Luis A., Jr. ;
Williams, Richard T. ;
Wu, Jian ;
Kinde, Isaac ;
Hecht, J. Randolph ;
Berlin, Jordan ;
Allen, Benjamin ;
Bozic, Ivana ;
Reiter, Johannes G. ;
Nowak, Martin A. ;
Kinzler, Kenneth W. ;
Oliner, Kelly S. ;
Vogelstein, Bert .
NATURE, 2012, 486 (7404) :537-540
[5]   Circulating mutant DNA to assess tumor dynamics [J].
Diehl, Frank ;
Schmidt, Kerstin ;
Choti, Michael A. ;
Romans, Katharine ;
Goodman, Steven ;
Li, Meng ;
Thornton, Katherine ;
Agrawal, Nishant ;
Sokoll, Lori ;
Szabo, Steve A. ;
Kinzler, Kenneth W. ;
Vogelstein, Bert ;
Diaz, Luis A., Jr. .
NATURE MEDICINE, 2008, 14 (09) :985-990
[6]   Gefitinib Treatment in EGFR Mutated Caucasian NSCLC Circulating-Free Tumor DNA as a Surrogate for Determination of EGFR Status [J].
Douillard, Jean-Yves ;
Ostoros, Gyula ;
Cobo, Manuel ;
Ciuleanu, Tudor ;
Cole, Rebecca ;
McWalter, Gael ;
Walker, Jill ;
Dearden, Simon ;
Webster, Alan ;
Milenkova, Tsveta ;
McCormack, Rose .
JOURNAL OF THORACIC ONCOLOGY, 2014, 9 (09) :1345-1353
[7]   New response evaluation criteria in solid tumours: Revised RECIST guideline (version 1.1) [J].
Eisenhauer, E. A. ;
Therasse, P. ;
Bogaerts, J. ;
Schwartz, L. H. ;
Sargent, D. ;
Ford, R. ;
Dancey, J. ;
Arbuck, S. ;
Gwyther, S. ;
Mooney, M. ;
Rubinstein, L. ;
Shankar, L. ;
Dodd, L. ;
Kaplan, R. ;
Lacombe, D. ;
Verweij, J. .
EUROPEAN JOURNAL OF CANCER, 2009, 45 (02) :228-247
[8]   Monitoring of treatment responses and clonal evolution of tumor cells by circulating tumor DNA of heterogeneous mutant EGFR genes in lung cancer [J].
Imamura, Fumio ;
Uchida, Junji ;
Kukita, Yoji ;
Kumagai, Toru ;
Nishino, Kazumi ;
Inoue, Takako ;
Kimura, Madoka ;
Oba, Shigeyuki ;
Kato, Kikuya .
LUNG CANCER, 2016, 94 :68-73
[9]   High-fidelity target sequencing of individual molecules identified using barcode sequences: de novo detection and absolute quantitation of mutations in plasma cell-free DNA from cancer patients [J].
Kukita, Yoji ;
Matoba, Ryo ;
Uchida, Junji ;
Hamakawa, Takuya ;
Doki, Yuichiro ;
Imamura, Fumio ;
Kato, Kikuya .
DNA RESEARCH, 2015, 22 (04) :269-277
[10]   Quantitative Identification of Mutant Alleles Derived from Lung Cancer in Plasma Cell-Free DNA via Anomaly Detection Using Deep Sequencing Data [J].
Kukita, Yoji ;
Uchida, Junji ;
Oba, Shigeyuki ;
Nishino, Kazumi ;
Kumagai, Toru ;
Taniguchi, Kazuya ;
Okuyama, Takako ;
Imamura, Fumio ;
Kato, Kikuya .
PLOS ONE, 2013, 8 (11)