High-resolution deconstruction of evolution induced by chemotherapy treatments in breast cancer xenografts

被引:12
作者
Kim, Hyunsoo [1 ]
Kumar, Pooja [1 ]
Menghi, Francesca [1 ]
Noorbakhsh, Javad [1 ]
Cerveira, Eliza [1 ]
Ryan, Mallory [1 ]
Zhu, Qihui [1 ]
Ananda, Guruprasad [1 ]
George, Joshy [1 ]
Chen, Henry C. [2 ,3 ]
Mockus, Susan [1 ]
Zhang, Chengsheng [1 ]
Yang, Yan [2 ,3 ]
Keck, James [2 ,3 ]
Karuturi, R. Krishna Murthy [4 ]
Bult, Carol J. [4 ]
Lee, Charles [1 ,5 ]
Liu, Edison T. [4 ]
Chuang, Jeffrey H. [1 ,6 ]
机构
[1] Jackson Lab Genom Med, Farmington, CT 06030 USA
[2] Jackson Lab, Vivo Serv, JAX Mice, Clin Serv, Sacramento, CA 95838 USA
[3] Jackson Lab, Vivo Serv, JAX Mice, Res Serv, Sacramento, CA 95838 USA
[4] Jackson Lab, 600 Main St, Bar Harbor, ME 04609 USA
[5] Ewha Womans Univ, Dept Grad Studies Life Sci, Seoul 120750, South Korea
[6] UConn Hlth, Dept Genet & Genome Sci, Farmington, CT 06030 USA
关键词
COPY NUMBER ANALYSIS; CLONAL EVOLUTION; TUMOR HETEROGENEITY; ALLELE FREQUENCIES; DYNAMICS; GROWTH; METASTASIS; MUTATIONS; DISPERSAL; DISCOVERY;
D O I
10.1038/s41598-018-36184-8
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 processes by which tumors evolve are essential to the efficacy of treatment, but quantitative understanding of intratumoral dynamics has been limited. Although intratumoral heterogeneity is common, quantification of evolution is difficult from clinical samples because treatment replicates cannot be performed and because matched serial samples are infrequently available. To circumvent these problems we derived and assayed large sets of human triple-negative breast cancer xenografts and cell cultures from two patients, including 86 xenografts from cyclophosphamide, doxorubicin, cisplatin, docetaxel, or vehicle treatment cohorts as well as 45 related cell cultures. We assayed these samples via exome-seq and/or high-resolution droplet digital PCR, allowing us to distinguish complex therapy-induced selection and drift processes among endogenous cancer subclones with cellularity uncertainty <3%. For one patient, we discovered two predominant subclones that were granularly intermixed in all 48 co-derived xenograft samples. These two subclones exhibited differential chemotherapy sensitivity-when xenografts were treated with cisplatin for 3 weeks, the post-treatment volume change was proportional to the post-treatment ratio of subclones on a xenograft-to-xenograft basis. A subsequent cohort in which xenografts were treated with cisplatin, allowed a drug holiday, then treated a second time continued to exhibit this proportionality. In contrast, xenografts from other treatment cohorts, spatially dissected xenograft fragments, and cell cultures evolved in diverse ways but with substantial population bottlenecks. These results show that ecosystems susceptible to successive retreatment can arise spontaneously in breast cancer in spite of a background of irregular subclonal bottlenecks, and our work provides to our knowledge the first quantification of the population genetics of such a system. Intriguingly, in such an ecosystem the ratio of common subclones is predictive of the state of treatment susceptibility, showing how measurements of subclonal heterogeneity could guide treatment for some patients.
引用
收藏
页数:16
相关论文
共 54 条
[1]   The mathematics of cancer: integrating quantitative models [J].
Altrock, Philipp M. ;
Liu, Lin L. ;
Michor, Franziska .
NATURE REVIEWS CANCER, 2015, 15 (12) :730-745
[2]   An integrated map of genetic variation from 1,092 human genomes [J].
Altshuler, David M. ;
Durbin, Richard M. ;
Abecasis, Goncalo R. ;
Bentley, David R. ;
Chakravarti, Aravinda ;
Clark, Andrew G. ;
Donnelly, Peter ;
Eichler, Evan E. ;
Flicek, Paul ;
Gabriel, Stacey B. ;
Gibbs, Richard A. ;
Green, Eric D. ;
Hurles, Matthew E. ;
Knoppers, Bartha M. ;
Korbel, Jan O. ;
Lander, Eric S. ;
Lee, Charles ;
Lehrach, Hans ;
Mardis, Elaine R. ;
Marth, Gabor T. ;
McVean, Gil A. ;
Nickerson, Deborah A. ;
Schmidt, Jeanette P. ;
Sherry, Stephen T. ;
Wang, Jun ;
Wilson, Richard K. ;
Gibbs, Richard A. ;
Dinh, Huyen ;
Kovar, Christie ;
Lee, Sandra ;
Lewis, Lora ;
Muzny, Donna ;
Reid, Jeff ;
Wang, Min ;
Wang, Jun ;
Fang, Xiaodong ;
Guo, Xiaosen ;
Jian, Min ;
Jiang, Hui ;
Jin, Xin ;
Li, Guoqing ;
Li, Jingxiang ;
Li, Yingrui ;
Li, Zhuo ;
Liu, Xiao ;
Lu, Yao ;
Ma, Xuedi ;
Su, Zhe ;
Tai, Shuaishuai ;
Tang, Meifang .
NATURE, 2012, 491 (7422) :56-65
[3]   A Biobank of Breast Cancer Explants with Preserved Intra-tumor Heterogeneity to Screen Anticancer Compounds [J].
Bruna, Alejandra ;
Rueda, Oscar M. ;
Greenwood, Wendy ;
Batra, Ankita Sati ;
Callari, Maurizio ;
Batra, Rajbir Nath ;
Pogrebniak, Katherine ;
Sandoval, Jose ;
Cassidy, John W. ;
Tufegdzic-Vidakovic, Ana ;
Sammut, Stephen-John ;
Jones, Linda ;
Provenzano, Elena ;
Baird, Richard ;
Eirew, Peter ;
Hadfield, James ;
Eldridge, Matthew ;
McLaren-Douglas, Anne ;
Barthorpe, Andrew ;
Lightfoot, Howard ;
O'Connor, Mark J. ;
Gray, Joe ;
Cortes, Javier ;
Baselga, Jose ;
Marangoni, Elisabetta ;
Welm, Alana L. ;
Aparicio, Samuel ;
Serra, Violeta ;
Garnett, Mathew J. ;
Caldas, Carlos .
CELL, 2016, 167 (01) :260-+
[4]   Maintaining Tumor Heterogeneity in Patient-Derived Tumor Xenografts [J].
Cassidy, John W. ;
Caldas, Carlos ;
Bruna, Alejandra .
CANCER RESEARCH, 2015, 75 (15) :2963-2968
[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]   Xenome-a tool for classifying reads from xenograft samples [J].
Conway, Thomas ;
Wazny, Jeremy ;
Bromage, Andrew ;
Tymms, Martin ;
Sooraj, Dhanya ;
Williams, Elizabeth D. ;
Beresford-Smith, Bryan .
BIOINFORMATICS, 2012, 28 (12) :I172-I178
[7]   The variant call format and VCFtools [J].
Danecek, Petr ;
Auton, Adam ;
Abecasis, Goncalo ;
Albers, Cornelis A. ;
Banks, Eric ;
DePristo, Mark A. ;
Handsaker, Robert E. ;
Lunter, Gerton ;
Marth, Gabor T. ;
Sherry, Stephen T. ;
McVean, Gilean ;
Durbin, Richard .
BIOINFORMATICS, 2011, 27 (15) :2156-2158
[8]   Triple-negative breast cancer: Clinical features and patterns of recurrence [J].
Dent, Rebecca ;
Trudeau, Maureen ;
Pritchard, Kathleen I. ;
Hanna, Wedad M. ;
Kahn, Harriet K. ;
Sawka, Carol A. ;
Lickley, Lavina A. ;
Rawlinson, Ellen ;
Sun, Ping ;
Narod, Steven A. .
CLINICAL CANCER RESEARCH, 2007, 13 (15) :4429-4434
[9]   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-+
[10]   Potent efficacy of metronomic topotecan and pazopanib combination therapy in preclinical models of primary or late stage metastatic triple-negative breast cancer [J].
Di Desidero, Teresa ;
Xu, Ping ;
Man, Shan ;
Bocci, Guido ;
Kerbel, Robert S. .
ONCOTARGET, 2015, 6 (40) :42396-42410