LIMITING THE DEVELOPMENT OF ANTI-CANCER DRUG RESISTANCE IN A SPATIAL MODEL OF MICROMETASTASES

被引:16
作者
Shah, Ami B. [1 ,2 ]
Rejniak, Katarzyna A. [3 ,4 ]
Gevertz, Jana L. [5 ]
机构
[1] Coll New Jersey, Dept Biol, Ewing, NJ 08618 USA
[2] Rutgers New Jersey Med Sch, Newark, NJ 07103 USA
[3] Univ S Florida, Integrated Math Oncol Dept, Tampa, FL USA
[4] Univ S Florida, Ctr Excellence Canc Imaging & Technol, H Lee Moffit Canc Ctr & Res Inst, Dept Oncol Sci, Tampa, FL USA
[5] Coll New Jersey, Dept Math & Stat, Ewing, NJ USA
关键词
Maximum tolerated dose; metronomic chemotherapy; fractionated therapy; chemoresistance; micrometastases; hybrid model; CANCER-CHEMOTHERAPY; MATHEMATICAL-MODEL; CELL-DENSITY; EVOLUTION; DYNAMICS; THERAPY; TUMORS; HETEROGENEITY; EMERGENCE; OXYGEN;
D O I
10.3934/mbe.2016038
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
While chemoresistance in primary tumors is well-studied, much less is known about the influence of systemic chemotherapy on the development of drug resistance at metastatic sites. In this work, we use a hybrid spatial model of tumor response to a DNA damaging drug to study how the development of chemoresistance in micrometastases depends on the drug dosing schedule. We separately consider cell populations that harbor pre-existing resistance to the drug, and those that acquire resistance during the course of treatment. For each of these independent scenarios, we consider one hypothetical cell line that is responsive to metronomic chemotherapy, and another that with high probability cannot be eradicated by a metronomic protocol. Motivated by experimental work on ovarian cancer xenografts, we consider all possible combinations of a one week treatment protocol, repeated for three weeks, and constrained by the total weekly drug dose. Simulations reveal a small number of fractionated-dose protocols that are at least as effective as metronomic therapy in eradicating micrometastases with acquired resistance (weak or strong), while also being at least as effective on those that harbor weakly pre-existing resistant cells. Given the responsiveness of very different theoretical cell lines to these few fractionated-dose protocols, these may represent more effective ways to schedule chemotherapy with the goal of limiting metastatic tumor progression.
引用
收藏
页码:1185 / 1206
页数:22
相关论文
共 51 条
[1]   Multiple Drug Resistance Mechanisms in Cancer [J].
Baguley, Bruce C. .
MOLECULAR BIOTECHNOLOGY, 2010, 46 (03) :308-316
[2]   Maximum tolerated dose versus metronomic scheduling in the treatment of metastatic cancers [J].
Benzekry, Sebastien ;
Hahnfeldt, Philip .
JOURNAL OF THEORETICAL BIOLOGY, 2013, 335 :235-244
[3]   Evolutionary dynamics of cancer in response to targeted combination therapy [J].
Bozic, Ivana ;
Reiter, Johannes G. ;
Allen, Benjamin ;
Antal, Tibor ;
Chatterjee, Krishnendu ;
Shah, Preya ;
Moon, Yo Sup ;
Yaqubie, Amin ;
Kelly, Nicole ;
Le, Dung T. ;
Lipson, Evan J. ;
Chapman, Paul B. ;
Diaz, Luis A., Jr. ;
Vogelstein, Bert ;
Nowak, Martin A. .
ELIFE, 2013, 2
[4]   Understanding drug resistance in breast cancer with mathematical oncology [J].
Brocato T. ;
Dogra P. ;
Koay E.J. ;
Day A. ;
Chuang Y.-L. ;
Wang Z. ;
Cristini V. .
Current Breast Cancer Reports, 2014, 6 (2) :110-120
[5]   Fractionated dose of cisplatin (CDDP) and vinorelbine (VNB) chemotherapy for elderly patients with advanced non-small cell lung cancer: Phase II trial [J].
Buffoni, Lucio ;
Dongiovanni, Diego ;
Barone, Carla ;
Fissore, Camilla ;
Ottaviani, Davide ;
Dongiovanni, Vincenzo ;
Grillo, Raffaella ;
Salvadori, Angelica ;
Birocco, Nadia ;
Schena, Marina ;
Bertetto, Oscar .
LUNG CANCER, 2006, 54 (03) :353-357
[6]   VARIATIONS IN TUMOR-CELL GROWTH-RATES AND METABOLISM WITH OXYGEN CONCENTRATION, GLUCOSE-CONCENTRATION, AND EXTRACELLULAR PH [J].
CASCIARI, JJ ;
SOTIRCHOS, SV ;
SUTHERLAND, RM .
JOURNAL OF CELLULAR PHYSIOLOGY, 1992, 151 (02) :386-394
[7]   A STOCHASTIC-MODEL FOR THE ORIGIN AND TREATMENT OF TUMORS CONTAINING DRUG-RESISTANT CELLS [J].
COLDMAN, AJ ;
GOLDIE, JH .
BULLETIN OF MATHEMATICAL BIOLOGY, 1986, 48 (3-4) :279-292
[8]  
Cunningham Jessica J., 2015, Evolution Medicine and Public Health, P76, DOI 10.1093/emph/eov006
[9]   Evolutionary Dynamics in Cancer Therapy [J].
Cunningham, Jessica J. ;
Gatenby, Robert A. ;
Brown, Joel S. .
MOLECULAR PHARMACEUTICS, 2011, 8 (06) :2094-2100
[10]   Chemotherapy Dosing Schedule Influences Drug Resistance Development in Ovarian Cancer [J].
De Souza, Raquel ;
Zahedi, Payam ;
Badame, Rose M. ;
Allen, Christine ;
Piquette-Miller, Micheline .
MOLECULAR CANCER THERAPEUTICS, 2011, 10 (07) :1289-1299