Control structures of drug resistance in cancer chemotherapy

被引:0
作者
Greene, James M. [1 ]
Sanchez-Tapia, Cynthia [1 ]
Sontag, Eduardo D. [2 ,3 ,4 ]
机构
[1] Rutgers State Univ, Dept Math & CQB, Piscataway, NJ 08854 USA
[2] Northeastern Univ, Dept Elect & Comp Engn, Boston, MA 02115 USA
[3] Northeastern Univ, Dept Bioengn, Boston, MA 02115 USA
[4] Harvard Med Sch, Program Therapeut Sci, Boston, MA USA
来源
2018 IEEE CONFERENCE ON DECISION AND CONTROL (CDC) | 2018年
关键词
INDUCED DNA HYPERMETHYLATION; TIME-OPTIMAL TRAJECTORIES; SINGLE-INPUT SYSTEMS; GROWTH-RATE; PLANE;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The primary factor limiting the success of chemotherapy in cancer treatment is the phenomenon of drug resistance. Resistance manifests through a diverse set of molecular mechanisms, such as the upregulation of efflux transporters on the cell membrane, enhanced DNA damage repair mechanisms, and/ or the presence of cancer stem cells. Classically, these mechanisms are understood as conferred to the cell by random genetic mutations, from which clonal expansion occurs via Darwian evolution. However, the recent experimental discovery of epigenetics and phenotype plasticity complicates this hypothesis. It is now believed that chemotherapy can produce drug-resistant clones. In this work, we study a previously introduced framework of drug-induced resistance, which incorporates both random and drug induced effects. A time-optimal control problem is then presented and analyzed utilizing differential-geometric techniques. Specifically, we seek the treatment protocol which prolongs patients life by maximizing the time of treatment until a critical tumor size is reached. The general optimal control structure is determined as a combination of both bang-bang and path-constrained arcs. Numerical results are presented which demonstrate decreasing treatment efficacy as a function of the ability of the drug to induce resistance. Thus, drug-induced resistance may dramatically effect the outcome of chemotherapy, implying that factors besides cytotoxicity should be considered when designing treatment regimens.
引用
收藏
页码:5195 / 5200
页数:6
相关论文
共 21 条
[1]   A Dual-Fluorescence High-Throughput Cell Line System for Probing Multidrug Resistance [J].
Brimacombe, Kyle R. ;
Hall, Matthew D. ;
Auld, Douglas S. ;
Inglese, James ;
Austin, Christopher P. ;
Gottesman, Michael M. ;
Fung, King-Leung .
ASSAY AND DRUG DEVELOPMENT TECHNOLOGIES, 2009, 7 (03) :233-249
[2]   Adaptive Therapy [J].
Gatenby, Robert A. ;
Silva, Ariosto S. ;
Gillies, Robert J. ;
Frieden, B. Roy .
CANCER RESEARCH, 2009, 69 (11) :4894-4903
[3]  
Greene J. M., MATH APPROACH DIFFER
[4]  
Greene J. M., 2018, MATH DETAILS CANC RE
[5]   Cancer drug resistance: an evolving paradigm [J].
Holohan, Caitriona ;
Van Schaeybroeck, Sandra ;
Longley, Daniel B. ;
Johnston, Patrick G. .
NATURE REVIEWS CANCER, 2013, 13 (10) :714-726
[6]   The dynamics of drug resistance: A mathematical perspective [J].
Lavi, Orit ;
Gottesman, Michael M. ;
Levy, Doron .
DRUG RESISTANCE UPDATES, 2012, 15 (1-2) :90-97
[7]  
LEDZEWICZ U, 2012, GEOMETRIC OPTIMAL CO
[8]   THE ROLE OF REDUCED GROWTH-RATE IN THE DEVELOPMENT OF DRUG-RESISTANCE OF HOB1 LYMPHOMA-CELLS TO VINCRISTINE [J].
LEE, WP .
CANCER LETTERS, 1993, 73 (2-3) :105-111
[9]  
LOEB LA, 1974, CANCER RES, V34, P2311
[10]   EPIGENETIC MECHANISMS OF DRUG-RESISTANCE - DRUG-INDUCED DNA HYPERMETHYLATION AND DRUG-RESISTANCE [J].
NYCE, J ;
LEONARD, S ;
CANUPP, D ;
SCHULZ, S ;
WONG, S .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 1993, 90 (07) :2960-2964