Modeling cancer's ecological and evolutionary dynamics

被引:4
|
作者
Bukkuri, Anuraag [1 ,4 ]
Pienta, Kenneth J. [2 ]
Hockett, Ian [2 ]
Austin, Robert H. [3 ]
Hammarlund, Emma U. [4 ]
Amend, Sarah R. [2 ]
Brown, Joel S. [1 ]
机构
[1] H Lee Moffitt Canc Ctr & Res Inst, Dept Integrated Math Oncol, Canc Biol & Evolut Program, Tampa, FL 33612 USA
[2] Johns Hopkins Sch Med, Brady Urol Inst, Baltimore, MD USA
[3] Princeton Univ, Dept Phys, Princeton, NJ USA
[4] Lund Univ, Dept Lab Med, Tissue Dev & Evolut Res Grp, Lund, Sweden
基金
瑞典研究理事会; 美国国家科学基金会;
关键词
Eco-evolutionary dynamics; Mathematical modeling; Evolutionary game theory; Resistance; Cancer evolution; GAME-THEORY; CLONAL EVOLUTION; RESISTANCE; GROWTH; CELLS; COEVOLUTION; SELECTION; THERAPY; BIOLOGY; STROMA;
D O I
10.1007/s12032-023-01968-0
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
In this didactic paper, we present a theoretical modeling framework, called the G-function, that integrates both the ecology and evolution of cancer to understand oncogenesis. The G-function has been used in evolutionary ecology, but has not been widely applied to problems in cancer. Here, we build the G-function framework from fundamental Darwinian principles and discuss how cancer can be seen through the lens of ecology, evolution, and game theory. We begin with a simple model of cancer growth and add on components of cancer cell competition and drug resistance. To aid in exploration of eco-evolutionary modeling with this approach, we also present a user-friendly software tool. By the end of this paper, we hope that readers will be able to construct basic G function models and grasp the usefulness of the framework to understand the games cancer plays in a biologically mechanistic fashion.
引用
收藏
页数:14
相关论文
共 50 条
  • [21] Ecological and evolutionary dynamics of experimental plankton communities
    Fussmann, GF
    Ellner, SP
    Hairston, NG
    Jones, LE
    Shertzer, KW
    Yoshida, T
    ADVANCES IN ECOLOGICAL RESEARCH, VOL. 37: POPULATION DYNAMICS AND LABORATORY ECOLOGY, 2005, 37 : 221 - 243
  • [22] Modeling HIV quasispecies evolutionary dynamics
    Sguanci, Luca
    Bagnoli, Franco
    Lio, Pietro
    BMC EVOLUTIONARY BIOLOGY, 2007, 7 (Suppl 2)
  • [23] Modeling Document Dynamics: An Evolutionary Approach
    Otterbacher, Jahna
    Radev, Dragomir R.
    SIXTH INTERNATIONAL CONFERENCE ON LANGUAGE RESOURCES AND EVALUATION, LREC 2008, 2008, : 442 - 448
  • [24] Modeling HIV quasispecies evolutionary dynamics
    Luca Sguanci
    Franco Bagnoli
    Pietro Liò
    BMC Evolutionary Biology, 7
  • [25] Modeling evolutionary dynamics of HIV infection
    Sguanci, Luca
    Lio, Pietro
    Bagnoli, Franco
    COMPUTATIONAL METHODS IN SYSTEMS BIOLOGY, PROCEEDINGS, 2006, 4210 : 196 - 211
  • [26] Evolutionary system dynamics in enterprise modeling
    Lim, SY
    Goh, VYS
    SMC '97 CONFERENCE PROCEEDINGS - 1997 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS, VOLS 1-5: CONFERENCE THEME: COMPUTATIONAL CYBERNETICS AND SIMULATION, 1997, : 2829 - 2834
  • [27] Evolutionary dynamics from deterministic microscopic ecological processes
    Madhok, Vaibhav
    PHYSICAL REVIEW E, 2020, 101 (03)
  • [28] A mechanistic model of a mutualism and its ecological and evolutionary dynamics
    McGill, B
    ECOLOGICAL MODELLING, 2005, 187 (04) : 413 - 425
  • [29] Evolutionary dynamics of cooperation coupled with ecological feedback compensation
    Guo, Zi-Xuan
    Feng, Tian-Jiao
    Tao, Yi
    Wang, Rui-Wu
    Zheng, Xiu-Deng
    BIOSYSTEMS, 2024, 244
  • [30] Understanding evolutionary and ecological dynamics using a continuum limit
    Czuppon, Peter
    Traulsen, Arne
    ECOLOGY AND EVOLUTION, 2021, 11 (11): : 5857 - 5873