A multiscale model for avascular tumor growth

被引:283
作者
Jiang, Y
Pjesivac-Grbovic, J
Cantrell, C
Freyer, JP
机构
[1] Los Alamos Natl Lab, Div Theoret, Los Alamos, NM 87545 USA
[2] Univ Tennessee, Dept Comp Sci, Knoxville, TN USA
[3] MIT, Dept Mat Sci & Engn, Cambridge, MA 02139 USA
[4] Los Alamos Natl Lab, Biosci Div, Los Alamos, NM USA
关键词
D O I
10.1529/biophysj.105.060640
中图分类号
Q6 [生物物理学];
学科分类号
071011 ;
摘要
The desire to understand tumor complexity has given rise to mathematical models to describe the tumor microenvironment. We present a new mathematical model for avascular tumor growth and development that spans three distinct scales. At the cellular level, a lattice Monte Carlo model describes cellular dynamics (proliferation, adhesion, and viability). At the subcellular level, a Boolean network regulates the expression of proteins that control the cell cycle. At the extracellular level, reaction-diffusion equations describe the chemical dynamics (nutrient, waste, growth promoter, and inhibitor concentrations). Data from experiments with multicellular spheroids were used to determine the parameters of the simulations. Starting with a single tumor cell, this model produces an avascular tumor that quantitatively mimics experimental measurements in multicellular spheroids. Based on the simulations, we predict: 1), the microenvironmental conditions required for tumor cell survival; and 2), growth promoters and inhibitors have diffusion coefficients in the range between 10(-6) and 10(-7) cm(2)/ h, corresponding to molecules of size 80-90 kDa. Using the same parameters, the model also accurately predicts spheroid growth curves under different external nutrient supply conditions.
引用
收藏
页码:3884 / 3894
页数:11
相关论文
共 47 条
  • [1] A multiple scale model for tumor growth
    Alarcón, T
    Byrne, HM
    Maini, PK
    [J]. MULTISCALE MODELING & SIMULATION, 2005, 3 (02) : 440 - 475
  • [2] Towards whole-organ modelling of tumour growth
    Alarcón, T
    Byrne, HM
    Maini, PK
    [J]. PROGRESS IN BIOPHYSICS & MOLECULAR BIOLOGY, 2004, 85 (2-3) : 451 - 472
  • [3] Cell sorting is analogous to phase ordering in fluids
    Beysens, DA
    Forgacs, G
    Glazier, JA
    [J]. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2000, 97 (17) : 9467 - 9471
  • [4] Modeling and computer simulations of tumor growth and tumor response to radiotherapy
    Borkenstein, K
    Levegrün, S
    Peschke, P
    [J]. RADIATION RESEARCH, 2004, 162 (01) : 71 - 83
  • [5] BOUCHER Y, 1990, CANCER RES, V50, P4478
  • [6] Interstitial fluid pressure in intracranial tumours in patients and in rodents
    Boucher, Y
    Salehi, H
    Witwer, B
    Harsh, GR
    Jain, RK
    [J]. BRITISH JOURNAL OF CANCER, 1997, 75 (06) : 829 - 836
  • [7] BIOLOGICAL RESPONSE OF MULTICELLULAR EMT6 SPHEROIDS TO EXOGENOUS LACTATE
    BOURRATFLOECK, B
    GROEBE, K
    MUELLERKLIESER, W
    [J]. INTERNATIONAL JOURNAL OF CANCER, 1991, 47 (05) : 792 - 799
  • [8] Tumor microenvironment and the response to anticancer therapy
    Brown, JM
    [J]. CANCER BIOLOGY & THERAPY, 2002, 1 (05) : 453 - 458
  • [9] CASCIARI JJ, 1988, CANCER RES, V48, P3905
  • [10] The influence of growth-induced stress from the surrounding medium on the development of multicell spheroids
    Chen, CY
    Byrne, HM
    King, JR
    [J]. JOURNAL OF MATHEMATICAL BIOLOGY, 2001, 43 (03) : 191 - 220