A multiscale model for avascular tumor growth

被引:282
|
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 50 条
  • [11] Model of avascular tumor growth and response to low dose exposure
    Rodriguez Aguirre, J. M.
    Custidiano, E. R.
    8TH ARGENTINEAN BIOENGINEERING SOCIETY CONFERENCE (SABI 2011) AND 7TH CLINICAL ENGINEERING MEETING, 2011, 332
  • [12] Fractal evaluation of a discrete model for simulation of avascular tumor growth
    Ichim, Loretta
    Oltean, Ecaterina
    Dobrescu, Radu
    ACMOS '08: PROCEEDINGS OF THE 10TH WSEAS INTERNATIONAL CONFERENCE ON AUTOMATIC CONTROL, MODELLING AND SIMULATION, 2008, : 90 - +
  • [13] Formulation and numerical simulations of a continuum model of avascular tumor growth
    Mahmood, Mohammed Shuker
    Mahmood, Silvia
    Dobrota, Dusan
    MATHEMATICAL BIOSCIENCES, 2011, 231 (02) : 159 - 171
  • [14] Combining cellular automata and lattice Boltzmann method to model multiscale avascular tumor growth coupled with nutrient diffusion and immune competition
    Alemani, Davide
    Pappalardo, Francesco
    Pennisi, Marzio
    Motta, Santo
    Brusic, Vladimir
    JOURNAL OF IMMUNOLOGICAL METHODS, 2012, 376 (1-2) : 55 - 68
  • [15] A multiscale agent-based framework integrated with a constraint-based metabolic network model of cancer for simulating avascular tumor growth
    Ghadiri, Mehrdad
    Heidari, Mahshid
    Marashi, Sayed-Amir
    Mousavi, Seyed Hasan
    MOLECULAR BIOSYSTEMS, 2017, 13 (09) : 1888 - 1897
  • [16] TWO NUMERICAL SOLUTIONS FOR SOLVING A MATHEMATICAL MODEL OF THE AVASCULAR TUMOR GROWTH
    Korkut, Sila Ovgu
    Karabas, Neslisah Imamoglu
    Basbinar, Yasemin
    JOURNAL OF BASIC AND CLINICAL HEALTH SCIENCES, 2021, 5 (03): : 156 - 164
  • [17] Mathematical models of avascular tumor growth
    Roose, Tiina
    Chapman, S. Jonathan
    Maini, Philip K.
    SIAM REVIEW, 2007, 49 (02) : 179 - 208
  • [18] The Role of Oxygen in Avascular Tumor Growth
    Grimes, David Robert
    Kannan, Pavitra
    McIntyre, Alan
    Kavanagh, Anthony
    Siddiky, Abul
    Wigfield, Simon
    Harris, Adrian
    Partridge, Mike
    PLOS ONE, 2016, 11 (04):
  • [19] Analysis of a solid avascular tumor growth model with time delays in proliferation process
    Xu, Shihe
    Bai, Meng
    Zhao, Xiangqing
    JOURNAL OF MATHEMATICAL ANALYSIS AND APPLICATIONS, 2012, 391 (01) : 38 - 47
  • [20] A 3D COUPLED MATHEMATICAL MODEL FOR THE GROWTH OF AVASCULAR SOLID TUMOR
    Zhao, Ning
    Iramina, Keiji
    Chen, Xian
    JOURNAL OF MECHANICS IN MEDICINE AND BIOLOGY, 2015, 15 (03)