Predicting the growth of glioblastoma multiforme spheroids using a multiphase porous media model

Tumor spheroids constitute an effective in vitro tool to investigate the avascular stage of tumor growth. These three-dimensional cell aggregates reproduce the nutrient and proliferation gradients found in the early stages of cancer and can be grown with a strict control of their environmental conditions. In the last years, new experimental techniques have been developed to determine the effect of mechanical stress on the growth of tumor spheroids. These studies report a reduction in cell proliferation as a function of increasingly applied stress on the surface of the spheroids. This work presents a specialization for tumor spheroid growth of a previous more general multiphase model. The equations of the model are derived in the framework of porous media theory, and constitutive relations for the mass transfer terms and the stress are formulated on the basis of experimental observations. A set of experiments is performed, investigating the growth of U-87MG spheroids both freely growing in the culture medium and subjected to an external mechanical pressure induced by a Dextran solution. The growth curves of the model are compared to the experimental data, with good agreement for both the experimental settings. A new mathematical law regulating the inhibitory effect of mechanical compression on cancer cell proliferation is presented at the end of the paper. This new law is validated against experimental data and provides better results compared to other expressions in the literature.

[1]  Jacques Prost,et al.  Compressive stress inhibits proliferation in tumor spheroids through a volume limitation. , 2014, Biophysical journal.

[2]  Mauro Ferrari,et al.  Three phase flow dynamics in tumor growth , 2014 .

[3]  R. Sutherland,et al.  A move for the better. , 1994, Environmental health perspectives.

[4]  Laurent Malaquin,et al.  Stress clamp experiments on multicellular tumor spheroids. , 2011 .

[5]  C. Giverso,et al.  Growing avascular tumours as elasto-plastic bodies by the theory of evolving natural configurations , 2015 .

[6]  Luigi Preziosi,et al.  Multiphase modelling of tumour growth and extracellular matrix interaction: mathematical tools and applications , 2009, Journal of mathematical biology.

[7]  Paolo A. Netti,et al.  Solid stress inhibits the growth of multicellular tumor spheroids , 1997, Nature Biotechnology.

[8]  Cass T. Miller,et al.  A multiphase model for three-dimensional tumor growth , 2013, New journal of physics.

[9]  H Schindler,et al.  Cadherin interaction probed by atomic force microscopy. , 2000, Proceedings of the National Academy of Sciences of the United States of America.

[10]  R. Jain,et al.  Solid stress generated by spheroid growth estimated using a linear poroelasticity model. , 2003, Microvascular research.

[11]  Jaehong Key,et al.  Radiolabeled Polymeric Nanoconstructs Loaded with Docetaxel and Curcumin for Cancer Combinatorial Therapy and Nuclear Imaging , 2015 .

[12]  R. Jain,et al.  Delivering nanomedicine to solid tumors , 2010, Nature Reviews Clinical Oncology.

[13]  L. Preziosi,et al.  Modelling Solid Tumor Growth Using the Theory of Mixtures , 2001, Mathematical medicine and biology : a journal of the IMA.

[14]  Christopher W Mount,et al.  The delivery of doxorubicin to 3-D multicellular spheroids and tumors in a murine xenograft model using tumor-penetrating triblock polymeric micelles. , 2010, Biomaterials.

[15]  Aude Michel,et al.  Mechanical induction of the tumorigenic β-catenin pathway by tumour growth pressure , 2015, Nature.

[16]  Carsten Werner,et al.  A practical guide to quantify cell adhesion using single-cell force spectroscopy. , 2013, Methods.

[17]  J. Carlsson,et al.  A proliferation gradient in three‐dimensional colonies of cultured human glioma cells , 1977, International journal of cancer.

[18]  Jacques Prost,et al.  Supplements to : Isotropic stress reduces cell proliferation in tumor spheroids , 2011 .

[19]  J. P. Freyer,et al.  Influence of glucose and oxygen supply conditions on the oxygenation of multicellular spheroids. , 1986, British Journal of Cancer.

[20]  R. Jain,et al.  Role of extracellular matrix assembly in interstitial transport in solid tumors. , 2000, Cancer research.

[21]  O. Röhrle,et al.  Computational Continuum Biomechanics with Application to Swelling Media and Growth Phenomena , 2009 .

[22]  S. V. Sotirchos,et al.  Mathematical modelling of microenvironment and growth in EMT6/Ro multicellular tumour spheroids , 1992, Cell proliferation.

[23]  Triantafyllos Stylianopoulos,et al.  The role of mechanical forces in tumor growth and therapy. , 2014, Annual review of biomedical engineering.

[24]  B. Schrefler,et al.  The Finite Element Method in the Static and Dynamic Deformation and Consolidation of Porous Media , 1998 .

[25]  Luigi Preziosi,et al.  Mechanobiology of interfacial growth , 2013 .

[26]  Luigi Preziosi,et al.  Contact inhibition of growth described using a multiphase model and an individual cell based model , 2009, Appl. Math. Lett..

[27]  R. Jain,et al.  Strategies for advancing cancer nanomedicine. , 2013, Nature materials.

[28]  D Ambrosi,et al.  The role of stress in the growth of a multicell spheroid , 2004, Journal of mathematical biology.

[29]  Anthony S. Fauci,et al.  Comprar Harrison's Principles of Internal Medicine. 18th Ed. 2 Volúmenes | Dennis Kasper | 9780071748896 | Mcgraw-Hill Education , 2011 .

[30]  Luigi Preziosi,et al.  A Multiphase Model of Tumour and Tissue Growth Including Cell Adhesion and Plastic Re-organisation , 2011 .

[31]  B. Ross,et al.  Mathematical Modeling of PDGF-Driven Glioblastoma Reveals Optimized Radiation Dosing Schedules , 2014, Cell.

[32]  William G. Gray,et al.  Introduction to the Thermodynamically Constrained Averaging Theory for Porous Medium Systems , 2014 .

[33]  R. Jain,et al.  Micro-Environmental Mechanical Stress Controls Tumor Spheroid Size and Morphology by Suppressing Proliferation and Inducing Apoptosis in Cancer Cells , 2009, PloS one.

[34]  S. V. Sotirchos,et al.  Variations in tumor cell growth rates and metabolism with oxygen concentration, glucose concentration, and extracellular pH , 1992, Journal of cellular physiology.

[35]  H. Greenspan On the growth and stability of cell cultures and solid tumors. , 1976, Journal of theoretical biology.

[36]  J. Folkman,et al.  SELF-REGULATION OF GROWTH IN THREE DIMENSIONS , 1973, The Journal of experimental medicine.

[37]  R K Jain,et al.  Determinants of tumor blood flow: a review. , 1988, Cancer research.

[38]  Maria Vinci,et al.  Advances in establishment and analysis of three-dimensional tumor spheroid-based functional assays for target validation and drug evaluation , 2012, BMC Biology.

[39]  Luigi Preziosi,et al.  Multiphase and Multiscale Trends in Cancer Modelling , 2009 .

[40]  M. Ferrari,et al.  What does physics have to do with cancer? , 2011, Nature Reviews Cancer.

[41]  R. Sutherland,et al.  Growth of multicell spheroids in tissue culture as a model of nodular carcinomas. , 1971, Journal of the National Cancer Institute.

[42]  H. Frieboes,et al.  Nonlinear modelling of cancer: bridging the gap between cells and tumours , 2010, Nonlinearity.

[43]  H. Frieboes,et al.  Three-dimensional multispecies nonlinear tumor growth--I Model and numerical method. , 2008, Journal of theoretical biology.

[44]  D A Weitz,et al.  Glioma expansion in collagen I matrices: analyzing collagen concentration-dependent growth and motility patterns. , 2005, Biophysical journal.

[45]  Robert L. Sutherland,et al.  Spheroids in Cancer Research , 1984, Recent Results in Cancer Research.

[46]  Daniel J. Muller,et al.  Single-cell force spectroscopy , 2008, Journal of Cell Science.

[47]  J. Freyer,et al.  Regulation of growth saturation and development of necrosis in EMT6/Ro multicellular spheroids by the glucose and oxygen supply. , 1986, Cancer research.

[48]  Luigi Preziosi,et al.  The interplay between stress and growth in solid tumors , 2012 .

[49]  Annaïck Desmaison,et al.  Mechanical Stress Impairs Mitosis Progression in Multi-Cellular Tumor Spheroids , 2013, PloS one.

[50]  B. Cabane,et al.  Osmotic pressure of latex dispersions , 1994 .

[51]  R F Kallman,et al.  Migration and internalization of cells and polystyrene microsphere in tumor cell spheroids. , 1982, Experimental cell research.

[52]  M. Chaplain,et al.  Mathematical modelling of the loss of tissue compression responsiveness and its role in solid tumour development. , 2006, Mathematical medicine and biology : a journal of the IMA.

[53]  M Ferrari,et al.  A tumor growth model with deformable ECM , 2014, Physical biology.

[54]  J. Carlsson,et al.  Liquid-overlay culture of cellular spheroids. , 1984, Recent results in cancer research. Fortschritte der Krebsforschung. Progres dans les recherches sur le cancer.

[55]  C. Allen,et al.  Multicellular Tumor Spheroids for Evaluation of Cytotoxicity and Tumor Growth Inhibitory Effects of Nanomedicines In Vitro: A Comparison of Docetaxel-Loaded Block Copolymer Micelles and Taxotere® , 2013, PloS one.

[56]  I. Tannock,et al.  The penetration of anticancer drugs through tumor tissue as a function of cellular adhesion and packing density of tumor cells. , 2006, Cancer research.

[57]  S. Jonathan Chapman,et al.  Mathematical Models of Avascular Tumor Growth , 2007, SIAM Rev..

[58]  Daniel J. Muller,et al.  Measuring cell adhesion forces of primary gastrulating cells from zebrafish using atomic force microscopy , 2005, Journal of Cell Science.

[59]  J. Jardin,et al.  Casein micelle dispersions under osmotic stress. , 2009, Biophysical journal.

[60]  L. Preziosi,et al.  Cell adhesion mechanisms and stress relaxation in the mechanics of tumours , 2009, Biomechanics and modeling in mechanobiology.

[61]  Hans G Othmer,et al.  The role of the microenvironment in tumor growth and invasion. , 2011, Progress in biophysics and molecular biology.

[62]  L LongoDan,et al.  Harrisons principles of internal medicine , 2013 .

[63]  Jean-Michel Siaugue,et al.  Mechanical control of cell flow in multicellular spheroids. , 2013, Physical review letters.

[64]  Cass T. Miller,et al.  Thermodynamically constrained averaging theory approach for modeling flow and transport phenomena in porous medium systems: 1. Motivation and overview , 2005 .

[65]  L. Preziosi,et al.  Mechano-transduction in tumour growth modelling , 2013, The European Physical Journal E.

[66]  Triantafyllos Stylianopoulos,et al.  Stress-mediated progression of solid tumors: effect of mechanical stress on tissue oxygenation, cancer cell proliferation, and drug delivery , 2015, Biomechanics and Modeling in Mechanobiology.