Bull Math Biol (2014) 76:2306–2333
DOI 10.1007/s11538-014-0007-y
ORIGINAL ARTICLE
A Multilayer Grow-or-Go Model for GBM: Effects of
Invasive Cells and Anti-Angiogenesis on Growth
Olivier Saut · Jean-Baptiste Lagaert ·
Thierry Colin · Hassan M. Fathallah-Shaykh
Received: 16 April 2013 / Accepted: 25 July 2014 / Published online: 23 August 2014
© Society for Mathematical Biology 2014
Abstract The recent use of anti-angiogenesis (AA) drugs for the treatment of glioblas-
toma multiforme (GBM) has uncovered unusual tumor responses. Here, we derive a
new mathematical model that takes into account the ability of proliferative cells to
become invasive under hypoxic conditions; model simulations generate the multi-
layer structure of GBM, namely proliferation, brain invasion, and necrosis. The model
is able to replicate and justify the clinical observation of rebound growth when AA
therapy is discontinued in some patients. The model is interrogated to derive funda-
mental insights int cancer biology and on the clinical and biological effects of AA
drugs. Invasive cells promote tumor growth, which in the long run exceeds the effects
of angiogenesis alone. Furthermore, AA drugs increase the fraction of invasive cells in
the tumor, which explain progression by fluid-attenuated inversion recovery (FLAIR)
signal and the rebound tumor growth when AA is discontinued.
Keywords Mathematical modeling · Glioblastoma · Partial differential equation ·
Brain tumors · Angiogenesis · Malignant progression
O. Saut · T. Colin
IMB, UMR 5251, University of Bordeaux, 33400 Talence, France
e-mail: Olivier.Saut@math.u-bordeaux1.fr
T. Colin
e-mail: Thierry.Colin@math.u-bordeaux1.fr
J.-B. Lagaert
Grenoble-INP/UJF-Grenoble 1/CNRS, LEGI UMR 5519, 38041 Grenoble, France
e-mail: Jean-Baptiste.Lagaert@legi.grenoble-inp.fr
H. M. Fathallah-Shaykh (B )
Departments of Neurology and Mathematics, University of Alabama at Birmingham,
1530 Third Ave S, FOT 1020, Birmingham, AL 35294-3410, USA
e-mail: hfathall@uab.edu
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