Agent-Based Models of the Tumor Microenvironment: PredictingFlow-Mediated Invasion and Cancer Viability in Response toInterstitial Flow, Chemotherapy, and Stromal Cell Density
2017
Therapeutic delivery within the tumor is attenuated by
static pressure and the permeability of the tissue, which is
mediated by the extent of ECM remodeling. Additionally, cellular
signaling from stromal fibroblasts limits the efficacy of
treatment. This phenomenon is of particular relevance at the tumor
border, where there is a transitional region from predominantly
cancer cells to predominantly stromal cells. These factors promote
cancer growth and select for a potentially metastatic
subpopulation. Furthermore, interstitial fluid flow at the tumor
border affects the migration characteristics of cancer cells.
Interstitial fluid flow has been implicated in an increase in
cancer cell invasion, which is the major effector of cancer spread
and decreased patient viability. In brain cancer, two different
mechanisms have been implicated in this increased invasion, and
this invasion is mediated by both CXCR4 and CD44. Therefore, TME
complexity necessitates utilization of robust models to elucidate
the effects of the TME on cancer development and progression. The
current work defines two novel agent-based models that describe and
predict cancer specific outcomes within in vitro TME mimetic
systems. Our models indicate that brain cancer cell invasion is
increased in the presence of interstitial flow, and this increased
invasion is driven by two specific mechanisms, CXCR4-CXCL12
autologous chemotaxis and CD44 mechanotransduction. Additionally,
in vitro and in silico models of the tumor border transition zone
predict that regional viability within the breast tumor border is
affected by both fibroblast signaling and transport mechanisms, and
this affect could be selecting for important resistant
subpopulations.
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