Integrating evolutionary game theory into an agent-based model of ductal carcinoma in situ: Role of gap junctions in cancer progression
Authored by Negin Malekian, Jafar Habibi, Mohammad Hossein Zangooei, Hojjat Aghakhani
Date Published: 2016
DOI: 10.1016/j.cmpb.2016.08.011
Sponsors:
No sponsors listed
Platforms:
No platforms listed
Model Documentation:
Other Narrative
Pseudocode
Mathematical description
Model Code URLs:
Model code not found
Abstract
Background and objective: There are many cells with various phenotypic
behaviors in cancer interacting with each other. For example, an
apoptotic cell may induce apoptosis in adjacent cells. A living cell can
also protect cells from undergoing apoptosis and necrosis. These
survival and death signals are propagated through interaction pathways
between adjacent cells called gap junctions. The function of these
signals depends on the cellular context of the cell receiving them. For
instance, a receiver cell experiencing a low level of oxygen may
interpret a received survival signal as an apoptosis signal. In this
study, we examine the effect of these signals on tumor growth.
Methods: We make an evolutionary game theory component in order to model
the signal propagation through gap junctions. The game payoffs are
defined as a function of cellular context. Then, the game theory
component is integrated into an agent-based model of tumor growth. After
that, the integrated model is applied to ductal carcinoma in situ, a
type of early stage breast cancer. Different scenarios are explored to
observe the impact of the gap junction communication and parameters of
the game theory component on cancer progression. We compare these
scenarios by using the Wilcoxon signed-rank test.
Results: The Wilcoxon signed-rank test succeeds in proving a significant
difference between the tumor growth of the model before and after
considering the gap junction communication. The Wilcoxon signed-rank
test also proves that the tumor growth significantly depends on the
oxygen threshold of turning survival signals into apoptosis.
Conclusions: In this study, the gap junction communication is modeled by
using evolutionary game theory to illustrate its role at early stage
cancers such as ductal carcinoma in situ. This work indicates that the
gap junction communication and the oxygen threshold of turning survival
signals into apoptosis can notably affect cancer progression. (C) 2016
Elsevier Ireland Ltd. All rights reserved.
Tags
Death
Intercellular communication
Tumor-cells
Breast
Connexin43