Title :
A model of cellular decision making in photodynamic therapy of cancer
Author :
Gkigkitzis, Ioannis ; Hu, Xin-Hua
Author_Institution :
Dept. of Math. & Phys., East Carolina Univ., Greenville, NC, USA
Abstract :
The aim of this report is to provide a mathematical model of the mechanism for making binary fate decisions about cell death or survival, during and after type II photodynamic therapy (PDT) treatment, and to supply the logical design for this decision mechanism as an application of rate distortion theory to the biochemical processing of information by the physical system of a cell. Based on system biology models of the molecular interactions involved in the PDT processes previously established, and regarding a cellular decision-making system as a noisy communication channel, we use rate distortion theory to design a time dependent three dimensional Blahut-Arimoto algorithm where the input is a stimulus vector composed of the time dependent concentrations of three PDT related cell death signaling molecules and a cell fate decision as output. The molecular concentrations are determined by a group of rate equations. The output is the cell decision with a probability of cell survival or death. The optimality of the cell decision strategy is assessed by the cell survival probability, which might be modified to account for heterogeneous cell resistance to therapy.
Keywords :
cellular biophysics; decision making; photodynamic therapy; probability; 3D Blahut-Arimoto algorithm; PDT treatment; binary fate decision; cancer; cell death; cell survival; cellular decision making system; molecular interaction; noisy communication channel; probability; rate distortion theory; type II photodynamic therapy; Biological system modeling; Cancer; Distortion measurement; Equations; Mathematical model; Medical treatment; Vectors; cell killing model; photodynamic therapy; rate equations;
Conference_Titel :
Bioinformatics and Biomedicine (BIBM), 2012 IEEE International Conference on
Conference_Location :
Philadelphia, PA
Print_ISBN :
978-1-4673-2559-2
Electronic_ISBN :
978-1-4673-2558-5
DOI :
10.1109/BIBM.2012.6392704