A heuristic computational model of basic cellular processes and oxygenation during spheroid-dependent biofabrication
Authored by T J Sego, U Kasacheuski, D Hauersperger, A Tovar, N I Moldovan
Date Published: 2017
DOI: 10.1088/1758-5090/aa6ed4
Sponsors:
No sponsors listed
Platforms:
MATLAB
Model Documentation:
Other Narrative
Mathematical description
Model Code URLs:
Model code not found
Abstract
An emerging approach in biofabrication is the creation of 3D tissue
constructs through scaffold-free, cell spheroid-only methods. The basic
mechanism in this technology is spheroid fusion, which is driven by the
minimization of energy, the same biophysical mechanism that governs
spheroid formation. However, other factors such as oxygen and metabolite
accessibility within spheroids impact on spheroid properties and their
ability to form larger-scale structures. The goal of our work is to
develop a simulation platform eventually capable of predicting the
conditions that minimize metabolism-related cell loss within spheroids.
To describe the behavior and dynamic properties of the cells in response
to their neighbors and to transient nutrient concentration fields, we
developed a hybrid discrete-continuous heuristic model, combining a
cellular Potts-type approach with field equations applied to a randomly
populated spheroid cross-section of prescribed cell-type constituency.
This model allows for the description of: (i) cellular adhesiveness and
motility; (ii) interactions with concentration fields, including
diffusivity and oxygen consumption; and (iii) concentration-dependent,
stochastic cell dynamics, driven by metabolite-dependent cell death. Our
model readily captured the basic steps of spheroid-based biofabrication
(as specifically dedicated to scaffold-free bioprinting), including
intra-spheroid cell sorting (both in 2D and 3D implementations),
spheroid defect closure, and inter-spheroid fusion. Moreover, we found
that when hypoxia occurring at the core of the spheroid was set to
trigger cell death, this was amplified upon spheroid fusion, but could
be mitigated by external oxygen supplementation. In conclusion,
optimization and further development of scaffold-free bioprinting
techniques could benefit from our computational model which is able to
simultaneously account for both cellular dynamics and metabolism in
constructs obtained by scaffold-free biofabrication.
Tags
Simulation
Agent-based modeling
growth
morphogenesis
Cells
Fusion
Glucose
Tumor angiogenesis
Rearrangement
Cellular potts
Scaffold-free biofabrication
Cell
spheroids
Oxygenation
Hybrid modeling
Kenzan bioprinting
Multicell spheroids