(1)
where is a diffusion parameter dependent on the total extracellular matrix density (ECM) , are advection coefficients representing chemo- and haptotactical movement controlled by growth factor concentrations and ECM densities. The index indicates the different cell types, stem cells, fibroblasts, chondrocytes, osteoblasts and endothelial cells, respectively. Furthermore, proliferation, differentiation and apoptosis are realized by reactive terms , which are regulated by the biochemical milieu, i.e. matrix densities and growth factor concentrations.
The tissue development inside the callus is given by four extracellular matrix densities , where denotes fibrous, cartilage, immature bone and vascular tissue, respectively. The production and, in case of connective tissue and cartilage the resorption, is represented by reaction equations
Here again denotes the total tissue density. Unlike the original model, where each tissue growth was capped by its individual local density through the term , a competition between the growing tissues was implemented by using the in this case. Growth factors taking part in bone repair are grouped into osteogenic, chondrogenic and angiogenic growth factor concentrations. These concentrations, indicated by index , are given by diffusion-reaction equations of the form
where is the diffusion coefficient and are production and degradation terms. Growth factor production depends on the biochemical milieu and the respective cell populations .
(2)
(3)
2.1 Mechanical Stimulation
An isotropic hyperelastic material law is used for the callus region, assuming a nearly incompressible material for the soft tissues. As a measure for local mechanical demand within the callus the equivalent deviatoric strain is used
The level of mechanical excitation then defines stimuli parameters , with denoting osteogenic, chondrogenic and fibrogenic stimulation, as indicated in Fig. 1. The parameters take on values between for no and for a maximal stimulation.
(4)
Fig. 1
Definition of stimulation parameter by mechanical excitation levels
The implementation of the stimulations is presented for the stem cell equation,
Here , are diffusive and advective coefficients as above, denotes the proliferation parameter and , and are the differentiation coefficients for osteogenic, chondrogenic and fibrogenic differentiation. By multiplication of with the respective the intensity of the differentiation is scaled.
(5)
3 Methods
To solve the presented mathematical model the Finite Element method is employed. However, when a standard Galerkin approach is chosen, spurious oscillations often pollute the solutions of advection-diffusion-reaction equations. These oscillations occur in the vicinity of steep gradients in the solution, which are present from the beginning of the calculation (e.g. at Dirichlet boundaries) or build up during the calculation. Dominance of the advection or reaction terms often lead to steep gradients in the solution. This problem is well documented in literature and various techniques were developed to prevent oscillations.
In this work the Time Discontinuous Galerkin method (TDG) was combined with the finite calculus scheme (FIC) developed by Oñate [13, 14] to achieve a stable solution of the system of instationary advection-diffusion-reaction equations described above, for details it is referred to [11].
3.1 Simulation
As a geometrical model for the simulation a simplified axisymmetric representation of an osteotomy is chosen, as shown in Fig. 2. The dimensions of the callus region are chosen according to [4] to indicate a sheep metatarsal model. The fracture gap is set to 3 mm throughout the presented simulation.
Fig. 2
Axisymmetric representation of sheep metatarsal fracture site (left), meshed callus region with indication of boundary conditions for cell and growth factor reserviors in the surrounding tissue (right)
The boundary conditions for biochemical simulation are shown on the right side of Fig. 2. They describe cell and growth factor reserviors in the surrounding tissue. Stem cells and fibroblasts are therefore recruited from the marrow cavity and soft tissue outside of the periosteal callus. Endothelial cells originate from the periosteum, endosteum and marrow. The source for chondrogenic growth factors is the fractured bone end and osteogenic growth factors invade the callus region from the periosteum and endosteum. The initial condition of the callus is chosen to be a connective tissue of low density, indicating the granulation tissue formed during the inflammation phase of bone healing. And a high concentration of angiogenic growth factor is present throughout the callus in accordance with observations documented in literature [15].
The mechanical simulation is executed at the start of each day of healing. At the beginning of the healing process a maximal displacement acts on the cortical bone. The displacement driven simulation continues until the reaction forces calculated on the upper boundary are equal to the maximal load of a sheep leg (i.e. about N taken from [12]). Then this maximal force is applied to the former displacement boundary as an axial load and with the stiffening of the callus the interfragmentary movement decreases.
Table 1
Mechanical properties of biological tissues
Tissue type | Young’s modulus [MPa] | Poisson ratio |
---|---|---|
Cortical bone | , | |
Immature bone
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