(667b) Mathematical Modeling of the Relationship between Wnt10b Produced By T Cells and the Bone Remodeling Cycle
AIChE Annual Meeting
2020
2020 Virtual AIChE Annual Meeting
Computing and Systems Technology Division
Applied Math for Biological and Biomedical Systems II
Thursday, November 19, 2020 - 8:15am to 8:30am
One way to better understand this phenomenon is to consider different foods or medicines that activate immune cells. LGG, for example, is a probiotic that increases butyrate production in the gut. Butyrate has been shown to indirectly increase bone density through a series of interconnected processes throughout the body that involve immune cells (Tyagi et al., 2018). One key process is the stimulation by regulatory T cells of production of Wnt10b within the bone compartment. This process has been shown to increase bone density.
To quantify the bone density change caused by butyrate production a multi-compartment mathematical model was developed in two parts. The first part of the model predicts how much Wnt10b is increased in the bone marrow through the immune response (the processes occurring outside of the bone compartment and not included in this talk), and the second part predicts the change in bone homeostasis caused by the increase of Wnt10b (inside the bone compartment).
Here, we focus on the bone compartment. Wnt10b has been shown to alter osteoblastgenesis, osteoblast apoptosis rate, and osteoblast bone formation rate, which collectively lead to the increase of bone density (Wend, Wend, Krum, & MirandaâCarboni, 2012). To model this change, we adapted a previously published and well-cited model of bone remodeling (Graham, Ayati, Holstein, & Martin, 2013). This ODE model includes the cell types typically involved in remodeling such as osteoclasts, osteoblasts, and osteocytes. The model also includes an ODE that tracks the amount of bone present at the remodeling site. We have adjusted the three terms related to an increase of Wnt10b by adding three new parameters. The parameters are estimated using data collected on mice (Bennett et al., 2005; Bennett et al., 2007). However, because our model is based on human physiology only normalized information will be used. The data was taken from graphs in a consistent manner by utilizing Plot Digitizer. The values of the parameters are found using MATLAB lsqcurvefit and differential equation solver ode45. This model was then validated using a separate set of mice data (RoserâPage, Vikulina, Zayzafoon, & Weitzmann, 2014).
The completed model connects immune system T cells to the bone remodeling cycle. This model improves the understanding of immune cell disturbances to bone homeostasis and can help identify targets for medical intervention of bone loss.
References
Bennett, C. N., Longo, K. A., Wright, W. S., Suva, L. J., Lane, T. F., Hankenson, K. D., & Macdougald, O. A. (2005). Regulation of osteoblastogenesis and bone mass by Wnt10b. Proceedings of the National Academy of Sciences of the United States of America, 102(9), 3324. doi:10.1073/pnas.0408742102
Bennett, C. N., Ouyang, H., Ma, Y. L., Zeng, Q., Gerin, I., Sousa, K. M., . . . Macdougald, O. A. (2007). Wnt10b Increases Postnatal Bone Formation by Enhancing Osteoblast Differentiation. Journal of Bone and Mineral Research, 22(12), 1924-1932. doi:10.1359/jbmr.070810
Graham, J., Ayati, B., Holstein, S., & Martin, J. (2013). The Role of Osteocytes in Targeted Bone Remodeling: A Mathematical Model. e63884. PLoS ONE, 8(5). doi:10.1371/journal.pone.0063884
RoserâPage, S., Vikulina, T., Zayzafoon, M., & Weitzmann, M. N. (2014). CTLAâ4IgâInduced T Cell Anergy Promotes Wntâ10b Production and Bone Formation in a Mouse Model. Arthritis & Rheumatology, 66(4), 990-999. doi:10.1002/art.38319
Tyagi, A. M., Yu, M., Darby, T. M., Vaccaro, C., Li, J.-Y., Owens, J. A., . . . Pacifici, R. (2018). The Microbial Metabolite Butyrate Stimulates Bone Formation via T Regulatory Cell-Mediated Regulation of WNT10B Expression. Immunity, 49(6), 1116-1131.e1117. doi:10.1016/j.immuni.2018.10.013
Wend, P., Wend, K., Krum, S. A., & MirandaâCarboni, G. A. (2012). The role of WNT10B in physiology and disease. In (Vol. 204, pp. 34-51). Oxford, UK.