A Mathematical Model of In Vitro Cellular Uptake of Zoledronic Acid and Isopentenyl Pyrophosphate Accumulation
Elena Lo Presti1, Laura D'Orsi2, Andrea De Gaetano1,2
1CNR-IRIB (Institute for Biomedical Research and Innovation), National Research Council, Via Ugo La Malfa 153, 90146 Palermo, Italy.
Abstract:
The mevalonate pathway is an attractive target for many areas of research, such as autoimmune disorders, atherosclerosis, Alzheimer's disease and cancer. Indeed, manipulating this pathway results in the alteration of malignant cell growth with promising therapeutic potential. There are several pharmacological options to block the mevalonate pathway in cancer cells, one of which is zoledronic acid (ZA) (an N-bisphosphonate (N-BP)), which inhibits the farnesyl pyrophosphate (FPP) synthase enzyme, inducing cell cycle arrest, apoptosis, inhibition of protein prenylation, and cholesterol reduction, as well as leading to the accumulation of isopentenyl pyrophosphate (IPP). We extrapolated the data based on two independently published papers that provide numerical data on the uptake of zoledronic acid (ZA) and the accumulation of IPP (Ag) and its isomer over time by using in vitro human cell line models. Two different mathematical models for IPP kinetics are proposed. The first model (Model 1) is a simpler ordinary differential equation (ODE) compartmental system composed of 3 equations with 10 parameters; the second model (Model 2) is a differential algebraic equation (DAE) system with 4 differential equations, 1 algebraic equation and 13 parameters incorporating the formation of the ZA+enzyme+Ag complex. Each of the two models aims to describe two different experimental situations (continuous and pulse experiments) with the same ZA kinetics. Both models fit the collected data very well. With Model 1, we obtained a prevision accumulation of IPP after 24 h of 169.6 pmol/mgprot/h with an IPP decreasing rate per (pmol/mgprot) of ZA (kXGZ) equal to 13.24/h. With Model 2, we have comprehensive kinetics of IPP upon ZA treatment. We calculate that the IPP concentration was equal to 141.6 pmol/mgprot/h with a decreasing rate/percentage of 0.051 (kXGU). The present study is the first to quantify the influence of ZA on the pharmacodynamics of IPP. While still incorporating a small number of parameters, Model 2 better represents the complexity of the biological behaviour for calculating the IPP produced in different situations, such as studies on γδ T cell-based immunotherapy. In the future, additional clinical studies are warranted to further evaluate and fine-tune dosing approaches.
Insights
Zoledronic acid (ZA) impacts cancer cell growth by altering the mevalonate pathway, leading to isopentenyl pyrophosphate (IPP) accumulation. Mathematical models quantify this IPP accumulation, aiding future cancer therapies.
Area of Science:
- Biochemistry
- Pharmacology
- Mathematical Biology
Background:
- The mevalonate pathway is crucial for cell growth and a target for cancer therapy.
- Zoledronic acid (ZA), an N-bisphosphonate, inhibits farnesyl pyrophosphate (FPP) synthase, impacting cancer cell proliferation.
- ZA treatment leads to cholesterol reduction and accumulation of isopentenyl pyrophosphate (IPP).
Purpose of the Study:
- To mathematically model the kinetics of isopentenyl pyrophosphate (IPP) accumulation following zoledronic acid (ZA) treatment in vitro.
- To compare two distinct mathematical models (ODE and DAE) for their ability to describe experimental data on IPP kinetics.
- To quantify the pharmacodynamic influence of ZA on IPP accumulation.
Main Methods:
- Extrapolation of numerical data from two published in vitro studies using human cell lines.
- Development of two mathematical models: a 3-equation ordinary differential equation (ODE) model (Model 1) and a 5-equation differential algebraic equation (DAE) model (Model 2).
- Model fitting to experimental data from continuous and pulse ZA treatment scenarios.
Main Results:
- Both ODE and DAE models accurately fit the experimental data for IPP accumulation.
- Model 1 predicted a 24-hour IPP accumulation of 169.6 pmol/mgprot/h.
- Model 2 calculated an IPP concentration of 141.6 pmol/mgprot/h and provided a more comprehensive kinetic profile.
Conclusions:
- The study provides the first quantification of ZA's influence on IPP pharmacodynamics.
- The DAE model (Model 2) offers a more biologically representative description of IPP kinetics.
- Findings support further clinical studies for optimizing ZA dosing and potential applications in immunotherapies.
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