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Leveraging Mathematical Modeling to Quantify Pharmacokinetic and Pharmacodynamic Pathways: Equivalent Dose Metric
Matthew T McKenna1,2, Jared A Weis3,4, Vito Quaranta5
1Vanderbilt University Institute of Imaging Science, Vanderbilt University, Nashville, TN, United States.
This study introduces a new "equivalent dose metric" using mathematical modeling to better understand drug effects by separating pharmacokinetic (PK) and pharmacodynamic (PD) properties. This approach quantifies drug action for improved treatment response analysis.
Area of Science:
- Pharmacology
- Mathematical Biology
- Biophysics
Background:
- Traditional treatment response assays use sigmoidal functions, limiting biological insight by conflating drug pharmacokinetic (PK) and pharmacodynamic (PD) properties.
- Current methods overlook the biophysical basis of drug action, hindering a deep understanding of treatment response.
- There is a need for methods that can quantitatively decouple and analyze PK/PD pathways.
Purpose of the Study:
- To develop and validate a mathematical modeling approach to decouple and quantify PK/PD pathways.
- To introduce a biophysically-based "equivalent dose metric" for a more accurate measure of drug effect.
- To demonstrate the utility of this metric in analyzing drug perturbations and guiding combination therapies.
Main Methods:
- Utilized mathematical modeling to separate PK and PD processes in cellular response to time-varying drug treatments.
- Experimentally modulated specific cellular pathways (e.g., drug efflux, DNA repair) using small molecule inhibitors.
- Filtered experimental results through mechanistic mathematical models to derive quantitative pathway measures and the "equivalent dose metric."
Main Results:
- Successfully decoupled and quantified PK/PD pathways using mathematical modeling and experimental interventions.
- Proposed and validated the "equivalent dose metric" as a biophysically-based measure of drug effect, defined as functional nuclear drug concentration.
- Quantified intracellular effects of small molecule inhibitors and compared treatment response across cell lines with varying drug efflux pump expression.
Conclusions:
- The proposed mathematical modeling approach and "equivalent dose metric" offer a biophysically-grounded method for analyzing treatment response.
- This approach provides quantitative measures of specific cellular pathways and drug effects, advancing biological insight.
- The framework can be broadly applied to quantify the impact of various pharmaceutical and biologic perturbations on treatment response.
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