Related Experiment Video
Updated: Jul 12, 2025

Inducible and Reversible Dominant-negative DN Protein Inhibition
Published on: January 7, 2019
Pharmacodynamic Models of Indirect Effects and Irreversible Inactivation with Turnover: Applicability to
Angelia F Wang1, Vivaswath S Ayyar1
1Clinical Pharmacology & Pharmacometrics, Janssen Research and Development, Spring House, PA, USA.
Abstract:
Indirect response (IDR) and turnover with inactivation (TI) comprise two arrays of mechanism-based pharmacodynamic (PD) models widely used to describe delayed drug effects. IDR Model-IV (stimulation of response loss) and TI (irreversible loss) have been described with discerning "signature" profiles; classical IDR-IV response-time profiles display slow declines where peak response shifts later with increasing dose, whereas TI profiles feature steep response declines with earlier-shifting nadirs. Herein, we demonstrate mathematical convergence of IDR-IV and TI models upon implementation with identical linear versus nonlinear pharmacologic effect terms. Time of peak response in IDR-IV can in fact shift earlier or later depending on PK or PD parameters (e.g., kel, Smax) and effect type. A generalized dynamic model linking mRNA and protein turnover is proposed. Applicability of IDR-IV and TI, with either linear or nonlinear terms acting on degradation/catabolism/loss of response, is demonstrated through model-fitting PK-PD effects of three proteolysis-targeting chimeras (PROTACs) and two ligand-conjugated small interfering RNAs (siRNA). This work clarifies mathematical properties, convergence, and expected responses of IDR-IV and TI, demonstrates their applicability for targeted gene-silencing and protein-degrading agents, and illustrates how well-designed in vivo studies covering broad dose ranges with richly sampled time-points can influence PK-PD model structure and parameter resolution.
Insights
Indirect response (IDR) and turnover with inactivation (TI) models mathematically converge, unifying delayed drug effect modeling. This research clarifies their properties and applicability for gene-silencing and protein-degrading agents.
Area of Science:
- Pharmacodynamics
- Pharmacokinetics
- Systems Biology
Background:
- Indirect response (IDR) and turnover with inactivation (TI) are key mechanism-based pharmacodynamic models for delayed drug effects.
- Classical IDR-IV and TI models exhibit distinct response-time profiles based on dose and time to peak response.
- Understanding their mathematical relationship is crucial for accurate drug effect modeling.
Purpose of the Study:
- To demonstrate the mathematical convergence of IDR-IV and TI models.
- To explore the influence of pharmacologic effect terms on model behavior.
- To propose a generalized dynamic model for mRNA and protein turnover.
Main Methods:
- Mathematical analysis of IDR-IV and TI models with linear and nonlinear pharmacologic effect terms.
- Model-fitting to pharmacokinetic-pharmacodynamic (PK-PD) data from PROTACs and siRNA agents.
- Investigation of PK and PD parameter influence on response time.
Main Results:
- IDR-IV and TI models demonstrate mathematical convergence under identical conditions.
- The time of peak response in IDR-IV models is sensitive to PK/PD parameters and effect type.
- The generalized model effectively describes mRNA and protein turnover dynamics.
- Model-fitting successfully applied to PROTACs and siRNA PK-PD data.
Conclusions:
- IDR-IV and TI models are mathematically linked, offering a unified framework for delayed drug effects.
- The study clarifies model properties, convergence, and expected responses for targeted gene-silencing and protein-degrading agents.
- Well-designed in vivo studies are essential for robust PK-PD model selection and parameter estimation.
Related Concept Videos
Mechanistic Models: Overview of Compartment Models
Physiological Pharmacokinetic Models: Assumption with Protein Binding
Pharmacokinetic Models: Overview
There are three primary types of models: empirical, compartment, and physiological. Empirical models, with minimal...
Experimental RNAi
Physiological Pharmacokinetic Models: Incorporating Hepatic Transporter-Mediated Clearance
A recent model describes pravastatin's hepatobiliary excretion,...
Indirect-Acting Cholinergic Agonists: Mechanism of Action
Reversible inhibitors like edrophonium bind to a specific part of the enzyme called the anionic catalytic site. They form noncovalent bonds, which means they are not strongly attached to the enzyme. This creates a temporary and less stable enzyme–inhibitor complex,...

