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Drug-Drug Interaction Module Equations

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This section details the equations that define and support the optional PDPlus™ (DDI) module that Simulations Plus developed for the investigation and prediction of DDIs. See:


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For details about the internal standards that were used to define the equations in this section, see Equation Standards.


Steady State Calculations with the DDI Module


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For clarity in Equation 4-1, the effect of only one inhibitor/inducer is shown; however, with the use of simulated concentrations, you can include the effects of a parent compound, and if applicable, the effects of its metabolites as long as you specify their constants.


Equation 4-1:    Steady-state calculations applicable to metabolic DDI

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where:

Variable

Definition

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The measure of the total exposure of the drug to the body with oral dosage when co-dosed with an inhibitor/inducer.

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The measure of the total exposure of the drug to the body with oral dosage.

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The fraction of the drug that bypasses gut metabolism.

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The contributions of individual enzymes (E) to the victim drug’s gut and liver (or systemic) clearance, respectively.

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The fraction of the victim drug’s gut and liver (or systemic) clearance due to mechanisms not affected by a perpetrator, respectively.

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The effective perpetrator gut concentration and the effective perpetrator liver (or systemic) concentration, respectively.

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The reversible (competitive) inhibition constant, the irreversible inhibition constant, and the induction constant, respectively, of a perpetrator against individual enzymes that are involved in the victim’s gut metabolism, liver metabolism, or both.

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The inactivation constant and the maximum induction potential, respectively, of a perpetrator against individual enzymes that are involved in the victim’s gut metabolism, liver metabolism, or both.

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The turnover rate of individual enzymes, with different turnover rates specified for the gut and liver, respectively.

Equation 4-2:  Calculated systemic average

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Equation 4-3:    Calculated systemic Cmin

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Equation 4-4:    Calculated systemic Cmax

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Equation 4-5:     Calculated liver inlet

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Equation 4-6:     Calculated liver inlet Cmax

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Equation 4-7:    Calculated gut

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Equation 4-8:    Calculated corresponding unbound concentrations

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where:

Variable

Definition

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The dose of the drug.

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The dosing interval.

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The clearance rate of the drug dose.

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The elimination rate constant.

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The absorption rate constant.

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The fraction of the dose that is absorbed.

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The fraction of the dose that was absorbed in the portal vein.

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The bioavailability of the drug dose.

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The liver blood flow rate.

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The enterocytic blood flow rate.

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The percent of drug unbound in plasma.

Equation 4-9:  ISEF calculation

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Equation 4-10:  in vivo intrinsic clearance calculation for each enzyme

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Equation 4-11: fm value for each enzyme (i)

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where:

Variable

Definition

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The sum of the in vivo intrinsic clearances for all CYP enzymes.

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The percent of the total systemic clearance that is due to non-metabolic pathways.

Equation 4-12: in vivo intrinsic clearance for each enzyme

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where:

Variable

Definition

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The in vitro intrinsic clearance measured with inhibitor.

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The in vitro intrinsic clearance as measured in the presence of a specific inhibitor for a given CYP enzyme.

Equation 4-13: fm value for each enzyme (ii)

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where:

Variable

Definition

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The sum of the in vivo intrinsic clearances for all CYP enzymes.

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The percent of the total systemic clearance that is due to non-metabolic pathways.

DDI Module Dynamic Simulation Equations

Equation 4-14: Effect of a competitive inhibitor on the metabolic rate of the victim or the carrier-mediated transport by a specific enzyme or transporter

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Equation 4-15: Effect of a competitive inhibitor and time-dependent inhibitor or inducer on the victim of the carrier-mediated transport of a specific enzyme or transporter

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Equation 4-16: Effect of a competitive time-dependent inhibitor (TDI) or inducer on the activity of affected enzyme or transporter

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where:

Variable

Definition

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The metabolic rate of the victim or carrier-mediated transport

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The ith inhibitor or inducer.

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The jth competitor.

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The initial protein (enzyme or transporter) activity (expression level) in a given tissue, where initial means before the addition of the inhibitor. If the inhibitor is a competitive inhibitor, then this activity remains constant.

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The protein (enzyme or transporter) activity (expression level) in a given tissue at a given time.

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The maximum velocity of the enzyme or transporter.

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The concentration of the unbound substrate (victim) at the binding site.

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The Michaelis-Menten constant of the enzyme or transporter.

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The concentration of unbound substrate.

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The concentration of unbound inhibitor or inducer at the binding site.

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The inactivation constant of a perpetrator against individual enzymes or transporters that are involved in the metabolism or transport of the victim.

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The maximum induction potential of a perpetrator against individual enzymes or transporters that are involved in the metabolism of the victim.

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The turnover rate of an individual enzyme or transporter.

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The inhibition constant of the inhibitor for a given enzyme or transporter.

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The induction constant of a perpetrator against individual enzymes or transporters that are involved in the metabolism or transport of the victim.

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The number of multiple substrates of given enzyme/transporter.

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The number of multiple competitive inhibitors of given enzyme/transporter.

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