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:
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
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
where:
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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
Equation 4-3: Calculated systemic Cmin
Equation 4-4: Calculated systemic Cmax
Equation 4-5: Calculated liver inlet
Equation 4-6: Calculated liver inlet Cmax
Equation 4-7: Calculated gut
Equation 4-8: Calculated corresponding unbound concentrations
where:
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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
Equation 4-10: in vivo intrinsic clearance calculation for each enzyme
Equation 4-11: fm value for each enzyme (i)
where:
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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
where:
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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)
where:
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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
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
Equation 4-16: Effect of a competitive time-dependent inhibitor (TDI) or inducer on the activity of affected enzyme or transporter
where:
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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. |