A genetic algorithm-based approach for the prediction of metabolic drug-drug interactions involving CYP2C8 or CYP2B6.

BACKGROUND AND OBJECTIVES: A genetic algorithm (GA) approach was developed to predict drug-drug interactions (DDIs) caused by cytochrome P450 2C8 (CYP2C8) inhibition or cytochrome P450 2B6 (CYP2B6) inhibition or induction. Nighty-eight DDIs, obtained from published in vivo studies in healthy volunteers, have been considered using the area under the plasma drug concentration-time curve (AUC) ratios (i.e., ratios of AUC of the drug substrate administered in combination with a DDI perpetrator to AUC of the drug substrate administered alone) to describe the extent of DDI. METHODS: The following parameters were estimated in this approach: the contribution ratios (CRCYP2B6 and CRCYP2C8, i.e., the fraction of the dose metabolized via CYP2B6 or CYP2C8, respectively) and the inhibitory or inducing potency of the perpetrator drug (IRCYP2B6, IRCYP2C8 and ICCYP2B6, for inhibition of CYP2B6 and CYP2C8, and induction of CYP2B6, respectively). The workflow consisted of three main phases. First, the initial estimates of the parameters were estimated through GA. Then, the model was validated using an external validation. Finally, the parameter values were refined via a Bayesian orthogonal regression using all data. RESULTS: The AUC ratios of 5 substrates, 11 inhibitors and 19 inducers of CYP2B6, and the AUC ratios of 19 substrates and 23 inhibitors of CYP2C8 were successfully predicted by the developed methodology within 50-200% of observed values. CONCLUSIONS: The approach proposed in this work may represent a useful tool for evaluating the suitable doses of a CYP2C8 or CYP2B6 substrates co-administered with perpetrators.

NADPH-Independent Inactivation of CYP2B6 and NADPH-Dependent Inactivation of CYP3A4/5 by PBD: Potential Implication for Assessing Covalent Modulators for Time-Dependent Inhibition.

Pyrrolo[2,1-c][1,4]benzodiazepine dimer (PBD) has shown broad antitumor properties and potential as a therapeutic agent for cancers. During a routine drug-drug interaction assessment, it was found that PBD is a reversible inhibitor of CYP2C8 (IC50 = 1.1 µM) but not CYP1A2, 2B6, 2C9, 2C19, 2D6, or 3A4/5. Additionally, PBD is a classic time-dependent inhibition (TDI) of CYP3A4/5, with >30-fold shift in IC50 after a preincubation with NADPH. All other CYPs tested did not show evidence for TDI, but potent inhibition of CYP2B6 (IC50 = 1.5 µM) was observed after a preincubation with or without (w/wo) NADPH, which was an unexpected observation given the fact that no inhibition was observed in the direct inhibition assay. No other CYP isoforms were susceptible to this apparent non-NADPH-dependent inhibition, suggesting that PBD may selectively inactivate CYP2B6 without metabolic activation. The washing of the human liver microsome pellet after incubation with PBD did not fully recover CYP2B6 activity, indicating that PBD is covalently bound to CYP2B6, leading to inactivation of the enzyme. To further investigate the mechanism of NADPH-independent inhibition, the IC50 shift was determined for several PBD analogs, and it was found that the compounds without both reactive imines did not show NADPH-independent inhibition of CYP2B6, implying that NADPH-independent inactivation was likely caused by direct covalent binding of PBD to the enzyme in a highly structure-specific manner. These data clearly highlight the need to assess direct and time-dependent inhibition w/wo NADPH to adequately characterize the in vitro CYP inhibitory properties of drug candidates with reactive moieties. SIGNIFICANCE STATEMENT: We described a very unique in vitro CYP inhibition profile of pyrrolo[2,1-c][1,4]benzodiazepine dimer as a potent reversible CYP2C8 inhibitor, an NADPH-dependent CYP3A4/5 time-dependent inhibition (TDI) inhibitor, and an NADPH-independent CYP2B6 TDI inhibitor, and inhibition of CYPs occurs through three distinct mechanisms: reversible drug-enzyme binding, enzyme inactivation via bioactivation, and enzyme inactivation by covalent binding via chemical reactions. Our results suggest that, for compounds with reactive functional moieties, false positives can be reported when the conventional TDI assay is utilized.

Pharmacokinetic studies of a three-component complex that repurposes the front line antibiotic isoniazid against Mycobacterium tuberculosis.

The frontline tuberculosis (Tb) antibiotic isoniazid has been repurposed using a three component complex aimed at increasing the delivery efficiency and adding new avenues to its mechanism of action. This study focuses on pharmacokinetic studies of the isoniazid-sucrose-copper (II)-PEG-3350 complex. The assays include the Plasma Protein Binding Assay (85.8%), Caco-2 Permeability Assay (B→APapp, 0.13 × 10-6 cm/s), Cytochrome P450 Inhibition Assay (i.e. CYP2B6, IC50 = 7.26 µM), In vitro microsomal Stability Assay (t1/2 NADPH-Dependent > 240 min), and HepG2 Cytotoxicity (no toxicity). The National Cancer Institute's 60 cell line panel is used to measure activity against cancer cells. The percent growth values averaged over all 60 cell lines indicates the complex has no anti-cancer activity, which also suggests a lack of general toxicity. It also provides data for the complexes specificity against Mycobacterium tuberculosis.