Development of a nomogram for the estimation of long-term adherence to clozapine therapy using neutrophil fluorescence

Br J Clin Pharmacol. 2018 Jun;84(6):1228-1237. doi: 10.1111/bcp.13546. Epub 2018 Apr 2.

Abstract

Aims: Previously, we have reported an association between clozapine use and elevated FL3 neutrophil fluorescence, a flow-cytometric parameter for cell viability. Here, we developed and evaluated a pharmacokinetic-pharmacodynamic model relating FL3-fluorescence to clozapine exposure and derived a nomogram for estimation of long-term adherence.

Methods: Data from 27 patients initiating clozapine were analysed using nonlinear mixed effects modelling. A previously described pharmacokinetic model for clozapine was coupled to a FL3 fluorescence model. For this, an effect compartment with clozapine concentrations as input and a first order decay rate as output was linked with an Emax model to FL3-fluorescence. FL3-fluorescence was simulated for clozapine doses of 50, 150 and 400 mg daily (n = 10 000) to establish the nomogram. Finally, true simulated adherence (% of daily doses taken over 100 days) was compared to nomogram-estimated adherence to evaluate the performance of the nomogram.

Results: The half-life of FL3-fluorescence was estimated at 228 h (coefficient of variation 35%). Median absolute prediction errors of the nomogram in case of fully random adherence for 50, 150 and 400 mg ranged from -0.193% to -0.525%. The nomogram performed slightly worse in case of nonrandom adherence (median prediction error up to 5.19%), but was still clinically acceptable. Compliance patterns containing longer drug holidays revealed that the nomogram adequately estimates compliance over approximately the last 3 weeks prior to FL3-measurement.

Conclusion: Our nomogram could provide information regarding long-term adherence based on prescribed clozapine dose and FL3-fluorescence. Future studies should further explore the clinical value of this biomarker and nomogram.

Keywords: FL3-fluorescence; biomarker; clozapine; medication adherence; neutrophil granulocytes; pharmacodynamics; pharmacokinetics; schizophrenia.

MeSH terms

  • Adolescent
  • Adult
  • Antipsychotic Agents / pharmacokinetics
  • Antipsychotic Agents / therapeutic use*
  • Clozapine / pharmacokinetics
  • Clozapine / therapeutic use*
  • Databases, Factual
  • Drug Monitoring / methods*
  • Female
  • Flow Cytometry
  • Humans
  • Male
  • Medication Adherence*
  • Models, Biological
  • Neutrophils / drug effects*
  • Nomograms*
  • Nonlinear Dynamics
  • Predictive Value of Tests
  • Time Factors
  • Young Adult

Substances

  • Antipsychotic Agents
  • Clozapine