Model-based approaches to increase efficiency of drug development in schizophrenia: a can't miss opportunity

Background: Schizophrenia is a severe mental disorder characterized by definite specificities and complexities (heterogeneity of the disease symptoms, large between-subject variability in disease progression and response to therapeutic agents, placebo response, dropout, questionable preclinical models, importance of market differentiation, etc.) that make drug development in this field particularly difficult when compared to the other therapeutic areas. However, drug receptor binding (especially to D2, 5-HT2 and H1 receptors) can provide a useful quantitative framework that can be related to the downstream clinical (amelioration of disease-related scores) and unwanted (neurological effects and metabolic disregulation) effects. Objective: This paper reviews the pharmacokinetic, pharmacodynamic and disease progression approaches applied to the development of new drugs for the treatment of schizophrenia. Conclusions: Only model-based methodologies, able to integrate the diverse characteristics of a compound, can provide a rational approach to increase efficiency in drug development in this area, through the development of pharmacokinetic–pharmacodynamics models able to integrate quantitative descriptions of pharmacokinetics, desired and unwanted effects. These holistic approaches can be used in clinical trial simulations for reliably predicting the outcome of future trials. Meta-analyses of the competitor environment are also essential to position the new drug into a crowded competitive landscape.

[1]  S. Kapur,et al.  The Differential Effects of Atypical Antipsychotics on Prolactin Elevation Are Explained by Their Differential Blood-Brain Disposition: A Pharmacological Analysis in Rats , 2002, Journal of Pharmacology and Experimental Therapeutics.

[2]  Jae Kyeong Jeong,et al.  Modeling of Brain D2 Receptor Occupancy‐Plasma Concentration Relationships with a Novel Antipsychotic, YKP1358, Using Serial PET Scans in Healthy Volunteers , 2007, Clinical pharmacology and therapeutics.

[3]  S. Nyberg,et al.  Pharmacokinetics and D2 receptor occupancy of long-acting injectable risperidone (Risperdal Consta) in patients with schizophrenia. , 2005, The international journal of neuropsychopharmacology.

[4]  C. Peck,et al.  Prediction of the outcome of a phase 3 clinical trial of an antischizophrenic agent (quetiapine fumarate) by simulation with a population pharmacokinetic and pharmacodynamic model , 2000, Clinical pharmacology and therapeutics.

[5]  Christer Halldin,et al.  Test-retest reliability of central [11C]raclopride binding at high D2 receptor occupancy. A PET study in haloperidol-treated patients , 1996, Psychiatry Research: Neuroimaging.

[6]  M. Milad,et al.  Model-based development of gemcabene, a new lipid-altering agent , 2005, The AAPS Journal.

[7]  C. Beasley,et al.  Olanzapine plasma concentrations and clinical response in acutely ill schizophrenic patients. , 1997, Journal of clinical psychopharmacology.

[8]  E. Schuck,et al.  Integration of pharmacokinetic/pharmacodynamic modeling and simulation in the development of new anti-infective agents – minimum inhibitory concentration versus time-kill curves , 2007, Expert opinion on drug discovery.

[9]  S. Kay,et al.  The positive and negative syndrome scale (PANSS) for schizophrenia. , 1987, Schizophrenia bulletin.

[10]  Sylvie Chabaud,et al.  Clinical Trial Simulation Using Therapeutic Effect Modeling: Application to Ivabradine Efficacy in Patients with Angina Pectoris , 2002, Journal of Pharmacokinetics and Pharmacodynamics.

[11]  Jeffrey S Barrett,et al.  Model-based drug development applied to oncology , 2007, Expert opinion on drug discovery.

[12]  S. Kapur,et al.  Quetiapine extended-release versus immediate-release formulation: a positron emission tomography study. , 2008, The Journal of clinical psychiatry.

[13]  Y. Sawada,et al.  Receptor occupancy-based analysis of the contributions of various receptors to antipsychotics-induced weight gain and diabetes mellitus. , 2005, Drug metabolism and pharmacokinetics.

[14]  S. West,et al.  Dose–Response of Ritonavir on Hepatic CYP3A Activity and Elvitegravir Oral Exposure , 2009, Clinical pharmacology and therapeutics.

[15]  S. Kapur,et al.  Predicting haloperidol occupancy of central dopamine D2 receptors from plasma levels , 2000, Psychopharmacology.

[16]  M. Rowland Bioavailability assessment and pharmacologie response: Impact of first-pass loss when both drug and metabolites are active , 1988, Journal of Pharmacokinetics and Biopharmaceutics.

[17]  R Gomeni,et al.  Computer-assisted drug development (CADD): an emerging technology for designing first-time-in-man and proof-of-concept studies from preclinical experiments. , 2001, European journal of pharmaceutical sciences : official journal of the European Federation for Pharmaceutical Sciences.

[18]  P. Seeman,et al.  Antipsychotic drug doses and neuroleptic/dopamine receptors , 1976, Nature.

[19]  C. Veyrat‐Follet,et al.  Clinical trial simulation of docetaxel in patients with cancer as a tool for dosage optimization , 2000, Clinical pharmacology and therapeutics.

[20]  M. Shaw,et al.  A review of the association between antipsychotic use and hyperprolactinaemia , 2008, Journal of psychopharmacology.

[21]  D. Rujescu,et al.  Factor structure and external validity of the PANSS revisited , 2006, Schizophrenia Research.

[22]  Marc Laruelle,et al.  The role of in vivo molecular imaging with PET and SPECT in the elucidation of psychiatric drug action and new drug development , 2002, European Neuropsychopharmacology.

[23]  M. Hammarlund-Udenaes,et al.  Prolactin release after remoxipride by an integrated pharmacokinetic-pharmacodynamic model with intra- and interindividual aspects. , 1995, The Journal of pharmacology and experimental therapeutics.

[24]  C. Olsen,et al.  Using pharmacokinetic-pharmacodynamic modelling as a tool for prediction of therapeutic effective plasma levels of antipsychotics. , 2008, European journal of pharmacology.

[25]  Christoph Hiemke,et al.  Brain and plasma pharmacokinetics of aripiprazole in patients with schizophrenia: an [18F]fallypride PET study. , 2008, The American journal of psychiatry.

[26]  M. Mauri,et al.  Long-term treatment of chronic schizophrenia with risperidone: a study with plasma levels , 2001, European Psychiatry.

[27]  Mark Slifstein,et al.  Dose–Occupancy Study of Striatal and Extrastriatal Dopamine D2 Receptors by Aripiprazole in Schizophrenia with PET and [18F]Fallypride , 2008, Neuropsychopharmacology.

[28]  MO Karlsson,et al.  Modeling and Simulation of the Time Course of Asenapine Exposure Response and Dropout Patterns in Acute Schizophrenia , 2009, Clinical pharmacology and therapeutics.

[29]  J. Lieberman,et al.  Effectiveness of antipsychotic drugs in patients with chronic schizophrenia. , 2005, The New England journal of medicine.

[30]  L B Sheiner,et al.  Pharmacokinetic/pharmacodynamic modeling in drug development. , 2000, Annual review of pharmacology and toxicology.

[31]  David Taylor,et al.  Establishing a dose-response relationship for oral risperidone in relapsed schizophrenia , 2006, Journal of psychopharmacology.

[32]  M. Reimold,et al.  Occupancy of dopamine D1, D2 and serotonin2A receptors in schizophrenic patients treated with flupentixol in comparison with risperidone and haloperidol , 2006, Psychopharmacology.

[33]  Y. Sawada,et al.  Pharmacokinetic-pharmacodynamic analysis of antipsychotics-induced extrapyramidal symptoms based on receptor occupancy theory incorporating endogenous dopamine release. , 2005, Drug metabolism and pharmacokinetics.

[34]  S. Kapur,et al.  A PET study of dopamine D2 and serotonin 5-HT2 receptor occupancy in patients with schizophrenia treated with therapeutic doses of ziprasidone. , 2004, The American journal of psychiatry.

[35]  D. Flockhart,et al.  Possible interethnic differences in quinidine-induced QT prolongation between healthy Caucasian and Korean subjects. , 2007, British journal of clinical pharmacology.

[36]  C. DeCarli,et al.  FDG-PET improves accuracy in distinguishing frontotemporal dementia and Alzheimer's disease. , 2007, Brain : a journal of neurology.

[37]  Philip Seeman,et al.  Atypical Antipsychotics: Mechanism of Action , 2002, Canadian journal of psychiatry. Revue canadienne de psychiatrie.

[38]  C. Sabbioni,et al.  Atypical antipsychotics: pharmacokinetics, therapeutic drug monitoring and pharmacological interactions. , 2004, Current medicinal chemistry.

[39]  Del D. Miller,et al.  Plasma clozapine concentrations as a predictor of clinical response: a follow-up study. , 1994, The Journal of clinical psychiatry.

[40]  J. Lieberman,et al.  Schizophrenia: new pathological insights and therapies. , 2007, Annual review of medicine.

[41]  N H Holford,et al.  Simulation of clinical trials. , 2000, Annual review of pharmacology and toxicology.

[42]  S. Potkin,et al.  What Is Causing the Reduced Drug-Placebo Difference in Recent Schizophrenia Clinical Trials and What Can be Done About It? , 2008, Schizophrenia bulletin.

[43]  Mark E. Sale,et al.  A Joint Model for Nonlinear Longitudinal Data with Informative Dropout , 2003, Journal of Pharmacokinetics and Pharmacodynamics.

[44]  S. Kapur,et al.  Elevation of prolactin levels by atypical antipsychotics. , 2002, The American journal of psychiatry.

[45]  B. Pollock,et al.  Sensitivity of older patients to antipsychotic motor side effects: a PET study examining potential mechanisms. , 2009, The American journal of geriatric psychiatry : official journal of the American Association for Geriatric Psychiatry.

[46]  L E Friberg,et al.  An Agonist–Antagonist Interaction Model for Prolactin Release Following Risperidone and Paliperidone Treatment , 2009, Clinical pharmacology and therapeutics.

[47]  C. Halldin,et al.  No support for regional selectivity in clozapine-treated patients: a PET study with [(11)C]raclopride and [(11)C]FLB 457. , 2001, The American journal of psychiatry.

[48]  M. Bulsara,et al.  Investigation of Target Plasma Concentration-Effect Relationships for Olanzapine in Schizophrenia , 2003, Therapeutic drug monitoring.

[49]  S. Kapur,et al.  Clinical and theoretical implications of 5-HT2 and D2 receptor occupancy of clozapine, risperidone, and olanzapine in schizophrenia. , 1999, The American journal of psychiatry.

[50]  Matthias J. Müller,et al.  Serum levels of aripiprazole and dehydroaripiprazole, clinical response and side effects , 2008, The world journal of biological psychiatry : the official journal of the World Federation of Societies of Biological Psychiatry.

[51]  L. Mallet,et al.  Extrastriatal and striatal D2 dopamine receptor blockade with haloperidol or new antipsychotic drugs in patients with schizophrenia , 2001, British Journal of Psychiatry.

[52]  S. Kapur,et al.  A positron emission tomography study of quetiapine in schizophrenia: a preliminary finding of an antipsychotic effect with only transiently high dopamine D2 receptor occupancy. , 2000, Archives of general psychiatry.

[53]  A F Cohen,et al.  Biomarkers for the effects of antipsychotic drugs in healthy volunteers. , 2001, British journal of clinical pharmacology.

[54]  G. Sedvall,et al.  Positron emission tomographic analysis of central D1 and D2 dopamine receptor occupancy in patients treated with classical neuroleptics and clozapine. Relation to extrapyramidal side effects. , 1992, Archives of general psychiatry.

[55]  R. Murray,et al.  The Incidence of Operationally Defined Schizophrenia in Camberwell, 1965–84 , 1991, British Journal of Psychiatry.

[56]  S. Kapur,et al.  Increased dopamine d(2) receptor occupancy and elevated prolactin level associated with addition of haloperidol to clozapine. , 2001, The American journal of psychiatry.

[57]  Vikram Sinha,et al.  Model-Based Drug Development: The Road to Quantitative Pharmacology , 2006, Journal of Pharmacokinetics and Pharmacodynamics.

[58]  J. Pierre Deconstructing Schizophrenia forDSM-V: Challenges for Clinical and Research Agendas , 2008 .

[59]  Philip K McGuire,et al.  Functional neuroimaging in mental disorders. , 2004, World psychiatry : official journal of the World Psychiatric Association.

[60]  S. Kapur,et al.  Antipsychotic Dosing in Preclinical Models Is Often Unrepresentative of the Clinical Condition: A Suggested Solution Based on in Vivo Occupancy , 2003, Journal of Pharmacology and Experimental Therapeutics.

[61]  Hidehiko Takahashi,et al.  Dose-finding study of paliperidone ER based on striatal and extrastriatal dopamine D2 receptor occupancy in patients with schizophrenia , 2008, Psychopharmacology.

[62]  Modeling and Simulation to Support Dose Selection and Clinical Development of SC‐75416, a Selective COX‐2 Inhibitor for the Treatment of Acute and Chronic Pain , 2008, Clinical pharmacology and therapeutics.

[63]  Dinesh Bhugra,et al.  The Global Prevalence of Schizophrenia , 2005, PLoS medicine.

[64]  S. Deutsch,et al.  Topiramate antagonizes MK-801 in an animal model of schizophrenia. , 2002, European journal of pharmacology.

[65]  S. Kapur,et al.  D2 Receptor Occupancy of Olanzapine Pamoate Depot Using Positron Emission Tomography: An Open-label Study in Patients with Schizophrenia , 2008, Neuropsychopharmacology.

[66]  R. Gomeni,et al.  Modelling placebo response in depression trials using a longitudinal model with informative dropout. , 2009, European journal of pharmaceutical sciences : official journal of the European Federation for Pharmaceutical Sciences.

[67]  H. Möller,et al.  Pharmacokinetic-pharmacodynamic modeling of tolerance to the prolactin-secreting effect of chlorprothixene after different modes of drug administration. , 1999, The Journal of pharmacology and experimental therapeutics.

[68]  W Ewy,et al.  Model‐based Drug Development , 2007, Clinical pharmacology and therapeutics.

[69]  G. Nucci,et al.  Pharmacokinetics and time-course of D2 receptor occupancy induced by atypical antipsychotics in stabilized schizophrenic patients , 2008, Journal of psychopharmacology.

[70]  A. Camm,et al.  Relationships between preclinical cardiac electrophysiology, clinical QT interval prolongation and torsade de pointes for a broad range of drugs: evidence for a provisional safety margin in drug development. , 2003, Cardiovascular research.

[71]  J Tauscher,et al.  Significant dissociation of brain and plasma kinetics with antipsychotics , 2002, Molecular Psychiatry.

[72]  W. Spooren,et al.  Effects of aripiprazole/OPC-14597 on motor activity, pharmacological models of psychosis, and brain activity in rats , 2008, Neuropharmacology.

[73]  S. Kapur,et al.  Quetiapine: an effective antipsychotic in first-episode schizophrenia despite only transiently high dopamine-2 receptor blockade. , 2002, The Journal of clinical psychiatry.

[74]  E. Snoeck,et al.  Plasma protein binding of risperidone and its distribution in blood , 1994, Psychopharmacology.

[75]  Shitij Kapur,et al.  Differential effects of aripiprazole on D(2), 5-HT(2), and 5-HT(1A) receptor occupancy in patients with schizophrenia: a triple tracer PET study. , 2007, The American journal of psychiatry.

[76]  V. Piotrovsky,et al.  Pharmacokinetic-pharmacodynamic modeling in the data analysis and interpretation of drug-induced QT/QTc prolongation , 2005, The AAPS Journal.

[77]  S. Potkin,et al.  Plasma clozapine concentrations predict clinical response in treatment-resistant schizophrenia. , 1994, The Journal of clinical psychiatry.

[78]  Shitij Kapur,et al.  Dopamine D2 receptor occupancy predicts catalepsy and the suppression of conditioned avoidance response behavior in rats , 2000, Psychopharmacology.

[79]  F. Yasuno,et al.  Estimation of the time-course of dopamine D2 receptor occupancy in living human brain from plasma pharmacokinetics of antipsychotics. , 2004, The international journal of neuropsychopharmacology.

[80]  N. Holford,et al.  Population PKPD modelling of the long-term hypoglycaemic effect of gliclazide given as a once-a-day modified release (MR) formulation. , 2003, British journal of clinical pharmacology.

[81]  L B Sheiner,et al.  Learning versus confirming in clinical drug development , 1997, Clinical pharmacology and therapeutics.

[82]  H. Meltzer,et al.  Classification of typical and atypical antipsychotic drugs on the basis of dopamine D-1, D-2 and serotonin2 pKi values. , 1989, The Journal of pharmacology and experimental therapeutics.

[83]  John M. Davis,et al.  Dose Response and Dose Equivalence of Antipsychotics , 2004, Journal of clinical psychopharmacology.

[84]  G. Sedvall,et al.  D1, D2, and 5-HT2 receptor occupancy in relation to clozapine serum concentration: a PET study of schizophrenic patients. , 1995, The American journal of psychiatry.

[85]  B. Lund,et al.  Olanzapine Plasma Concentrations and Clinical Response: Acute Phase Results of the North American Olanzapine Trial , 2001, Journal of clinical psychopharmacology.

[86]  A. Malla,et al.  A study of the interrelationship between and comparative interrater reliability of the SAPS, SANS and PANSS , 1996, Schizophrenia Research.

[87]  S. Kapur,et al.  Does fast dissociation from the dopamine d(2) receptor explain the action of atypical antipsychotics?: A new hypothesis. , 2001, The American journal of psychiatry.

[88]  M. Bergström,et al.  D2 and 5HT2A receptor occupancy of different doses of quetiapine in schizophrenia: a PET study , 2001, European Neuropsychopharmacology.

[89]  C. T. Viswanathan,et al.  Opportunities for Integration of Pharmacokinetics, Pharmacodynamics, and Toxicokinetics in Rational Drug Development , 1992, Clinical pharmacology and therapeutics.

[90]  Jordi Llop,et al.  Within-subject comparison of striatal D2 receptor occupancy measurements using [123I]IBZM SPECT and [11C]Raclopride PET , 2008, NeuroImage.

[91]  R. Baldessarini,et al.  Clozapine and metabolites: concentrations in serum and clinical findings during treatment of chronically psychotic patients. , 1994, Journal of clinical psychopharmacology.

[92]  F. Rodríguez‐Artalejo,et al.  Meta-analysis of drop-out rates in randomised clinical trials, comparing typical and atypical antipsychotics in the treatment of schizophrenia , 2006, European Psychiatry.

[93]  S. Kapur,et al.  The relationship between D2 receptor occupancy and plasma levels on low dose oral haloperidol: a PET study , 1997, Psychopharmacology.

[94]  M. Bergström,et al.  Time course of central nervous dopamine-D2 and 5-HT2 receptor blockade and plasma drug concentrations after discontinuation of quetiapine (Seroquel®) in patients with schizophrenia , 1998, Psychopharmacology.

[95]  M. Luyckx,et al.  Risperidone Drug Monitoring , 2000 .

[96]  I. Kola,et al.  Can the pharmaceutical industry reduce attrition rates? , 2004, Nature Reviews Drug Discovery.

[97]  Malcolm Rowland,et al.  Optimizing the Science of Drug Development: Opportunities for Better Candidate Selection and Accelerated Evaluation in Humans , 2004, Pharmaceutical Research.

[98]  Hans-Georg Buchholz,et al.  The Striatal and Extrastriatal D2/D3 Receptor-Binding Profile of Clozapine in Patients with Schizophrenia , 2006, Neuropsychopharmacology.

[99]  H. Jones,et al.  Dopamine and antipsychotic drug action revisited , 2002, British Journal of Psychiatry.

[100]  Lawrence J Lesko,et al.  Quantitative disease, drug, and trial models. , 2009, Annual review of pharmacology and toxicology.

[101]  B. Pollock,et al.  Long-term stability of measuring D2 receptors in schizophrenia patients treated with antipsychotics , 2009, Schizophrenia Research.

[102]  E. Walker,et al.  Diagnostic and Statistical Manual of Mental Disorders , 2013 .

[103]  C. Halldin,et al.  Low striatal and extra-striatal D2 receptor occupancy during treatment with the atypical antipsychotic sertindole , 2002, Psychopharmacology.

[104]  J. Rabinowitz,et al.  The association of dropout and outcome in trials of antipsychotic medication and its implications for dealing with missing data. , 2007, Schizophrenia bulletin.

[105]  P. Fletcher,et al.  Dissociation between In Vivo Occupancy and Functional Antagonism of Dopamine D2 Receptors: Comparing Aripiprazole to Other Antipsychotics in Animal Models , 2006, Neuropsychopharmacology.

[106]  F. Barale,et al.  Clinical outcome and olanzapine plasma levels in acute schizophrenia , 2005, European Psychiatry.

[107]  Christer Halldin,et al.  Central D2-dopamine receptor occupancy in relation to antipsychotic drug effects: A double-blind PET study of schizophrenic patients , 1993, Biological Psychiatry.

[108]  S. Kapur,et al.  A PET study evaluating dopamine D2 receptor occupancy for long-acting injectable risperidone. , 2006, The American journal of psychiatry.

[109]  Dean F Wong,et al.  The Role of Imaging in Proof of Concept for CNS Drug Discovery and Development , 2009, Neuropsychopharmacology.

[110]  J. Overall,et al.  The Brief Psychiatric Rating Scale , 1962 .

[111]  C. Halldin,et al.  Suggested minimal effective dose of risperidone based on PET-measured D2 and 5-HT2A receptor occupancy in schizophrenic patients. , 1999, The American journal of psychiatry.

[112]  R. Gomeni,et al.  Bayesian modelling and ROC analysis to predict placebo responders using clinical score measured in the initial weeks of treatment in depression trials. , 2007, British journal of clinical pharmacology.

[113]  C. Halldin,et al.  D2 dopamine receptor occupancy during low-dose treatment with haloperidol decanoate. , 1995, The American journal of psychiatry.

[114]  S. Kapur,et al.  Monthly administration of long-acting injectable risperidone and striatal dopamine D2 receptor occupancy for the management of schizophrenia. , 2008, The Journal of clinical psychiatry.