Role of modelling and simulation in Phase I drug development.

Although the use of pharmacokinetic/pharmacodynamic modelling and simulation (M&S) in drug development has increased during the last decade, this has most notably occurred in patient studies using the population approach. The role of M&S in Phase I, although of longer history, does not presently have the same impact on drug development. However, trends such as the increased use of biomarkers and clinical trial simulation as well as adoption of the learn/confirm concept can be expected to increase the importance of modelling in Phase I. To help identify the role of M&S, its main advantages and the obstacles to its rational use, an expert meeting was organised by COST B15 in Brussels, January 10-11, 2000. This article presents the views expressed at that meeting. Although it is clear that M&S occurs in only a minority of Phase I clinical trials, it is used for a large number of different purposes. In particular, M&S is considered valuable in the following situations: censoring because of assay limitation, characterisation of non-linearity, estimating exposure-response relationship, combined analyses, sparse sampling studies, special population studies, integrating PK/PD knowledge for decision making, simulation of Phase II trials, predicting multiple dose profile from single dose, bridging studies and formulation development. One or more of the following characteristics of M&S activities are often present and severely impede its successful integration into clinical drug development: lack of trained personnel, lack of protocol and/or analysis plan, absence of pre-specified objectives, no timelines or budget, low priority, inadequate reporting, no quality assurance of the modelling process and no evaluation of cost-benefit. The early clinical drug development phase is changing and if these implementation aspects can be appropriately addressed, M&S can fulfill an important role in reshaping the early trials by more effective extraction of information from studies, better integration of knowledge across studies and more precise predictions of trial outcome, thereby allowing more informed decision making.

[1]  S. T. Buckland,et al.  An Introduction to the Bootstrap. , 1994 .

[2]  T. Hedner,et al.  Plasma concentration — effect relationships for felodipine: A meta analysis , 1992, Clinical pharmacology and therapeutics.

[3]  R B Smith,et al.  Pharmacodynamic Modelling , 1991, Clinical pharmacokinetics.

[4]  M. Karlsson,et al.  The pharmacokinetic modelling of GI198745 (dutasteride), a compound with parallel linear and nonlinear elimination. , 1999, British journal of clinical pharmacology.

[5]  A F Cohen,et al.  Estimating impossible curves using NONMEM. , 2003, British journal of clinical pharmacology.

[6]  M O Karlsson,et al.  A model for the turnover of dihydrotestosterone in the presence of the irreversible 5α‐reductase inhibitors GI198745 and finasteride , 1998, Clinical pharmacology and therapeutics.

[7]  M O Karlsson,et al.  A mechanism-based pharmacokinetic-enzyme model for cyclophosphamide autoinduction in breast cancer patients. , 1999, British journal of clinical pharmacology.

[8]  Carl Peck,et al.  An Evaluation of the Integration of Pharmacokinetic and Pharmacodynamic Principles in Clinical Drug Development , 1997, Clinical pharmacokinetics.

[9]  L. Balant,et al.  The Population Approach: Measuring and Managing Variability in Response, Concentration and Dose, Commission of the European Community, Luxembourg , 1997 .

[10]  S L Shafer,et al.  Pharmacokinetics and Pharmacodynamics of Remifentanil: II. Model Application , 1997, Anesthesiology.

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

[12]  K. Higgins,et al.  Population Pharmacokinetics , 1999 .

[13]  L B Sheiner,et al.  Modeling a bivariate control system: LH and testosterone response to the GnRH antagonist antide. , 1996, The American journal of physiology.

[14]  E. Samara,et al.  Role of Population Pharmacokinetics in Drug Development , 1997, Clinical pharmacokinetics.

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

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

[17]  M Danhof,et al.  Relevance of the Application of Pharmacokinetic-Pharmacodynamic Modelling Concepts in Drug Development , 1997, Clinical pharmacokinetics.

[18]  R. de Leeuw,et al.  Structure-function relationship of recombinant follicle stimulating hormone (Puregon). , 1996, Molecular human reproduction.