Dose-Response Determination in Multistage Endpoint Clinical Trials

Fei Chen1, José Pinheiro1

  • 11 Model Based Drug Development, Janssen Research & Development LLC, Raritan, NJ, USA.

Insights

Improper dose selection in clinical trials leads to high failure rates. This study introduces a model-based method using longitudinal data and Markov chains to accurately estimate optimal drug doses, improving clinical development success.

Area of Science:

  • Clinical pharmacology
  • Biostatistics
  • Drug development

Background:

  • Dose selection is critical in drug development, yet improper selection causes significant attrition in confirmatory studies.
  • Inadequate resources and inappropriate statistical methods contribute to suboptimal dose selection in early-phase trials.

Purpose of the Study:

  • To present a novel model-based dose-finding methodology for clinical trials.
  • To improve the estimation of dose-response relationships and identify optimal therapeutic doses.

Main Methods:

  • Utilizes all longitudinal data collected throughout a clinical trial.
  • Employs a Markov chain model to handle correlated repeated measures within patients.
  • Estimates the dose-response curve at any specified time point during the trial.

Main Results:

  • The methodology enables estimation of target doses, such as the minimum effective dose.
  • Demonstrated effectiveness through application in an actual Phase 2 clinical study.
  • Validated through comprehensive simulation studies.

Conclusions:

  • The proposed model-based approach enhances dose selection by leveraging all available patient data.
  • This method offers a statistically robust framework for optimizing dose-ranging studies.
  • Improved dose selection can potentially reduce attrition rates in later-stage clinical drug development.

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