Model-based phase I designs incorporating toxicity and efficacy for single and dual agent drug combinations: methods

Sumithra J Mandrekar1, Rui Qin, Daniel J Sargent

  • 1Department of Health Sciences Research, Mayo Clinic, Rochester, MN 55905, USA. mandrekar.sumithra@mayo.edu

Statistics in Medicine
|April 27, 2010
PubMed

Insights

Novel therapies require advanced drug development designs. Model-based approaches using toxicity and efficacy data help identify optimal doses for new agents, though practical challenges remain.

Area of Science:

  • Clinical pharmacology
  • Biostatistics
  • Drug development

Background:

  • Novel therapeutic agents present unique challenges in drug development due to specific targets, unknown dose-efficacy relationships, and limited toxicity data.
  • Traditional dose-finding methods may be insufficient for these novel agents, necessitating advanced statistical designs.
  • Phase I clinical trials are critical for establishing safe and effective doses.

Purpose of the Study:

  • To review model-based designs for identifying optimal doses of single or combination agents in Phase I trials.
  • To explore the use of proportional odds and continuation ratio models for dose optimization.
  • To address practical challenges in implementing these advanced designs in clinical practice.

Main Methods:

  • Review of two model-based designs: proportional odds and continuation ratio models.
  • Utilizing a continual reassessment method (CRM) with accumulated patient data for dose selection.
  • Incorporating separate toxicity and efficacy curves for each drug in two-agent combination studies.

Main Results:

  • Simulation studies indicate theoretical promise for model-based designs in identifying optimal doses.
  • The proposed methods allow for flexible modeling of toxicity and efficacy for individual agents.
  • Practical challenges to implementation were identified and potential solutions discussed.

Conclusions:

  • Model-based designs offer a promising approach to optimize dosing for novel therapies in early-phase trials.
  • Addressing implementation challenges is crucial for the routine adoption of these advanced statistical methods.
  • Closer alignment between design development and clinical paradigms can facilitate quicker integration.

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