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Quantifying, Visualizing, and Monitoring Lead Optimization.

Andrew T Maynard1, Christopher D Roberts1

  • 1GlaxoSmithKline, 5 Moore Drive, Research Triangle Park, North Carolina 27709-3398, United States.

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|August 12, 2015
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Summary
This summary is machine-generated.

This study introduces "LO telemetry," a new method to visualize and quantify lead optimization (LO) project progress. This framework enhances project management and decision-making in pharmaceutical research and development.

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Area of Science:

  • Drug Discovery and Development
  • Pharmaceutical Research
  • Medicinal Chemistry

Background:

  • Lead Optimization (LO) is a critical but often unquantified process in pharmaceutical R&D.
  • Existing methods lack process-centric analysis and visualization for LO projects.
  • Effective monitoring of LO convergence is essential for successful drug development.

Purpose of the Study:

  • To develop a statistical framework for quantifying and visualizing lead optimization project progression.
  • To introduce "LO telemetry" as a tool for monitoring the vital signs of LO convergence.
  • To enhance the management and prioritization of LO projects in pharmaceutical R&D.

Main Methods:

  • Developed a simple statistical framework to analyze and visualize LO project data.
  • Generated visualizations termed "LO telemetry" to represent project progression.
  • Applied the methodology to five diverse LO projects with varying outcomes.

Main Results:

  • LO telemetry accurately captures the progression of lead optimization projects.
  • Demonstrated the ability to monitor LO convergence objectively and holistically.
  • Presented metrics for quantifying LO efficiency and tractability.

Conclusions:

  • LO telemetry provides an objective, holistic, and instantaneous analysis of LO progression.
  • This visualization tool empowers project teams and management for better decision-making.
  • The framework supports effective coordination and prioritization of pharmaceutical R&D projects.