Designed Experiments for Life Sciences (2 days)

Day 1

Section 1—Introduction to Factorial Design

  • Brief description of factorial design
    • The factorial design planning process
  • Basics of factorial design: Microwave popcorn
    • Multiple response optimization

Lunch

Section 2—Enhancements for Full Factorials

  • Replicated full factorial (mouse cell assay)
    • Explanation of power
  • 28 full factorial (assay contaminants)
    • Blocking

Section 3a—Fractional Factorials

  • Fractional factorials
    • 28-2 fractional factorial (assay contaminants)
    • Setup and aliases
  • Minimum run resolution V (MR5) designs
    • Response transformation

Day 2

Section 3b—General Factorials

  • Immunofluorescent assay optimization

Section 4—Introduction to Response Surface Design

  • Factorial with center points (bench reaction)
  • Introducing Response Surface Methods “RSM”
  • Augmenting to central composite design “CCD”
  • “Good” response surface designs
  • Sizing for precision

Section 5—Response Surface Methodology

  • Instructor led exercise (fluid bed coating)
    • Building the design
    • Details of analysis
    • Optimization
    • Quality by Design “QbD”

Lunch

Section 6—Constrained Response Surface

  • Constrained design space
    • Optimal design
    • Stent spray coating

Section 7—Introduction to Mixture Design

  • What makes a mixture?
  • Mixture (Scheffé) polynomials
  • Simplex lattice designs (synthetic medium)
  • Constrained mixture (antiseptic)

Section 8—Combined Mixture-Process Designs

  • Mixture amount (time release coating)
  • Combined design (powder coating)
Summary

  • Next steps
  • Optional exercise
    • “Titration” curve (mouse cell assay revisited)

See the public workshop schedule and the DELS course description for further information.

 


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