Designed Experiments for Life Sciences (2 days)
Day 1
Section 1Introduction to Factorial Design
- Brief description of factorial design
- The factorial design planning process
- Basics of factorial design: Microwave popcorn
- Multiple response optimization
Lunch
Section 2Enhancements for Full Factorials
- Replicated full factorial (mouse cell assay)
- 28 full factorial (assay contaminants)
Section 3aFractional Factorials
- Fractional factorials
- 28-2 fractional factorial (assay contaminants)
- Setup and aliases
- Minimum run resolution V (MR5) designs
Day 2
Section 3bGeneral Factorials
- Immunofluorescent assay optimization
Section 4Introduction 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 5Response Surface Methodology
- Instructor led exercise (fluid bed coating)
- Building the design
- Details of analysis
- Optimization
- Quality by Design “QbD”
Lunch
Section 6Constrained Response Surface
- Constrained design space
- Optimal design
- Stent spray coating
Section 7Introduction to Mixture Design
- What makes a mixture?
- Mixture (Scheffé) polynomials
- Simplex lattice designs (synthetic medium)
- Constrained mixture (antiseptic)
Section 8Combined 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.