How to understand
regulators to design
experiments in pharma
product development
Ajaz | Insights
Design is to do good not just be and look good: Bad Design is Smoke, Good Design is a Mirror.
Design is to do good not just be and look good: Bad Design is Smoke, Good Design is a Mirror.
Design is to do good not just be and look good: Bad Design is Smoke, Good Design is a Mirror.
Design is to do good not just be and look good: Bad Design is Smoke, Good Design is a Mirror.
DOE why?
Rational, rigorous, reproducible and repeatable
cause-and-effect relationships that serve as
evidence and warrant your claims
Critical quality attributes, critical process parameters,
speculations, stability (shelf-life), repeatability, reproducibility,
… bioavailability, bioequivalence
And Design Space, Comparability Protocol, Evolutionary Operation
(EVOP), Continual Improvement
Compared to “one factor at a time” experiments, increased experimental efficiency, accounting
interactions, multivariate predictive capability, minimization, maximization, optimization, graphical
illustration for enhanced communication of complex topics
Design of Experiments:
In developing products
and their manufacturing
process
DOE is not Design Space
4/22/2021 Ajaz S Hussain Ph.D. 7
Design Space(ICH Q8R2): Misconceptions
• DOE = Design Space
• Design Space is required
• Including of Design Space in development report will reduce
deficiencies
• Only critical parameters should be in a Design Space
• Edge-of-failure needed to define Design Space
Take an
integrated
design and
systems
approach
Ask the right questions to know the answers you want
Then design your experiments – not just jump to a
popular design
Consider real-world constraints; e.g., mixture designs
Remember garbage in = garbage out
DOE “Good Practices,” e.g., randomization,
replication,…. Assumptions, constraints
The approach you take to DOE says a lot about your
“development”
Pharmaceutical Quality System
4/22/2021 Ajaz S Hussain Ph.D. 10
Design thinking
Inspiration, ideation, and implementation
Desirability
“voice of the customer,” human-centered design or empathy,
to fully understand the problems within the organization by
asking what people are “hearing and seeing and feeling and
thinking.”
Feasibility what is possible in the organization in terms of existing and
potential capacity, human resources, processes, and technology
Viability
how an initiative can be “hardwired into the organization” so it
has a higher likelihood of continuing long past the point of
implementation – over a product life cycle
Integrative
Thinking
• Salient variables are identified, the
causal map is built, action is
sequenced, and choices made
• P-centric design; P = profiteer, patient,
public-health, professionals &
practitioners
• Regulatory life-cycle system
• Mechanistic & statistical predictability
Roger Martin and Hilary Austen. The Art of Integrative Thinking.
Rotman Management Fall 1999
By Design is intention to do good
not just be and look good.
Do + Be + Look Good is
integrated development
Do good is to be self-authored,
self-assured, internally validated
Be good is to comply to what
others require
Looking good seeks external
validation

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Design is to do good not just be and look good: Bad Design is Smoke, Good Design is a Mirror.

  • 1. How to understand regulators to design experiments in pharma product development Ajaz | Insights
  • 6. DOE why? Rational, rigorous, reproducible and repeatable cause-and-effect relationships that serve as evidence and warrant your claims Critical quality attributes, critical process parameters, speculations, stability (shelf-life), repeatability, reproducibility, … bioavailability, bioequivalence And Design Space, Comparability Protocol, Evolutionary Operation (EVOP), Continual Improvement Compared to “one factor at a time” experiments, increased experimental efficiency, accounting interactions, multivariate predictive capability, minimization, maximization, optimization, graphical illustration for enhanced communication of complex topics
  • 7. Design of Experiments: In developing products and their manufacturing process DOE is not Design Space 4/22/2021 Ajaz S Hussain Ph.D. 7
  • 8. Design Space(ICH Q8R2): Misconceptions • DOE = Design Space • Design Space is required • Including of Design Space in development report will reduce deficiencies • Only critical parameters should be in a Design Space • Edge-of-failure needed to define Design Space
  • 9. Take an integrated design and systems approach Ask the right questions to know the answers you want Then design your experiments – not just jump to a popular design Consider real-world constraints; e.g., mixture designs Remember garbage in = garbage out DOE “Good Practices,” e.g., randomization, replication,…. Assumptions, constraints The approach you take to DOE says a lot about your “development”
  • 10. Pharmaceutical Quality System 4/22/2021 Ajaz S Hussain Ph.D. 10
  • 11. Design thinking Inspiration, ideation, and implementation Desirability “voice of the customer,” human-centered design or empathy, to fully understand the problems within the organization by asking what people are “hearing and seeing and feeling and thinking.” Feasibility what is possible in the organization in terms of existing and potential capacity, human resources, processes, and technology Viability how an initiative can be “hardwired into the organization” so it has a higher likelihood of continuing long past the point of implementation – over a product life cycle
  • 12. Integrative Thinking • Salient variables are identified, the causal map is built, action is sequenced, and choices made • P-centric design; P = profiteer, patient, public-health, professionals & practitioners • Regulatory life-cycle system • Mechanistic & statistical predictability Roger Martin and Hilary Austen. The Art of Integrative Thinking. Rotman Management Fall 1999
  • 13. By Design is intention to do good not just be and look good. Do + Be + Look Good is integrated development Do good is to be self-authored, self-assured, internally validated Be good is to comply to what others require Looking good seeks external validation