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© 2020 Minitab, LLC.
Powerful Statistical Tools in
the Pharmaceutical and
Medical Devices Industry
Workshop
© 2020 Minitab, LLC.
• 15+ years of
experience
• Masters in Applied
Statistics
• Masters in Computer
Science
Meet the Presenter:
Ming Dong
Technical Training Manager
© 2020 Minitab, LLC.
FDA Drug and Device Development Processes
FDA
• Reviews research data and information about drugs
and devices before they become available to the
public.
• Watches for drug problems once drugs and devices
are available to the public.
• Monitors drug information and advertising.
• Protects drug quality.
https://www.fda.gov/patients/learn-about-drug-and-device-approvals
3
© 2020 Minitab, LLC.
FDA Product Development Life Cycle
4
1
Stage 1: Device Discovery/ Concept
2
Stage 2: Preclinical Research – Design and Prototype
3
Stage 3: Pathway to Approval – Testing and Validation
4
Stage 4: FDA Review and Deployment
5
Stage 5: Post-Market Safety Monitoring, Maintenance and Support
© 2020 Minitab, LLC.
Stage 1
Device
Discovery/
Concept
• Research an unmet medical need
• Create a concept or an idea for a
new device
• Determine the concept is
workable
• Practical concepts that move to
the later stages of development.
© 2020 Minitab, LLC.
Case Study Stage 1: Device Discovery/Concept
Develop the Best Bonding Agent
• An adhesive bonding agent manufacturer is
looking to develop a new product to compete with
the current market leader.
• The engineers collected three popular bonding
agents and measured their pull force every three
months to assess strength degradation.
• Using Minitab’s Quality Tools  Variability Chart,
engineers can quickly identify the strongest.
© 2020 Minitab, LLC.
The Method Used
• Rank potential projects by both
their weighted benefits and their
relative ease of completion.
Result
• Prioritize and choose the best
projects to work on
Minitab Workspace Tool Stage 1: Device Discovery/Concept
Project Prioritization Matrix
© 2020 Minitab, LLC.
Stage 2
Preclinical
Research –
Design and
Prototype
• Translate user needs into technical
requirements.
• Test the prototypes in controlled
laboratory settings.
• Understand the prototype and
attempt to reduce the risk of harm to
people.
© 2020 Minitab, LLC.
Case Study Stage 2: Preclinical Research – Design and Prototype
Optimizing a Packaging Process
9
• U.S. headquartered medical devices manufacturer Boston
Scientific’s manufacturing facility in Heredia Costa Rica
• Evaluated its pouch-sealing process to determine optimum
process conditions.
• Applied Minitab’s DOE tools by simultaneously changing and
assessing more than one input variable at a time.
• Applying the optimal packaging manufacturing conditions,
Boston Scientific Heredia substantially increased cost
savings and achieved desired sealing strengths.
© 2020 Minitab, LLC.
Stage 3
Pathway to
Approval –
Testing and
Validation
• Verify that the device is both safe
and effective.
• Test the product performance
relative to specifications.
• Show evidence that the
processes will consistently
produce the specified outcomes.
© 2020 Minitab, LLC.
Case Study Stage 3: Pathway to Approval – Testing and Validation
Active Ingredient
11
• The active ingredient in a tranquilizer has a
target active ingredient amount of 150 mg/ml.
Each batch of sedatives is tested to detect
significant deviations from the target before
shipment.
• 12 samples are taken at random from 12
different batches, and the amount of the
active ingredient is measured.
• Hypothesis Testing
© 2020 Minitab, LLC.
Stage 4
FDA Review
and
Deployment
• File an application with the FDA to
market the device to the public.
• To provide continual assurance
that the process remains in a state
of control and a validated state
during commercial manufacture.
• To meet a set of requirements
defined by specification limits
• Be sure of shipping good batches
of medical products to customers.
© 2020 Minitab, LLC.
Case Study Stage 4: FDA Review and Deployment
Dissolution of Oral Tablets
13
• A sustained-release pharmaceutical drug was
developed to have a 50% dissolution time (T50) of at
least 150 minutes.
• To evaluate the capability of this process, a quality
engineer measures dissolution time to show that a
high proportion of tablets can meet the lower
specification of 150 minutes.
• Capability Analysis non-normal data
© 2020 Minitab, LLC.
Minitab Workspace Tool Stage 4: FDA Review and Deployment
Process map
A process map to
illustrate:
• Sequential flow
• Relationship of steps
• Identify key decision points
• Uncover rework loops
© 2020 Minitab, LLC.
Stage 5
Post-Market
Safety-
Monitoring,
Maintenance,
and Support
• File an application with the
FDA to market the device to
the public.
• Provide continual assurance
that the process remains in a
state of control.
• Meet a set of requirements that
are defined by specification
limits.
© 2020 Minitab, LLC.
Case Study Stage 5: Post-Market Safety Monitoring, Maintenance and Support
Predicting and reducing failure batches
16
• A medical latex glove manufacturer installs 57
sensors/signals on the production line to collect different
production conditions.
• temperature,
• moisture level
• machine speed.
• Engineers had collected data from 4,601 batches of
products that had a 39.4% batch failure rate.
• After applying Minitab’s CART classification tree
techniques, researchers discovered the key sensors
related to high risk of failure batches.
• Actions were taken to monitor key sensors closely.
© 2020 Minitab, LLC.
• Classification and Regression
Trees
• Python Integration
© 2020 Minitab, LLC.
© 2020 Minitab, LLC.
19
© 2020 Minitab, LLC.
Minitab Virtual Launch Event
Research shows that leaders globally are making digital
transformation a priority. Hear from Minitab experts including
Jennifer Atlas and Mikhail Golovyna on how organizations
can bring about, impact and accelerate digital
transformation.
• Date: Thursday, October 22
• Time: 1030am HKT / 1130 am KST /
130pm AEDT / 330pm NZDT
• Register for free here now:
https://info.minitab.com/resources/webinars/virtual-
launch-event-acceleration-digital-transformation
Scan to
register
© 2020 Minitab, LLC.
Final Words
21
• By applying Minitab statistical tools, manufacturers
can ensure the quality and durability in each stage of
the product life cycle.
• Record all necessary information for future reference
or inspection by regulators.
• Workspace contains essential visual tools, forms, and
templates all in one application to assist
manufacturers record details of every step.
© 2020 Minitab, LLC.
Upcoming Training
Virtual Training
Take our Minitab Signature Trainings virtually now from anywhere and learn directly from
our expert statisticians. Upcoming training include:
• Predictive Analytics – Machine Learning
• October 12 -13
• Improving Business Processes: Statistical Quality Analysis for Service Quality
• November 2 – 6
• Improving Manufacturing Processes
• November 30 – December 2
See all the details at:
http://www.minitab.com/training/training/
Scan here
for details
© 2020 Minitab, LLC.
On-Demand and Live Webinars
Webinar Wednesdays
Live Webinar Highlights
• Gaining a Competitive Advantage: Using Analytics to Optimize Your
Digital Marketing
• October 14th at 10am HKT/ 1pm AEST
On-Demand Webinar Highlights:
• Quality as a competitive advantage: How the Lego Group work with
Quality and Product Safety
• The Age of Analytics: Data-Drive Insights in the Services Industry
• For more details:
https://info.minitab.com/resources/webinars/webinar-wednesdays-apac
Scan here
for details
© 2020 Minitab, LLC.
Our Approach: More Than Business Analytics… Solutions Analytics
Software
Services
Training
Learn first-hand by attending public or
customized trainings in your facilities
according to your requirements.
Statistical
Consulting
Personalized help with statistical
challenges from collecting the right data
to interpreting analysis more.
Support
Assistance with installation,
implementation, version updates
and license management.
Master statistics and
Minitab anywhere
with online training
Machine learning and
predictive analytics
software
Start, track, manage
and execute
improvement projects
with real-time
dashboards
Powerful statistical
software everyone
can use.
Data Analysis Predictive Modeling Visual Business Tools Project Oversight
Visual tools to
process and product
excellence.
Online Training
Solutions analytics is our integrated approach to providing software and services that enable organizations to make better decisions that drive business excellence.
© 2020 Minitab, LLC.
Thank you

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Powerful Statistical Tools in the Pharmaceutical and Medical Devices Industry Workshop

  • 1. © 2020 Minitab, LLC. Powerful Statistical Tools in the Pharmaceutical and Medical Devices Industry Workshop
  • 2. © 2020 Minitab, LLC. • 15+ years of experience • Masters in Applied Statistics • Masters in Computer Science Meet the Presenter: Ming Dong Technical Training Manager
  • 3. © 2020 Minitab, LLC. FDA Drug and Device Development Processes FDA • Reviews research data and information about drugs and devices before they become available to the public. • Watches for drug problems once drugs and devices are available to the public. • Monitors drug information and advertising. • Protects drug quality. https://www.fda.gov/patients/learn-about-drug-and-device-approvals 3
  • 4. © 2020 Minitab, LLC. FDA Product Development Life Cycle 4 1 Stage 1: Device Discovery/ Concept 2 Stage 2: Preclinical Research – Design and Prototype 3 Stage 3: Pathway to Approval – Testing and Validation 4 Stage 4: FDA Review and Deployment 5 Stage 5: Post-Market Safety Monitoring, Maintenance and Support
  • 5. © 2020 Minitab, LLC. Stage 1 Device Discovery/ Concept • Research an unmet medical need • Create a concept or an idea for a new device • Determine the concept is workable • Practical concepts that move to the later stages of development.
  • 6. © 2020 Minitab, LLC. Case Study Stage 1: Device Discovery/Concept Develop the Best Bonding Agent • An adhesive bonding agent manufacturer is looking to develop a new product to compete with the current market leader. • The engineers collected three popular bonding agents and measured their pull force every three months to assess strength degradation. • Using Minitab’s Quality Tools  Variability Chart, engineers can quickly identify the strongest.
  • 7. © 2020 Minitab, LLC. The Method Used • Rank potential projects by both their weighted benefits and their relative ease of completion. Result • Prioritize and choose the best projects to work on Minitab Workspace Tool Stage 1: Device Discovery/Concept Project Prioritization Matrix
  • 8. © 2020 Minitab, LLC. Stage 2 Preclinical Research – Design and Prototype • Translate user needs into technical requirements. • Test the prototypes in controlled laboratory settings. • Understand the prototype and attempt to reduce the risk of harm to people.
  • 9. © 2020 Minitab, LLC. Case Study Stage 2: Preclinical Research – Design and Prototype Optimizing a Packaging Process 9 • U.S. headquartered medical devices manufacturer Boston Scientific’s manufacturing facility in Heredia Costa Rica • Evaluated its pouch-sealing process to determine optimum process conditions. • Applied Minitab’s DOE tools by simultaneously changing and assessing more than one input variable at a time. • Applying the optimal packaging manufacturing conditions, Boston Scientific Heredia substantially increased cost savings and achieved desired sealing strengths.
  • 10. © 2020 Minitab, LLC. Stage 3 Pathway to Approval – Testing and Validation • Verify that the device is both safe and effective. • Test the product performance relative to specifications. • Show evidence that the processes will consistently produce the specified outcomes.
  • 11. © 2020 Minitab, LLC. Case Study Stage 3: Pathway to Approval – Testing and Validation Active Ingredient 11 • The active ingredient in a tranquilizer has a target active ingredient amount of 150 mg/ml. Each batch of sedatives is tested to detect significant deviations from the target before shipment. • 12 samples are taken at random from 12 different batches, and the amount of the active ingredient is measured. • Hypothesis Testing
  • 12. © 2020 Minitab, LLC. Stage 4 FDA Review and Deployment • File an application with the FDA to market the device to the public. • To provide continual assurance that the process remains in a state of control and a validated state during commercial manufacture. • To meet a set of requirements defined by specification limits • Be sure of shipping good batches of medical products to customers.
  • 13. © 2020 Minitab, LLC. Case Study Stage 4: FDA Review and Deployment Dissolution of Oral Tablets 13 • A sustained-release pharmaceutical drug was developed to have a 50% dissolution time (T50) of at least 150 minutes. • To evaluate the capability of this process, a quality engineer measures dissolution time to show that a high proportion of tablets can meet the lower specification of 150 minutes. • Capability Analysis non-normal data
  • 14. © 2020 Minitab, LLC. Minitab Workspace Tool Stage 4: FDA Review and Deployment Process map A process map to illustrate: • Sequential flow • Relationship of steps • Identify key decision points • Uncover rework loops
  • 15. © 2020 Minitab, LLC. Stage 5 Post-Market Safety- Monitoring, Maintenance, and Support • File an application with the FDA to market the device to the public. • Provide continual assurance that the process remains in a state of control. • Meet a set of requirements that are defined by specification limits.
  • 16. © 2020 Minitab, LLC. Case Study Stage 5: Post-Market Safety Monitoring, Maintenance and Support Predicting and reducing failure batches 16 • A medical latex glove manufacturer installs 57 sensors/signals on the production line to collect different production conditions. • temperature, • moisture level • machine speed. • Engineers had collected data from 4,601 batches of products that had a 39.4% batch failure rate. • After applying Minitab’s CART classification tree techniques, researchers discovered the key sensors related to high risk of failure batches. • Actions were taken to monitor key sensors closely.
  • 17. © 2020 Minitab, LLC. • Classification and Regression Trees • Python Integration
  • 19. © 2020 Minitab, LLC. 19
  • 20. © 2020 Minitab, LLC. Minitab Virtual Launch Event Research shows that leaders globally are making digital transformation a priority. Hear from Minitab experts including Jennifer Atlas and Mikhail Golovyna on how organizations can bring about, impact and accelerate digital transformation. • Date: Thursday, October 22 • Time: 1030am HKT / 1130 am KST / 130pm AEDT / 330pm NZDT • Register for free here now: https://info.minitab.com/resources/webinars/virtual- launch-event-acceleration-digital-transformation Scan to register
  • 21. © 2020 Minitab, LLC. Final Words 21 • By applying Minitab statistical tools, manufacturers can ensure the quality and durability in each stage of the product life cycle. • Record all necessary information for future reference or inspection by regulators. • Workspace contains essential visual tools, forms, and templates all in one application to assist manufacturers record details of every step.
  • 22. © 2020 Minitab, LLC. Upcoming Training Virtual Training Take our Minitab Signature Trainings virtually now from anywhere and learn directly from our expert statisticians. Upcoming training include: • Predictive Analytics – Machine Learning • October 12 -13 • Improving Business Processes: Statistical Quality Analysis for Service Quality • November 2 – 6 • Improving Manufacturing Processes • November 30 – December 2 See all the details at: http://www.minitab.com/training/training/ Scan here for details
  • 23. © 2020 Minitab, LLC. On-Demand and Live Webinars Webinar Wednesdays Live Webinar Highlights • Gaining a Competitive Advantage: Using Analytics to Optimize Your Digital Marketing • October 14th at 10am HKT/ 1pm AEST On-Demand Webinar Highlights: • Quality as a competitive advantage: How the Lego Group work with Quality and Product Safety • The Age of Analytics: Data-Drive Insights in the Services Industry • For more details: https://info.minitab.com/resources/webinars/webinar-wednesdays-apac Scan here for details
  • 24. © 2020 Minitab, LLC. Our Approach: More Than Business Analytics… Solutions Analytics Software Services Training Learn first-hand by attending public or customized trainings in your facilities according to your requirements. Statistical Consulting Personalized help with statistical challenges from collecting the right data to interpreting analysis more. Support Assistance with installation, implementation, version updates and license management. Master statistics and Minitab anywhere with online training Machine learning and predictive analytics software Start, track, manage and execute improvement projects with real-time dashboards Powerful statistical software everyone can use. Data Analysis Predictive Modeling Visual Business Tools Project Oversight Visual tools to process and product excellence. Online Training Solutions analytics is our integrated approach to providing software and services that enable organizations to make better decisions that drive business excellence.
  • 25. © 2020 Minitab, LLC. Thank you