Pharmacometrics beyond drug development: from where have we - - PowerPoint PPT Presentation
Pharmacometrics beyond drug development: from where have we - - PowerPoint PPT Presentation
Pharmacometrics beyond drug development: from where have we come....to where should we go Steven E. Kern, Ph.D. Head of Pharmacology Modeling Modeling & Simulation Novartis Pharma AG, Basel Switzerland Beyond Drug Development...
Beyond Drug Development...
- Individualization
- Selecting the right dose for the right patient
- The original motivation for all our activity still very relevant today
- Education
- Teaching quantitative pharmacology to clinicians and students
- Clever opportunities to integrate back into patient care
- Communication
- To a broader community of non-experts
- Beyond the Uppsala-Paris-Auckland-San Francisco-Buffalo-Leiden
pathway
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from where have we come...to where we should go
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A Chronology of Quantitative Analysis used to support Pharmacotherapy and Drug Development
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Quantitative pharmacologists have been prescient for some time...
5
Annu Rev Pharmacol. 1968;8:67-94.
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Learning versus confirming... It’s the patient that matters!
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Why does this matter? Because few drugs work in all people
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A Make Believe Example: The P-metrics Community solves anticoagulation
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Dose – Effect relationship fit to extensive data: PK, PD, Biomarker, Endpoint
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Pharmacogenetics, the missing covariate?
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Population assessment of dose – effect relationship
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Are the outliers worth the extra effort?
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Modeling with a parsimonious approach
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Model improves prediction but there still unexplained residual variability...
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Post-PK variability is the focus for consistent effect
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Prospective assessment of adaptive therapy
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Time to effective treatment improved
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Adaptation of dose to a priori conditions helps
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Hard to show benefit/risk balance...
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Pharmacometrics towards finding the Right Dose: charting our progress on the “Hype Cycle”
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http://en.wikipedia.org/wiki/Hype_cycle www.gartner.com
Moving forward on the Plateau of Productivity through education
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Tools for moving along the Plateau of Productivity
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Necessary “evils” along the Plateau of Productivity
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Novartis Modeling & Simulation Group Training
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Plateau still has innovation and excitement
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Why use modeling and simulation?
Supporting decision making under uncertainty (idea credit D. Bottino)
Informs decision
- Stay put
- Check again in 12 hours
- Board up windows
- Evacuate
- Stay on current dose
- Monitor more closely
- Increase dose
- Change therapies
Weather model
Doppler Satellite Balloons
Drug-disease model
Cellular Molecular Diagnosis
100 200 300 400 500 600
- 5
- 4
- 3
- 2
- 1
1 2 Disease Burden (log) days
model simulate
700
Informs decision
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Simple means to efficiently relay quantitative information
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VPCs alone are not the answer...
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With established credibility with clinical partners, integration of information in a display is possible
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Integrated clinical pharmacology on a topography – flying on an exposure landscape
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Population 2100 Population 2010
The changing shape of global population
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Source: http://www.worldmapper.org/
Mismatch between disease burden…
Malaria deaths
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Source: http://www.worldmapper.org/
…and available medical care…
Physicians
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…or biomedical research
Source: http://www.worldmapper.org/
Research
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Research Physicians Malaria deaths
We need more research scientists in Africa
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Scientific and clinical capability development
Hands-on training and collaboration Scientific education and clinical training Building infrastructure
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Novartis Efforts to build Scientific/Clinical Capability in the Developing World
- Research internship & post-doctoral
programs for scientists/physicians in the developing world (e.g., NIBR Kenya equipment donation and exchange program; NITD post-doc program)
- Research and academic training
programs for scientists/physicians in the developing world (e.g., Siena University/NVGH Certificate in Vaccinology)
- International scientific/clinical symposia
- n neglected diseases in the
developing world (e.g., NITD TB symposium in Cameroon)
Novartis Research Internship and Postdoctoral Programs
- Goal:
1) Support talented, previously disadvantaged and motivated students to advance their career in biomedical research; 2) Mentorship opportunities for Novartis scientists
- Program Description – Internship:
3-6 month research internship in a Novartis research
lab for undergraduate or graduate students with previous lab experience; assignment of Novartis research mentor; participation in seminars and poster presentation
- Program description – Postdoctoral
Program: 2-3 years research internship in a Novartis research
lab for individuals who are interested in pharmaceutical discovery; assignment of academic and Novartis mentor; focus of work is on non- proprietary, publishable research
Going forward...
- Individualization
- Education
- Communication
- Globalization
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With thanks....
- Kyungsoo Park and WCoP organizers
- Colin Pillai and colleagues at Novartis
- The rest of you whose work I shamelessly cobbled
together to address this challenging topic
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