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Personalized Health(care):
more than ‘just’ targeted medicines
Professor of Personalized Healthcare
Head Radboud Center for Proteomics, Glycomics
and Metabolomics
Coordinator Radboud Technology Centers
Senior Scientist Integrator Biomarkers
Prof Alain van Gool
Innovation for Health
Rotterdam, 18 Feb 2016
My background in personalized health(care)
8 years academia (NL, UK)
(molecular mechanisms of disease)
13 years pharma (EU, USA, Asia)
(biomarkers, Omics)
4 years med school (NL)
(personalized healthcare, Omics, biomarkers)
4 years applied research institute (NL, EU)
(biomarkers, personalized health, nutrition)
1991-1996
(PhD)
1996-1998
(post-doc)
2009-2012
(visiting prof)
1999-2007 2007-2009 2009-2011
2011-now
2011-now (prof)
2
A person / citizen / family man
(adventures in EU, USA, Asia)
Alain van Gool, Innovation for Health, 18 Feb 2016
2016 (Scientific lead DTL-Technologies)
2016 (Head Biomarker Platform)
3 Alain van Gool, Innovation for Health, 18 Feb 2016
Source: Chakma, Journal of Young Investigators, 16, 2009
Principle of Personalized/Precision/Targeted Medicine
4
• The right drug for right patient at right dose at right time
• Molecular biomarkers as key drivers of patient selection
4 Alain van Gool, Innovation for Health, 18 Feb 2016
Emerging Personalized / Precision / Targeted Medicine
Good examples personalized medicine in Oncology and Neurosciences:
• Her2/neu, BRCA, BRAF, EGFR, EML4/ALK, Cyp450, etc
Emerging companion diagnostics, also linked to non-drug therapies:
• Volker: Intestinal surgery → XIAP → Cord blood
• Beery twins: Cerebral palsy → SPR → Diet 5HTP
• Wartman: Leukemia → FLT3 → Sunitinib
• Gilbert: Healthy → BRCA → Mas/Ovarectomy
• Snyder: T2Diabetes → GCKR, KCNJ11 → Diet, exercise
• Lauerman: Scotoma, leg → JAK2 → Aspirin
• Bradfield: Healthy → CDH1 → Gastrectomy
5 Alain van Gool, Innovation for Health, 18 Feb 2016
6
Optimal Personalized / Precision / Targeted Medicine
People are more than linear pathways
Moving to Personalized Health(care)
{Source: Barabási 2007 NEJM 357; 4}
• People are different
• Different risk factors
(molecule, system, environment)
• Different preferences
• Shared desire not to get ill at all !
8 Alain van Gool, Innovation for Health, 18 Feb 2016
3 key aspects of personalized health(care)
‘I want to stay healthy. If not, how do I get healthy?’
1. What to measure?
2. How much can it change?
3. What should be the follow-up for me?
9 Alain van Gool, Innovation for Health, 18 Feb 2016
1. What to measure?
Exponential technological developments
• Next generation sequencing
• DNA, RNA
• Risk analysis and therapy selection
• Mass spectrometry
• Proteins, metabolites
• Monitoring of disease and treatment effects
• Imaging
• Non invasive images, real time
• Spatial view of intact organs and organisms
500
1000
1500
2000
m/z
5 10 15 20 25 30 35 40 Time [min]
10 Alain van Gool, Innovation for Health, 18 Feb 2016
11
New data
(generators, owners)
11 Alain van Gool, Innovation for Health, 18 Feb 2016
… but not all data is useful data !
3 key aspects of personalized health(care)
‘I want to stay healthy. If not, how do I get healthy?’
1. What to measure?
2. How much can it change?
3. What should be the follow-up for me?
14 Alain van Gool, Innovation for Health, 18 Feb 2016
healthy disease disease +
treatment
2. How much can it change?
Subgroups
100%
Individual
Population
15 Alain van Gool, Innovation for Health, 18 Feb 2016
Personalized health(care) model
Personalized
Intervention
of patients-like-me
Personal thresholds
of persons-like-me
Big
Biomarker
Data
Molecular
Non-molecular
Environment
…
HomeostasisAllostasisDisease
Time
Disease
Health
Selfmonitoring
Adapted from Jan van der Greef, TNO
Personal profile
Personalized health
Personalized medicine
{See eg Chen … Snyder, Cell 2012, 148: 1293}
16 Alain van Gool, Innovation for Health, 18 Feb 2016
3 key aspects of personalized health(care)
‘I want to stay healthy. If not, how do I get healthy?’
1. What to measure?
2. How much can it change?
3. What should be the follow-up for me?
17 Alain van Gool, Innovation for Health, 18 Feb 2016
3. What should be the follow-up for me?
Personal profile data
Knowledge
Understanding
Decision
Action
18 Alain van Gool, Innovation for Health, 18 Feb 2016
Translation is key in Personalized Healthcare !
“I’m afraid you’re
suffering from an
increased IL-1β and
an aberrant miR843
expression”
Adapted from:
?
19 Alain van Gool, Innovation for Health, 18 Feb 2016
Lab values Clinical
outcomes
Pain Mobility Fatigue
INTEGRATE-HTA {R van Hoorn, W Kievit, M Tummers, GJ van der Wilt}
Intervention
Participatory healthcare
Shared decision making
20 Alain van Gool, Innovation for Health, 18 Feb 2016
EC DG for Research and Innovation
Alain van Gool
Brussels, 11 Sept 2012
Field lab testing
Booth #15
? Effect drugs on individual driving skills
→ TNO moving base driving simulator
{Marike Hoedemaeker, Steven Erpelinck}
21 Alain van Gool, Innovation for Health, 18 Feb 2016
EC DG for Research and Innovation
Alain van Gool
Brussels, 11 Sept 2012
Personalized Nutrition and Health Research
Program
For a society in which
each individual can and
wants to make a
motivated and sustainable
choice for a healthy diet
and lifestyle.
(pre-competitive public-private
innovation program)
{Nard Clabbers}
Booth #15
However … quality of data !?!
• Extremely important for personalized healthcare model
• Lack of reproducibility of reported studies
• Bayer – 75% NOT reproducible (n = 67)
• Amgen – 89% NOT reproducible (n = 53)
• Quality of data needs to be improved in:
• Data capture
• Data stewardship (FAIR)
{Prinz, Nat Rev Drug Disc, 2011}
{Bengley, Nature, 2012}
23 Alain van Gool, Innovation for Health, 18 Feb 2016
Biomarker innovation gaps
Discovery Clinical
validation/confirmation
Diagnostic
test
Number of
biomarkers
Gap 1
Gap 2
Gap 3
• Too much science-focussed biomarker discovery
• Too little development to application
24 Alain van Gool, Innovation for Health, 18 Feb 2016
Biomarker innovation gaps
Test, interpret, advice
“Post-traumatic Test Syndrome” ?
25 Alain van Gool, Innovation for Health, 18 Feb 2016
Build biomarker validation pipelines
Standardisation, harmonisation,
knowledge sharing in:
1. Assay development
2. Clinical validation
NL Roadmap Molecular Diagnostics (2012) NL Grant 4.3M Eur (2014)
26 Alain van Gool, Innovation for Health, 18 Feb 2016
Ongoing independent biomarker activities
27
Europe
USA
{Asadullah et al, Nature Reviews Drug Discovery, Dec 2015}
27 Alain van Gool, Innovation for Health, 18 Feb 2016
The Good Biomarker Practice initiative
Join forces among Europe’s major academic infrastructures + industry to:
1. Establish “Good Biomarker Practice” guidelines
- on translational research, biomarker technologies, biobanking, data stewardship.
2. Efficiently execute high quality biomarker projects
- work together in clinical validation and development of probable biomarkers.
EU
28 Alain van Gool, Innovation for Health, 18 Feb 2016
HEALTH-RI: ENABLING PERSONALISED HEALTH RESEARCH
Agro
Biomedical
Design of
multi-
disciplinary
experiments
Information
& Insight
e-health &
quantified
self data
Model
systems
measure genotype & phenotype
e.g. genomics, transcriptomics, proteomics,
metabolomics, bioimaging, microscopy,
quantified self, lifestyle, nutritional studies
data design, analytics &
stewardship
e.g. bioinformatics, computer science,
biostatistics, computational (systems)
biology, e-science, ICT, …
Biomaterial
and data
collections
International
reference
data
Linked-(FAIR)-data backbone
for distributed analytics & learning
Research
project
Health
objective
Nutrition & lifestyle
Biomedical & e-health
.nl
{See www.dtls.nl}
NL
Acknowledgements
Ron Wevers
Jolein Gloerich
Hans Wessels
Dirk Lefeber
Monique Scherpenzeel
Leo Kluijtmans
Lucien Engelen
Nathalie Bovy
Paul Smits
Maroeska Rovers
Bas Bloem
the Technology Centers
and many others
www.radboudumc.nl/personalizedhealthcare
www.radboudresearchfacilities.nl
www.radboudumc.nl/research/technologycenters
alain.vangool@tno.nl
alain.vangool@radboudumc.nl
www.linkedIn.com
www.slideshare.net/alainvangool
Many collaborators and funders
Jan van der Greef
Ben van Ommen
Bas Kremer
Lars Verschuren
Ivana Bobeldijk
Marjan van Erk
Carina de Jongh
Peter van Dijken
Peter Wielinga
Robert Kleemann
Suzan Wopereis
and many others
CarTarDis
30 Alain van Gool, Innovation for Health, 18 Feb 2016

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2016-02-18 Innovation for Health 2016 conference, Rotterdam Alain van Gool

  • 1. Personalized Health(care): more than ‘just’ targeted medicines Professor of Personalized Healthcare Head Radboud Center for Proteomics, Glycomics and Metabolomics Coordinator Radboud Technology Centers Senior Scientist Integrator Biomarkers Prof Alain van Gool Innovation for Health Rotterdam, 18 Feb 2016
  • 2. My background in personalized health(care) 8 years academia (NL, UK) (molecular mechanisms of disease) 13 years pharma (EU, USA, Asia) (biomarkers, Omics) 4 years med school (NL) (personalized healthcare, Omics, biomarkers) 4 years applied research institute (NL, EU) (biomarkers, personalized health, nutrition) 1991-1996 (PhD) 1996-1998 (post-doc) 2009-2012 (visiting prof) 1999-2007 2007-2009 2009-2011 2011-now 2011-now (prof) 2 A person / citizen / family man (adventures in EU, USA, Asia) Alain van Gool, Innovation for Health, 18 Feb 2016 2016 (Scientific lead DTL-Technologies) 2016 (Head Biomarker Platform)
  • 3. 3 Alain van Gool, Innovation for Health, 18 Feb 2016
  • 4. Source: Chakma, Journal of Young Investigators, 16, 2009 Principle of Personalized/Precision/Targeted Medicine 4 • The right drug for right patient at right dose at right time • Molecular biomarkers as key drivers of patient selection 4 Alain van Gool, Innovation for Health, 18 Feb 2016
  • 5. Emerging Personalized / Precision / Targeted Medicine Good examples personalized medicine in Oncology and Neurosciences: • Her2/neu, BRCA, BRAF, EGFR, EML4/ALK, Cyp450, etc Emerging companion diagnostics, also linked to non-drug therapies: • Volker: Intestinal surgery → XIAP → Cord blood • Beery twins: Cerebral palsy → SPR → Diet 5HTP • Wartman: Leukemia → FLT3 → Sunitinib • Gilbert: Healthy → BRCA → Mas/Ovarectomy • Snyder: T2Diabetes → GCKR, KCNJ11 → Diet, exercise • Lauerman: Scotoma, leg → JAK2 → Aspirin • Bradfield: Healthy → CDH1 → Gastrectomy 5 Alain van Gool, Innovation for Health, 18 Feb 2016
  • 6. 6 Optimal Personalized / Precision / Targeted Medicine
  • 7. People are more than linear pathways
  • 8. Moving to Personalized Health(care) {Source: Barabási 2007 NEJM 357; 4} • People are different • Different risk factors (molecule, system, environment) • Different preferences • Shared desire not to get ill at all ! 8 Alain van Gool, Innovation for Health, 18 Feb 2016
  • 9. 3 key aspects of personalized health(care) ‘I want to stay healthy. If not, how do I get healthy?’ 1. What to measure? 2. How much can it change? 3. What should be the follow-up for me? 9 Alain van Gool, Innovation for Health, 18 Feb 2016
  • 10. 1. What to measure? Exponential technological developments • Next generation sequencing • DNA, RNA • Risk analysis and therapy selection • Mass spectrometry • Proteins, metabolites • Monitoring of disease and treatment effects • Imaging • Non invasive images, real time • Spatial view of intact organs and organisms 500 1000 1500 2000 m/z 5 10 15 20 25 30 35 40 Time [min] 10 Alain van Gool, Innovation for Health, 18 Feb 2016
  • 11. 11 New data (generators, owners) 11 Alain van Gool, Innovation for Health, 18 Feb 2016
  • 12.
  • 13. … but not all data is useful data !
  • 14. 3 key aspects of personalized health(care) ‘I want to stay healthy. If not, how do I get healthy?’ 1. What to measure? 2. How much can it change? 3. What should be the follow-up for me? 14 Alain van Gool, Innovation for Health, 18 Feb 2016
  • 15. healthy disease disease + treatment 2. How much can it change? Subgroups 100% Individual Population 15 Alain van Gool, Innovation for Health, 18 Feb 2016
  • 16. Personalized health(care) model Personalized Intervention of patients-like-me Personal thresholds of persons-like-me Big Biomarker Data Molecular Non-molecular Environment … HomeostasisAllostasisDisease Time Disease Health Selfmonitoring Adapted from Jan van der Greef, TNO Personal profile Personalized health Personalized medicine {See eg Chen … Snyder, Cell 2012, 148: 1293} 16 Alain van Gool, Innovation for Health, 18 Feb 2016
  • 17. 3 key aspects of personalized health(care) ‘I want to stay healthy. If not, how do I get healthy?’ 1. What to measure? 2. How much can it change? 3. What should be the follow-up for me? 17 Alain van Gool, Innovation for Health, 18 Feb 2016
  • 18. 3. What should be the follow-up for me? Personal profile data Knowledge Understanding Decision Action 18 Alain van Gool, Innovation for Health, 18 Feb 2016
  • 19. Translation is key in Personalized Healthcare ! “I’m afraid you’re suffering from an increased IL-1β and an aberrant miR843 expression” Adapted from: ? 19 Alain van Gool, Innovation for Health, 18 Feb 2016
  • 20. Lab values Clinical outcomes Pain Mobility Fatigue INTEGRATE-HTA {R van Hoorn, W Kievit, M Tummers, GJ van der Wilt} Intervention Participatory healthcare Shared decision making 20 Alain van Gool, Innovation for Health, 18 Feb 2016
  • 21. EC DG for Research and Innovation Alain van Gool Brussels, 11 Sept 2012 Field lab testing Booth #15 ? Effect drugs on individual driving skills → TNO moving base driving simulator {Marike Hoedemaeker, Steven Erpelinck} 21 Alain van Gool, Innovation for Health, 18 Feb 2016
  • 22. EC DG for Research and Innovation Alain van Gool Brussels, 11 Sept 2012 Personalized Nutrition and Health Research Program For a society in which each individual can and wants to make a motivated and sustainable choice for a healthy diet and lifestyle. (pre-competitive public-private innovation program) {Nard Clabbers} Booth #15
  • 23. However … quality of data !?! • Extremely important for personalized healthcare model • Lack of reproducibility of reported studies • Bayer – 75% NOT reproducible (n = 67) • Amgen – 89% NOT reproducible (n = 53) • Quality of data needs to be improved in: • Data capture • Data stewardship (FAIR) {Prinz, Nat Rev Drug Disc, 2011} {Bengley, Nature, 2012} 23 Alain van Gool, Innovation for Health, 18 Feb 2016
  • 24. Biomarker innovation gaps Discovery Clinical validation/confirmation Diagnostic test Number of biomarkers Gap 1 Gap 2 Gap 3 • Too much science-focussed biomarker discovery • Too little development to application 24 Alain van Gool, Innovation for Health, 18 Feb 2016
  • 25. Biomarker innovation gaps Test, interpret, advice “Post-traumatic Test Syndrome” ? 25 Alain van Gool, Innovation for Health, 18 Feb 2016
  • 26. Build biomarker validation pipelines Standardisation, harmonisation, knowledge sharing in: 1. Assay development 2. Clinical validation NL Roadmap Molecular Diagnostics (2012) NL Grant 4.3M Eur (2014) 26 Alain van Gool, Innovation for Health, 18 Feb 2016
  • 27. Ongoing independent biomarker activities 27 Europe USA {Asadullah et al, Nature Reviews Drug Discovery, Dec 2015} 27 Alain van Gool, Innovation for Health, 18 Feb 2016
  • 28. The Good Biomarker Practice initiative Join forces among Europe’s major academic infrastructures + industry to: 1. Establish “Good Biomarker Practice” guidelines - on translational research, biomarker technologies, biobanking, data stewardship. 2. Efficiently execute high quality biomarker projects - work together in clinical validation and development of probable biomarkers. EU 28 Alain van Gool, Innovation for Health, 18 Feb 2016
  • 29. HEALTH-RI: ENABLING PERSONALISED HEALTH RESEARCH Agro Biomedical Design of multi- disciplinary experiments Information & Insight e-health & quantified self data Model systems measure genotype & phenotype e.g. genomics, transcriptomics, proteomics, metabolomics, bioimaging, microscopy, quantified self, lifestyle, nutritional studies data design, analytics & stewardship e.g. bioinformatics, computer science, biostatistics, computational (systems) biology, e-science, ICT, … Biomaterial and data collections International reference data Linked-(FAIR)-data backbone for distributed analytics & learning Research project Health objective Nutrition & lifestyle Biomedical & e-health .nl {See www.dtls.nl} NL
  • 30. Acknowledgements Ron Wevers Jolein Gloerich Hans Wessels Dirk Lefeber Monique Scherpenzeel Leo Kluijtmans Lucien Engelen Nathalie Bovy Paul Smits Maroeska Rovers Bas Bloem the Technology Centers and many others www.radboudumc.nl/personalizedhealthcare www.radboudresearchfacilities.nl www.radboudumc.nl/research/technologycenters alain.vangool@tno.nl alain.vangool@radboudumc.nl www.linkedIn.com www.slideshare.net/alainvangool Many collaborators and funders Jan van der Greef Ben van Ommen Bas Kremer Lars Verschuren Ivana Bobeldijk Marjan van Erk Carina de Jongh Peter van Dijken Peter Wielinga Robert Kleemann Suzan Wopereis and many others CarTarDis 30 Alain van Gool, Innovation for Health, 18 Feb 2016