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Data for personalized health(care):
time for quality, not quantity
IM Inspiration Point
18 May2017
Prof Alain van Gool
2Sept 2009Update TMRC Singapore
Singapore (2009-2011)
3Sept 2009Update TMRC Singapore
Translational Research Laboratory in the Biopolis
4Update TMRC Singapore
Translational Research Laboratory in the Biopolis
A short story: Personalized medicine in melanoma
B-RAFV600E mutation Strong growth of cell Growth of tumor
• B-RAFV600E cells always grow and become cancer cells
• RAF inhibitors will block pathway, block cell growth
and inhibit cancers that have a B-RAFV600E mutation
• 60% of melanoma patients have B-RAFV600E mutation
• Basis for a personalized medicine !
*
5 Alain van Gool, Biomarker Agora, Copenhagen, 1 Nov 2016
Biomarkers to support clinical development
• Within Schering-Plough 4 Lead Optimisation programs in ERK pathway (2009)
• Need for blood-based biomarker that indicated downstream effects of drugs:
• Inhibition ERK pathway (pharmacodynamic)
• Tumor inhibition (efficacy)
• Extensive biomarker identification using pharmaco-’omics (gene/protein
expression): IL-8 as promising candidate biomarker
Data for RAFi #4
RAFi
MEKi
ERKi
RAFi#1
RAFi#2
RAFi#3
RAFi#4
MEKi#1
MEKi#2
ERKi#1
6 Alain van Gool, Biomarker Agora, Copenhagen, 1 Nov 2016
Validation study to confirm IL-8 in melanoma
Literature
{Yurkovetsky, et al. Clin Cancer Res, 2007}
Objectives:
• Confirm elevated IL-8 in melanoma
• Develop IL-8 assays for clinical use
7 Alain van Gool, Biomarker Agora, Copenhagen, 1 Nov 2016
Validation study to confirm IL-8 in melanoma
Stage 1 Stage 2 Stage 3 Stage 4
H&E staining; 20x
59 melanoma samples (tumor tissue (ffpe) + matching serum & plasma, stage I-IV,
from two independent biobanks) + 40 healthy serum & plasma samples
1. Genetic analysis for BRAFV600E/D mutation in genomic DNA from tissue
2. IL-8 mRNA analysis in tissue samples by in situ hybridisation using bDNA
probes (multiplexing with 12 ERK pathway response transcripts)
3. IL-8 protein analysis in tissue samples by immunohistochemistry (in parallel
with 4 other ERK pathway response proteins, Ki67, Tunnel)
4. IL-8 protein analysis in matching plasma and serum by IL-8 immunoassay
(3 formats: ELISA, Luminex, Mesoscale; singleplex and multiplex)
OK
OK
?
8 Alain van Gool, Biomarker Agora, Copenhagen, 1 Nov 2016
OK
Validation study to confirm IL-8 in melanoma
Literature
{Yurkovetsky, et al. Clin Cancer Res, 2007}
Own data
{Unpublished, 2010}
Cause?
(6 months, 4 fte, USD 1.000.000)
9 Alain van Gool, Biomarker Agora, Copenhagen, 1 Nov 2016
Irreproducibility of data
{Freedman et al, PLOS Biology, 2015}
{2012} {2011} {2013} {2008}{2012}
10 Alain van Gool, IM Inspiration Point, Nijmegen, 18 May 2017
Categories of errors leading to irreproducibility
{Freedman et al,
PLOS Biology, 2015}
11 Alain van Gool, IM Inspiration Point, Nijmegen, 18 May 2017
Lessons learned?
Particularly for this case:
1. Know sample history
• IL-8 protein appeared sensitive to freeze-thawing
2. Know all relevant information from the source (patient)
• Tumor load may be too low for our patients
3. Do these type of expensive validation studies together !
• Share burden, increase power, ensure better data
If we want to innovate clinical molecular biomarkers,
we need to increase quality, not quantity of our research.
12 Alain van Gool, Biomarker Agora, Copenhagen, 1 Nov 2016
Alain’s path 1989-now
• Basis in molecular biology
• Academia, pharma, medical center,
applied research institutes
• Biomarkers / Omics / technologies
• Mechanisms of disease
• Translational medicine
• Personalized healthcare
Senior Scientist Integrator Biomarkers
Scientific lead DTL-Technologies
Head EATRIS Biomarker Platform
Professor of Personalized Healthcare
Head Radboud Center for Proteomics, Glycomics & Metabolomics
Coordinator Radboud Technology Centers
Co-initiator of Health-RI
13 Alain van Gool, IM Inspiration Point, Nijmegen, 18 May 2017
Data for personalized health(care)
time for quality, not quantity
14 Alain van Gool, IM Inspiration Point, Nijmegen, 18 May 2017
Exponential technology developments in laboratories
• 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]
15 Alain van Gool, IM Inspiration Point, Nijmegen, 18 May 2017
Advances in mass spectrometry
• Mass spectrometry analysis of glycoproteins in human plasma
• 1/20 microliter analysis: detection of 1.000.000 signals in one scan (1,4 Gb)
• ~40.000 peptides of which >80% contain sugar modification
• Potential to screen patients and identify new biomarkers?
500
1000
1500
2000
m/z
5 10 15 20 25 30 35 40 Time [min]
Proof of principle study:
Biomarkers !?
16 Alain van Gool, IM Inspiration Point, Nijmegen, 18 May 2017
Serum N-glycopeptide profiling as biomarker discovery
Comprehensive QC analytics
18
New data !
(generators, owners)
18 Alain van Gool, IM Inspiration Point, Nijmegen, 18 May 2017
… but not all data is useful data !
21 Alain van Gool, IM Inspiration Point, Nijmegen, 18 May 2017
implementation
innovation
research
22 Alain van Gool, IM Inspiration Point, Nijmegen, 18 May 2017
Biomarker innovation gaps !
Discovery Clinical
validation/confirmation
Diagnostic
test
Number of
biomarkers
Gap 1
Gap 2
• Too much biomarker discovery
• Too little development to application
23 Alain van Gool, IM Inspiration Point, Nijmegen, 18 May 2017
Biomarker innovation gaps: some numbers
~ 5 biomarkers/
working day
1 biomarker/
1-3 years
1 biomarker/
2-10 years
Eg Biomarkers in time: Prostate cancer
May 2011: 2,231 biomarkers
Nov 2012: 6,562 biomarkers
Oct 2013: 8,358 biomarkers
Nov 2014: 10,350 biomarkers
Oct 2015: 11,856 biomarkers
Oct 2016: 14,461 biomarkers
Discovery Clinical
validation/confirmation
Diagnostic
test
Number of
biomarkers
Gap 1
Gap 2
24 Alain van Gool, IM Inspiration Point, Nijmegen, 18 May 2017
Choice for biomarker scientists: discover or confirm?
25 Alain van Gool, IM Inspiration Point, Nijmegen, 18 May 2017
Need to build biomarker validation pipelines
Standardisation, harmonisation,
knowledge sharing needed in:
1. Assay development
2. Clinical validation
3. Application
26 Alain van Gool, IM Inspiration Point, Nijmegen, 18 May 2017
Critical component in biomarker R&D: Data
{Wilkinson et al,
Nature Scientific Data, 2016}
• Data capture
• Data stewardship (FAIR)
27 Alain van Gool, IM Inspiration Point, Nijmegen, 18 May 2017
Introducing 5 infrastructure communities
(local) (European)
(Netherlands)
28 Alain van Gool, IM Inspiration Point, Nijmegen, 18 May 2017
Genomics
Bioinformatics
Animal
studies
Stem
cells
Translational
neuroscience
Image-guided
treatment
Imaging
Microscopy
Biobank
Health
economics
Mass
Spectrometry
Radboudumc
Technology
Centers
Investigational
products
Clinical
studies
EHR data
analysis
Statistics
Human
performance
Data
stewardship
Molecule
Flow
cytometry
3D lab
29 Alain van Gool, IM Inspiration Point, Nijmegen, 18 May 2017
Think big, start ‘small’ National Technology Infrastructure
(collective of 40+ partners in DTL)
Ruben Kok
Barend Mons
Alain van Gool
Jaap Heringa
30 Alain van Gool, IM Inspiration Point, Nijmegen, 18 May 2017
Link to European infrastructures
31 Alain van Gool, IM Inspiration Point, Nijmegen, 18 May 2017
Joining forces in Netherlands
To drive personalized medicine & health research
32 Alain van Gool, IM Inspiration Point, Nijmegen, 18 May 2017
https://youtu.be/MpMSkbu9YQg
33 Alain van Gool, IM Inspiration Point, Nijmegen, 18 May 2017
NWO roadmap large scale infrastructures
34 Alain van Gool, IM Inspiration Point, Nijmegen, 18 May 2017
NWO roadmap Large Scale Infrastructures
35
Radboudumc involved in 4 cluster proposals for €15-18M projects (2018-2023):
- Elixir (DRE) Arnoud van der Maas (lead = Jaap Heringa)
- X-omics Marcel Nelen, Alain van Gool (= lead)
- MRI & Cognition Mathias Prokop (lead = Peter Hagoort, Peter Luijten)
- NL-Bioimaging-AM Peter Friedl (lead = Dorus Gadella)
- NEMI (Electron-M.) Jack Fransen (lead = Judith Klumpermann)
Deadline 1 June 17:00
35 Alain van Gool, IM Inspiration Point, Nijmegen, 18 May 2017
Acknowledgements
Hans Wessels Jolein Gloerich
Roel Tans Esther Willems
Maurice van Dael Jenneke Keizer
Dirk Lefeber Monique van
Leo Kluijtmans Scherpenzeel
Ron Wevers Marcel Verbeek
Marcel Nelen Lucien Engelen
Jan Kremer Bas Bloem
Han Brunner Paul Smits
the Radboudumc Technology Centers
and many others
www.radboudumc.nl/personalizedhealthcare
www.radboudumc.nl/research/technologycenters
www.radboudresearchfacilities.nl
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
Ivana Bobeldijk Hans Princen
Lars Verschuren Marjan van Erk
Suzan Wopereis Heleen Wortelboer
Wessel Kraaij Ronald Mooi
Peter van Dijken Cyrille Krul
and many others
CarTarDis
Ruben Kok Barend Mons
Jaap Heringa Merlijn van Rijswijk and
many others
Anton Ussi Florence Bietrix
Laura Bermejo Andreas Scherer
Sulev Koks Marian Hajduch
Giovanni Migliaccio
and many others
36 Alain van Gool, IM Inspiration Point, Nijmegen, 18 May 2017

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2017 05-18 Radboudumc Information Management Inspiration Point, Nijmegen, Alain van Gool

  • 1. Data for personalized health(care): time for quality, not quantity IM Inspiration Point 18 May2017 Prof Alain van Gool
  • 2. 2Sept 2009Update TMRC Singapore Singapore (2009-2011)
  • 3. 3Sept 2009Update TMRC Singapore Translational Research Laboratory in the Biopolis
  • 4. 4Update TMRC Singapore Translational Research Laboratory in the Biopolis
  • 5. A short story: Personalized medicine in melanoma B-RAFV600E mutation Strong growth of cell Growth of tumor • B-RAFV600E cells always grow and become cancer cells • RAF inhibitors will block pathway, block cell growth and inhibit cancers that have a B-RAFV600E mutation • 60% of melanoma patients have B-RAFV600E mutation • Basis for a personalized medicine ! * 5 Alain van Gool, Biomarker Agora, Copenhagen, 1 Nov 2016
  • 6. Biomarkers to support clinical development • Within Schering-Plough 4 Lead Optimisation programs in ERK pathway (2009) • Need for blood-based biomarker that indicated downstream effects of drugs: • Inhibition ERK pathway (pharmacodynamic) • Tumor inhibition (efficacy) • Extensive biomarker identification using pharmaco-’omics (gene/protein expression): IL-8 as promising candidate biomarker Data for RAFi #4 RAFi MEKi ERKi RAFi#1 RAFi#2 RAFi#3 RAFi#4 MEKi#1 MEKi#2 ERKi#1 6 Alain van Gool, Biomarker Agora, Copenhagen, 1 Nov 2016
  • 7. Validation study to confirm IL-8 in melanoma Literature {Yurkovetsky, et al. Clin Cancer Res, 2007} Objectives: • Confirm elevated IL-8 in melanoma • Develop IL-8 assays for clinical use 7 Alain van Gool, Biomarker Agora, Copenhagen, 1 Nov 2016
  • 8. Validation study to confirm IL-8 in melanoma Stage 1 Stage 2 Stage 3 Stage 4 H&E staining; 20x 59 melanoma samples (tumor tissue (ffpe) + matching serum & plasma, stage I-IV, from two independent biobanks) + 40 healthy serum & plasma samples 1. Genetic analysis for BRAFV600E/D mutation in genomic DNA from tissue 2. IL-8 mRNA analysis in tissue samples by in situ hybridisation using bDNA probes (multiplexing with 12 ERK pathway response transcripts) 3. IL-8 protein analysis in tissue samples by immunohistochemistry (in parallel with 4 other ERK pathway response proteins, Ki67, Tunnel) 4. IL-8 protein analysis in matching plasma and serum by IL-8 immunoassay (3 formats: ELISA, Luminex, Mesoscale; singleplex and multiplex) OK OK ? 8 Alain van Gool, Biomarker Agora, Copenhagen, 1 Nov 2016 OK
  • 9. Validation study to confirm IL-8 in melanoma Literature {Yurkovetsky, et al. Clin Cancer Res, 2007} Own data {Unpublished, 2010} Cause? (6 months, 4 fte, USD 1.000.000) 9 Alain van Gool, Biomarker Agora, Copenhagen, 1 Nov 2016
  • 10. Irreproducibility of data {Freedman et al, PLOS Biology, 2015} {2012} {2011} {2013} {2008}{2012} 10 Alain van Gool, IM Inspiration Point, Nijmegen, 18 May 2017
  • 11. Categories of errors leading to irreproducibility {Freedman et al, PLOS Biology, 2015} 11 Alain van Gool, IM Inspiration Point, Nijmegen, 18 May 2017
  • 12. Lessons learned? Particularly for this case: 1. Know sample history • IL-8 protein appeared sensitive to freeze-thawing 2. Know all relevant information from the source (patient) • Tumor load may be too low for our patients 3. Do these type of expensive validation studies together ! • Share burden, increase power, ensure better data If we want to innovate clinical molecular biomarkers, we need to increase quality, not quantity of our research. 12 Alain van Gool, Biomarker Agora, Copenhagen, 1 Nov 2016
  • 13. Alain’s path 1989-now • Basis in molecular biology • Academia, pharma, medical center, applied research institutes • Biomarkers / Omics / technologies • Mechanisms of disease • Translational medicine • Personalized healthcare Senior Scientist Integrator Biomarkers Scientific lead DTL-Technologies Head EATRIS Biomarker Platform Professor of Personalized Healthcare Head Radboud Center for Proteomics, Glycomics & Metabolomics Coordinator Radboud Technology Centers Co-initiator of Health-RI 13 Alain van Gool, IM Inspiration Point, Nijmegen, 18 May 2017
  • 14. Data for personalized health(care) time for quality, not quantity 14 Alain van Gool, IM Inspiration Point, Nijmegen, 18 May 2017
  • 15. Exponential technology developments in laboratories • 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] 15 Alain van Gool, IM Inspiration Point, Nijmegen, 18 May 2017
  • 16. Advances in mass spectrometry • Mass spectrometry analysis of glycoproteins in human plasma • 1/20 microliter analysis: detection of 1.000.000 signals in one scan (1,4 Gb) • ~40.000 peptides of which >80% contain sugar modification • Potential to screen patients and identify new biomarkers? 500 1000 1500 2000 m/z 5 10 15 20 25 30 35 40 Time [min] Proof of principle study: Biomarkers !? 16 Alain van Gool, IM Inspiration Point, Nijmegen, 18 May 2017
  • 17. Serum N-glycopeptide profiling as biomarker discovery Comprehensive QC analytics
  • 18. 18 New data ! (generators, owners) 18 Alain van Gool, IM Inspiration Point, Nijmegen, 18 May 2017
  • 19.
  • 20. … but not all data is useful data !
  • 21. 21 Alain van Gool, IM Inspiration Point, Nijmegen, 18 May 2017
  • 22. implementation innovation research 22 Alain van Gool, IM Inspiration Point, Nijmegen, 18 May 2017
  • 23. Biomarker innovation gaps ! Discovery Clinical validation/confirmation Diagnostic test Number of biomarkers Gap 1 Gap 2 • Too much biomarker discovery • Too little development to application 23 Alain van Gool, IM Inspiration Point, Nijmegen, 18 May 2017
  • 24. Biomarker innovation gaps: some numbers ~ 5 biomarkers/ working day 1 biomarker/ 1-3 years 1 biomarker/ 2-10 years Eg Biomarkers in time: Prostate cancer May 2011: 2,231 biomarkers Nov 2012: 6,562 biomarkers Oct 2013: 8,358 biomarkers Nov 2014: 10,350 biomarkers Oct 2015: 11,856 biomarkers Oct 2016: 14,461 biomarkers Discovery Clinical validation/confirmation Diagnostic test Number of biomarkers Gap 1 Gap 2 24 Alain van Gool, IM Inspiration Point, Nijmegen, 18 May 2017
  • 25. Choice for biomarker scientists: discover or confirm? 25 Alain van Gool, IM Inspiration Point, Nijmegen, 18 May 2017
  • 26. Need to build biomarker validation pipelines Standardisation, harmonisation, knowledge sharing needed in: 1. Assay development 2. Clinical validation 3. Application 26 Alain van Gool, IM Inspiration Point, Nijmegen, 18 May 2017
  • 27. Critical component in biomarker R&D: Data {Wilkinson et al, Nature Scientific Data, 2016} • Data capture • Data stewardship (FAIR) 27 Alain van Gool, IM Inspiration Point, Nijmegen, 18 May 2017
  • 28. Introducing 5 infrastructure communities (local) (European) (Netherlands) 28 Alain van Gool, IM Inspiration Point, Nijmegen, 18 May 2017
  • 30. Think big, start ‘small’ National Technology Infrastructure (collective of 40+ partners in DTL) Ruben Kok Barend Mons Alain van Gool Jaap Heringa 30 Alain van Gool, IM Inspiration Point, Nijmegen, 18 May 2017
  • 31. Link to European infrastructures 31 Alain van Gool, IM Inspiration Point, Nijmegen, 18 May 2017
  • 32. Joining forces in Netherlands To drive personalized medicine & health research 32 Alain van Gool, IM Inspiration Point, Nijmegen, 18 May 2017
  • 33. https://youtu.be/MpMSkbu9YQg 33 Alain van Gool, IM Inspiration Point, Nijmegen, 18 May 2017
  • 34. NWO roadmap large scale infrastructures 34 Alain van Gool, IM Inspiration Point, Nijmegen, 18 May 2017
  • 35. NWO roadmap Large Scale Infrastructures 35 Radboudumc involved in 4 cluster proposals for €15-18M projects (2018-2023): - Elixir (DRE) Arnoud van der Maas (lead = Jaap Heringa) - X-omics Marcel Nelen, Alain van Gool (= lead) - MRI & Cognition Mathias Prokop (lead = Peter Hagoort, Peter Luijten) - NL-Bioimaging-AM Peter Friedl (lead = Dorus Gadella) - NEMI (Electron-M.) Jack Fransen (lead = Judith Klumpermann) Deadline 1 June 17:00 35 Alain van Gool, IM Inspiration Point, Nijmegen, 18 May 2017
  • 36. Acknowledgements Hans Wessels Jolein Gloerich Roel Tans Esther Willems Maurice van Dael Jenneke Keizer Dirk Lefeber Monique van Leo Kluijtmans Scherpenzeel Ron Wevers Marcel Verbeek Marcel Nelen Lucien Engelen Jan Kremer Bas Bloem Han Brunner Paul Smits the Radboudumc Technology Centers and many others www.radboudumc.nl/personalizedhealthcare www.radboudumc.nl/research/technologycenters www.radboudresearchfacilities.nl 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 Ivana Bobeldijk Hans Princen Lars Verschuren Marjan van Erk Suzan Wopereis Heleen Wortelboer Wessel Kraaij Ronald Mooi Peter van Dijken Cyrille Krul and many others CarTarDis Ruben Kok Barend Mons Jaap Heringa Merlijn van Rijswijk and many others Anton Ussi Florence Bietrix Laura Bermejo Andreas Scherer Sulev Koks Marian Hajduch Giovanni Migliaccio and many others 36 Alain van Gool, IM Inspiration Point, Nijmegen, 18 May 2017