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Innovations towards
Personalized Health(care)
Prof Alain van Gool
Professor Personalized Healthcare
Head Translational Metabolic Laboratory
Strategic advisor of the executive board
Coordinator Radboudumc Technology Centers
Retina symposium
Amsterdam, 19 Jan 2019
www.radboudumc.nl
3 Alain van Gool, Retina symposium, Amsterdam, 19 Jan 2019
4 Alain van Gool, Retina symposium, Amsterdam, 19 Jan 2019
Exponential developments – lab technology
500
1000
1500
2000
m/z
5 10 15 20 25 30 35 40 Time [min]
Exponential developments - data
5 Alain van Gool, Retina symposium, Amsterdam, 19 Jan 2019
Consider individual differences in life science research
6 Alain van Gool, Retina symposium, Amsterdam, 19 Jan 2019
Source: Chakma, Journal of Young Investigators, 16, 2009
Principle of Personalized Medicine
• The right drug for right patient at right dose at right time
• Molecular biomarkers as key drivers of patient selection
• = Precision medicine or Targeted medicine
7 Alain van Gool, Retina symposium, Amsterdam, 19 Jan 2019
Crash course in molecular biology
DNA, protein, cell, tissue, system biology
8 Alain van Gool, Retina symposium, Amsterdam, 19 Jan 2019
Example: 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 !
9 Alain van Gool, Retina symposium, Amsterdam, 19 Jan 2019
Personalized medicine in melanoma
Treat patients with
B-RAFV600E mutation Inhibit growth of cell
Patients live longerTumors disappearCells stop growing
B-RAFinhibitor
10 Alain van Gool, Retina symposium, Amsterdam, 19 Jan 2019
Role of molecular biomarkers in Personalized Healthcare
Personalized diagnosis
Personalized therapy
= Personalized healthcare
+Patient participation
X-Omics
Therapy monitoring
11 Alain van Gool, Retina symposium, Amsterdam, 19 Jan 2019
Genomic impact in Personalized Health(care)
Personalized medicine:
B-RAFV600E drugs for melanoma
Personalized health:
BRCA-driven preventive surgery
12 Alain van Gool, Retina symposium, Amsterdam, 19 Jan 2019
The power of omics
13 Alain van Gool, Retina symposium, Amsterdam, 19 Jan 2019
single
omics
Option 1
Option 2
Diagnostic progress by Whole Exome Sequencing
Human Genetics Nijmegen (Lisenka Vissers, Marcel Nelen, Han Brunner et al)
Retrospective analysis of Intellectual Disability cohort (n=150)
Sanger sequencing
Gene-by-gene
5.4 tests / patient (1-28)
Whole Exome Sequencing
All genes at once
1 test / patient
14 Alain van Gool, Retina symposium, Amsterdam, 19 Jan 2019
Next: Whole Genome Sequencing
Circus plots of Whole Genome Sequences of two metastatic cancer patients
Source: Edwin Cuppen, Hartwig Medical Foundation
15 Alain van Gool, Retina symposium, Amsterdam, 19 Jan 2019
The DNA-RNA-protein-metabolite dogma
Text book
DNA
RNA
Protein
Metabolite
Reality
{Karr, Cell 2012}Environment
16 Alain van Gool, Retina symposium, Amsterdam, 19 Jan 2019
‘DNA’ variants: changes in code
• Benign: 370 mL → 371 mL
• Pathogenic, easy to notice: 370 mL → 971 mL
• Pathogenic, hard to notice: sugar → salt
RNA variants: translation and communication
Protein variants: interpretation and execution
Complexity in protein biology
21.000 genes
1.000.000 -2.000.000
protein forms
N-Glycosylation
Truncation
Phosphorylation
Acetylation
Ubiquitination
…
18 Alain van Gool, Retina symposium, Amsterdam, 19 Jan 2019
Functional Omics platforms
Research Biomarkers Diagnostics
Translational Metabolic Laboratory (www.youtube.com/watch?v=yhLbuX0H7rg)
Glycoproteomics
500
1000
1500
2000
m/z
5 10 15 20 25 30 35 40 Time [min]
Metabolomics
400
600
800
1000
1200
1400
m/z
10 20 30 40 50 60 Time [min]
Bottom-up proteomics
Glycomics
Top-down proteomics Functional genomics
19 Alain van Gool, Retina symposium, Amsterdam, 19 Jan 2019
Example: Complement system
Classical pathway Lectin pathway Alternative pathway
C3
C5
C6
C7
C8
C9
C1
factor D
factor B
Terminal pathway: Lysis
Inflammation Opsonization
C3bC3a
C2
C4
MBL
MASP
Mannoses, fucoses
and N-acetylated
sugars on cell surface
Spontaneous and foreign
substances
CRP, IgG, IgM
Apoptotic cells
{Esther Willems
TML/LMI, unpubl}
20 Alain van Gool, Retina symposium, Amsterdam, 19 Jan 2019
40 soluble complement proteins
CRP
Classical pathway
Ag-Ab complex
apoptotic cellsβ-amyloid
C1q-a C1q-b C1q-c
C1r C1s
Lectin pathway
MBL
ficolinscollectin-11
MASP-1 MASP-2 MASP-3
C2 C4
cleavage
C2bC4a
+
C1(C1qr2s2)
C4b2a (C3 convertase)
Mannoses, fucoses
and N-acetylated
sugars on cell surface
Alternative pathway
+
MBL-MASP complex
(bound to cell
surface)
C3a C3 C3a
Spontaneous and foreign
substances (e.g. LPS)
C3
C3a
C3b
factor B
C3bB
factor D
Ba
C3bBb(C3 convertase)
cleavage
cleavagecleavage
C3bC3b
C4b2a3b C3bBb3b
(C5 convertase) (C5 convertase)
C5
C5a C6 C7 C8
TCC or MAC
factor H
(bound to cell surface)
cleavage
+ H2O
P
P
P
cleavage
C9 n
C5bC6C7C8(C9)n
C5b C5bC6C7
C5bC6C7C8(C9)n
Vitronectin
Clusterin
Extrinsic pathway
Tissue factors
thrombin
plasmin
kallikrein
factorXIIa
(soluble form2)
C1-inh
C3a-desR
C5a-desR
CPN
C4a-desR
CPN
cleavage
Factor I
Factor I
C4BP
CD59
CR1
MCP
DAF
CR1
MCP
DAF
factor H-like 1
factor H-like 2
factor H-like 3
factor H-like 4
factor H-like 5
Amplification loop
C1-inh
CPN
OpsonizationTerminal pathway
Inflammation
MBL = Mannose-Binding Lectin
MASP = MBL-Associated Serine Proteases
CPN = Carboxypeptidase N
TCC = Terminal Complement Complex
MAC = Membrane Attack Complex
C4BP = C4 Binding Protein
CR1/CD35 = Complement Receptor 1
MCP/CD46 = Membrane Cofactor Protein
DAF/CD55 = Decay Accelerating Factor
P = Properdin
LPS = Lipopolysaccharide
Figure adapted from several sources1,2,3
A B
C
Targeted proteomics: one multiplex complement assay
22 Alain van Gool, Retina symposium, Amsterdam, 19 Jan 2019
Complement in disease: bacterial vs viral infection
Controls Healthy vs Patients
23 Alain van Gool, Retina symposium, Amsterdam, 19 Jan 2019
Precision medicine in genetic-metabolic disease – current
Personalized diagnosis
Genomics
(WES)
Metabolomics
(IEM panel)
New disease
mechanisms
Personalized therapies
Nature Genetics 2018
NEJM 2014
Nature 2016
NEJM 2014
Genet Med 2017
24 Alain van Gool, Retina symposium, Amsterdam, 19 Jan 2019
Precision medicine in genetic-metabolic disease - future
Personalized diagnosis
Genomics
(WGS)
Metabolomics
(more panels)
New personalized
therapies
Glycomics
Glycoproteomics
Deep Learning
Artificial Intelligence
System biology
Nature Genetics 2016 Pilot 2017
New disease
mechanisms
25 Alain van Gool, Retina symposium, Amsterdam, 19 Jan 2019
Moving to personalized health(care)
{Source: Barabási 2007 NEJM 357; 4}
• People are more than linear pathways
• Different systems and networks
• Different risk factors
• Different preferences
26 Alain van Gool, Retina symposium, Amsterdam, 19 Jan 2019
27
“It’s far more important to
know what person the
disease has
than what disease the
person has.”
Hippocrates, 400 B.C
27 Alain van Gool, Retina symposium, Amsterdam, 19 Jan 2019
Personalized health(care) in a systems view
28
28 Alain van Gool, Retina symposium, Amsterdam, 19 Jan 2019
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?
29 Alain van Gool, Retina symposium, Amsterdam, 19 Jan 2019
We need a personalized data-driven GPS for health
• Monitor on background
• Alert when you are at risk
• Advice what to do
• Doctor as coach?
30 Alain van Gool, Retina symposium, Amsterdam, 19 Jan 2019
31
Exponential developments
- digital biomarkers
31 Alain van Gool, Retina symposium, Amsterdam, 19 Jan 2019
Do realize there is no single one reflection of health
• Funhouse mirror effect
• Multiple sources of your
data
• Omics
• EPD
• Diagnostics
• Wearables
• Health apps
• Commercial health tests
• Social media
• Surrounding
• Each give an (incomplete)
image of you
• How to deal with this for
personal health?
{Mira Vegter, Hub Zwart, Alain van Gool, in prep}
32 Alain van Gool, Retina symposium, Amsterdam, 19 Jan 2019
Acknowledgements
Translational Metabolic Laboratory
Hans Wessels
Dirk Lefeber
Karlien Coene
Leo Kluijtmans
Richard Rodenburg
Jolein Gloerich
Anouk Suppers
Purva Kulkarni
Roel Tans
Esther Willems
Ron Wevers
and others
Edwin Cuppen
Albert Heck
Thomas Hankemeier
Peter Bram ‘t Hoen
Daniella Kasteel
and others
Collaborators/funders
Human Genetics Nijmegen
Marcel Nelen
Alexander Hoischen
Lisenka Vissers
Christian Gillisen
Han Brunner
and others
alain.vangool@radboudumc.nl
www.radboudumc.nl/en/people/alain-van-gool
www.slideshare.net/alainvangool
CarTarDis
Irene Keularts
Hans Scheffer
and others
Rainer Bischoff
Theo Luider
and others

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2019 01-19 Retina symposium 2019, Amsterdam, Alain van Gool

  • 1. Innovations towards Personalized Health(care) Prof Alain van Gool Professor Personalized Healthcare Head Translational Metabolic Laboratory Strategic advisor of the executive board Coordinator Radboudumc Technology Centers Retina symposium Amsterdam, 19 Jan 2019
  • 3. 3 Alain van Gool, Retina symposium, Amsterdam, 19 Jan 2019
  • 4. 4 Alain van Gool, Retina symposium, Amsterdam, 19 Jan 2019 Exponential developments – lab technology 500 1000 1500 2000 m/z 5 10 15 20 25 30 35 40 Time [min]
  • 5. Exponential developments - data 5 Alain van Gool, Retina symposium, Amsterdam, 19 Jan 2019
  • 6. Consider individual differences in life science research 6 Alain van Gool, Retina symposium, Amsterdam, 19 Jan 2019
  • 7. Source: Chakma, Journal of Young Investigators, 16, 2009 Principle of Personalized Medicine • The right drug for right patient at right dose at right time • Molecular biomarkers as key drivers of patient selection • = Precision medicine or Targeted medicine 7 Alain van Gool, Retina symposium, Amsterdam, 19 Jan 2019
  • 8. Crash course in molecular biology DNA, protein, cell, tissue, system biology 8 Alain van Gool, Retina symposium, Amsterdam, 19 Jan 2019
  • 9. Example: 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 ! 9 Alain van Gool, Retina symposium, Amsterdam, 19 Jan 2019
  • 10. Personalized medicine in melanoma Treat patients with B-RAFV600E mutation Inhibit growth of cell Patients live longerTumors disappearCells stop growing B-RAFinhibitor 10 Alain van Gool, Retina symposium, Amsterdam, 19 Jan 2019
  • 11. Role of molecular biomarkers in Personalized Healthcare Personalized diagnosis Personalized therapy = Personalized healthcare +Patient participation X-Omics Therapy monitoring 11 Alain van Gool, Retina symposium, Amsterdam, 19 Jan 2019
  • 12. Genomic impact in Personalized Health(care) Personalized medicine: B-RAFV600E drugs for melanoma Personalized health: BRCA-driven preventive surgery 12 Alain van Gool, Retina symposium, Amsterdam, 19 Jan 2019
  • 13. The power of omics 13 Alain van Gool, Retina symposium, Amsterdam, 19 Jan 2019 single omics Option 1 Option 2
  • 14. Diagnostic progress by Whole Exome Sequencing Human Genetics Nijmegen (Lisenka Vissers, Marcel Nelen, Han Brunner et al) Retrospective analysis of Intellectual Disability cohort (n=150) Sanger sequencing Gene-by-gene 5.4 tests / patient (1-28) Whole Exome Sequencing All genes at once 1 test / patient 14 Alain van Gool, Retina symposium, Amsterdam, 19 Jan 2019
  • 15. Next: Whole Genome Sequencing Circus plots of Whole Genome Sequences of two metastatic cancer patients Source: Edwin Cuppen, Hartwig Medical Foundation 15 Alain van Gool, Retina symposium, Amsterdam, 19 Jan 2019
  • 16. The DNA-RNA-protein-metabolite dogma Text book DNA RNA Protein Metabolite Reality {Karr, Cell 2012}Environment 16 Alain van Gool, Retina symposium, Amsterdam, 19 Jan 2019
  • 17. ‘DNA’ variants: changes in code • Benign: 370 mL → 371 mL • Pathogenic, easy to notice: 370 mL → 971 mL • Pathogenic, hard to notice: sugar → salt RNA variants: translation and communication Protein variants: interpretation and execution
  • 18. Complexity in protein biology 21.000 genes 1.000.000 -2.000.000 protein forms N-Glycosylation Truncation Phosphorylation Acetylation Ubiquitination … 18 Alain van Gool, Retina symposium, Amsterdam, 19 Jan 2019
  • 19. Functional Omics platforms Research Biomarkers Diagnostics Translational Metabolic Laboratory (www.youtube.com/watch?v=yhLbuX0H7rg) Glycoproteomics 500 1000 1500 2000 m/z 5 10 15 20 25 30 35 40 Time [min] Metabolomics 400 600 800 1000 1200 1400 m/z 10 20 30 40 50 60 Time [min] Bottom-up proteomics Glycomics Top-down proteomics Functional genomics 19 Alain van Gool, Retina symposium, Amsterdam, 19 Jan 2019
  • 20. Example: Complement system Classical pathway Lectin pathway Alternative pathway C3 C5 C6 C7 C8 C9 C1 factor D factor B Terminal pathway: Lysis Inflammation Opsonization C3bC3a C2 C4 MBL MASP Mannoses, fucoses and N-acetylated sugars on cell surface Spontaneous and foreign substances CRP, IgG, IgM Apoptotic cells {Esther Willems TML/LMI, unpubl} 20 Alain van Gool, Retina symposium, Amsterdam, 19 Jan 2019
  • 21. 40 soluble complement proteins CRP Classical pathway Ag-Ab complex apoptotic cellsβ-amyloid C1q-a C1q-b C1q-c C1r C1s Lectin pathway MBL ficolinscollectin-11 MASP-1 MASP-2 MASP-3 C2 C4 cleavage C2bC4a + C1(C1qr2s2) C4b2a (C3 convertase) Mannoses, fucoses and N-acetylated sugars on cell surface Alternative pathway + MBL-MASP complex (bound to cell surface) C3a C3 C3a Spontaneous and foreign substances (e.g. LPS) C3 C3a C3b factor B C3bB factor D Ba C3bBb(C3 convertase) cleavage cleavagecleavage C3bC3b C4b2a3b C3bBb3b (C5 convertase) (C5 convertase) C5 C5a C6 C7 C8 TCC or MAC factor H (bound to cell surface) cleavage + H2O P P P cleavage C9 n C5bC6C7C8(C9)n C5b C5bC6C7 C5bC6C7C8(C9)n Vitronectin Clusterin Extrinsic pathway Tissue factors thrombin plasmin kallikrein factorXIIa (soluble form2) C1-inh C3a-desR C5a-desR CPN C4a-desR CPN cleavage Factor I Factor I C4BP CD59 CR1 MCP DAF CR1 MCP DAF factor H-like 1 factor H-like 2 factor H-like 3 factor H-like 4 factor H-like 5 Amplification loop C1-inh CPN OpsonizationTerminal pathway Inflammation MBL = Mannose-Binding Lectin MASP = MBL-Associated Serine Proteases CPN = Carboxypeptidase N TCC = Terminal Complement Complex MAC = Membrane Attack Complex C4BP = C4 Binding Protein CR1/CD35 = Complement Receptor 1 MCP/CD46 = Membrane Cofactor Protein DAF/CD55 = Decay Accelerating Factor P = Properdin LPS = Lipopolysaccharide Figure adapted from several sources1,2,3
  • 22. A B C Targeted proteomics: one multiplex complement assay 22 Alain van Gool, Retina symposium, Amsterdam, 19 Jan 2019
  • 23. Complement in disease: bacterial vs viral infection Controls Healthy vs Patients 23 Alain van Gool, Retina symposium, Amsterdam, 19 Jan 2019
  • 24. Precision medicine in genetic-metabolic disease – current Personalized diagnosis Genomics (WES) Metabolomics (IEM panel) New disease mechanisms Personalized therapies Nature Genetics 2018 NEJM 2014 Nature 2016 NEJM 2014 Genet Med 2017 24 Alain van Gool, Retina symposium, Amsterdam, 19 Jan 2019
  • 25. Precision medicine in genetic-metabolic disease - future Personalized diagnosis Genomics (WGS) Metabolomics (more panels) New personalized therapies Glycomics Glycoproteomics Deep Learning Artificial Intelligence System biology Nature Genetics 2016 Pilot 2017 New disease mechanisms 25 Alain van Gool, Retina symposium, Amsterdam, 19 Jan 2019
  • 26. Moving to personalized health(care) {Source: Barabási 2007 NEJM 357; 4} • People are more than linear pathways • Different systems and networks • Different risk factors • Different preferences 26 Alain van Gool, Retina symposium, Amsterdam, 19 Jan 2019
  • 27. 27 “It’s far more important to know what person the disease has than what disease the person has.” Hippocrates, 400 B.C 27 Alain van Gool, Retina symposium, Amsterdam, 19 Jan 2019
  • 28. Personalized health(care) in a systems view 28 28 Alain van Gool, Retina symposium, Amsterdam, 19 Jan 2019
  • 29. 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? 29 Alain van Gool, Retina symposium, Amsterdam, 19 Jan 2019
  • 30. We need a personalized data-driven GPS for health • Monitor on background • Alert when you are at risk • Advice what to do • Doctor as coach? 30 Alain van Gool, Retina symposium, Amsterdam, 19 Jan 2019
  • 31. 31 Exponential developments - digital biomarkers 31 Alain van Gool, Retina symposium, Amsterdam, 19 Jan 2019
  • 32. Do realize there is no single one reflection of health • Funhouse mirror effect • Multiple sources of your data • Omics • EPD • Diagnostics • Wearables • Health apps • Commercial health tests • Social media • Surrounding • Each give an (incomplete) image of you • How to deal with this for personal health? {Mira Vegter, Hub Zwart, Alain van Gool, in prep} 32 Alain van Gool, Retina symposium, Amsterdam, 19 Jan 2019
  • 33. Acknowledgements Translational Metabolic Laboratory Hans Wessels Dirk Lefeber Karlien Coene Leo Kluijtmans Richard Rodenburg Jolein Gloerich Anouk Suppers Purva Kulkarni Roel Tans Esther Willems Ron Wevers and others Edwin Cuppen Albert Heck Thomas Hankemeier Peter Bram ‘t Hoen Daniella Kasteel and others Collaborators/funders Human Genetics Nijmegen Marcel Nelen Alexander Hoischen Lisenka Vissers Christian Gillisen Han Brunner and others alain.vangool@radboudumc.nl www.radboudumc.nl/en/people/alain-van-gool www.slideshare.net/alainvangool CarTarDis Irene Keularts Hans Scheffer and others Rainer Bischoff Theo Luider and others