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Biomarkers in Personalized Health(care),
moving beyond Targeted Medicine
Professor of Personalized Healthcare
Head Radboud Center for Proteomics, Glycomics
and Metabolomics
Coordinator Radboud Technology Centers
Head Biomarkers in Personalized Healthcare
Prof Alain van Gool
20 May 2015
My mixed perspectives in personalized health(care)
8 years academia (NL, UK)
(molecular mechanisms of disease)
13 years pharma (EU, USA, Asia)
(biomarkers, Omics)
3,5 years med school (NL)
(personalized healthcare, Omics, biomarkers)
3,5 years applied research institute (NL, EU)
(biomarkers, personalized health, nutrition)
A person / citizen / family man
(adventures in EU, USA, Asia)
1991-1996 1996-1998 2009-2012
1999-2007 2007-2009 2009-2011
2011-now
2011-now
2
2
3
3
Consider individual differences in personalized health(care)
4
4
Source: Chakma Journal of Young Investigators. Vol 16, 2009.
Principle of Personalized/Precision/Targeted Medicine
5
5
Patient
Radboud
Personalized Healthcare
A significant impact
on healthcare
Molecule
Population
Personalized Healthcare @Radboudumc
6
Biomarkers
{Biomarkers definition working group, 2001 }
Definition: ‘a characteristic that is objectively measured and evaluated as an
indicator of normal biological processes, pathogenic processes, or
pharmacologic responses to a therapeutic intervention’
Or ‘Whatever works in adding value’
Molecular biomarkers provide a molecular impression of a biological system
(cell, animal, human)
7
Genomic Proteomic Metabolomic Imaging
Exponential developments in biomarker technologies
• 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
8
www.radboudumc.nl/research/technologycenters
Genomics
Bioinformatics
Animal
studies
Stem
cells
Translational
neuroscience
Image-guided
treatment
Imaging
Microscopy
Biobank
Health
economics
Mass
Spectrometry
Radboudumc
Technology
Centers
Investigational
products
Clinical
trials
EHR-based
research
Statistics
Human
physiology
Data
stewardship
Molecule
Flow
cytometry
9
EC DG for Research and Innovation
Alain van Gool
Brussels, 11 Sept 2012
System biology in:
Diagnosis
Prognosis
Treatment
Monitoring
People are complex biological systems which
requires a systems biology approach
Precision medicine @USA
President Obama
State of Union 2015
11
Biomarkers in Personalized Health(care)
an evolving role
• From only diagnosis
• To Translational Medicine
• To Personalized/Precision/Targeted Medicine
• To Personalized Health(care)
present
12
12
Personalized Health(care), more than pathways only
Source: Barabási 2007 NEJM 357; 4}
• People are different
• Different networks and influences
• Different risk factors
• Different preferences
13
13
‘New’ data
14
14
Personalized Health(care) in a systems view
17
17
System Biology view needed
β-cell Pathology
gluc Risk factor
{Source: Ben van Ommen, TNO}
Visceral
adiposity
LDL elevated
Glucose toxicity
Fatty liver
Gut
inflammation
endothelial
inflammation
systemic
Insulin resistance
Systemic
inflammation
Hepatic IR
Adipose IR
Muscle metabolic
inflexibility
adipose
inflammation
Microvascular
damage
Myocardial
infactions
Heart
failure
Cardiac
dysfunction
Brain
disorders
Nephropathy
Atherosclerosis
β-cell failure
High cholesterol
High glucose
Hypertension
dyslipidemia
ectopic
lipid overload
Hepatic
inflammation
Stroke
IBD
fibrosis
Retinopathy
Chronic Stress
Disruption
circadian rhythm
Parasympathetic
tone
Sympathetic
arousal
Endorphins
Gut
activity
Inflammatory
response
Adrenalin
Heart rate
Heart rate
variability
High cortisol
α-amylase
System Biology view needed
β-cell Pathology
gluc Risk factor
{Source: Ben van Ommen, TNO}
therapy
Visceral
adiposity
LDL elevated
Glucose toxicity
Fatty liver
Gut
inflammation
endothelial
inflammation
systemic
Insulin resistance
Systemic
inflammation
Hepatic IR
Adipose IR
Muscle metabolic
inflexibility
adipose
inflammation
Microvascular
damage
Myocardial
infactions
Heart
failure
Cardiac
dysfunction
Brain
disorders
Nephropathy
Atherosclerosis
β-cell failure
High cholesterol
High glucose
Hypertension
dyslipidemia
ectopic
lipid overload
Hepatic
inflammation
Stroke
IBD
fibrosis
Retinopathy
Physical inactivity
Caloric excess
Chronic Stress
Disruption
circadian rhythm
Parasympathetic
tone
Sympathetic
arousal
Worrying
Hurrying
Endorphins
Gut
activity
Sweet &
fat foods
Sleep disturbance
Inflammatory
response
Adrenalin
Fear
Challenge
stress
Heart rate
Heart rate
variability
High cortisol
α-amylase
Lipids, alcohol, fructose
Carnitine, choline
Stannols, fibre
Low glycemic index
Epicathechins
Anthocyanins
Soy
Quercetin, Se, Zn, …
Metformin
Vioxx
Salicylate
LXR agonist
Fenofibrate Rosiglitazone
Pioglitazone
Sitagliptin
Glibenclamide
Atorvastatin
Omega3-fatty acids
Pharma
Nutrition
Lifestyle
Personalized interventions by Pharma-Nutrition
20
Higher efficacy / less side effects
20
Goal of Personalized Health(care)
21
Source: prof Jan Kremer
21
But …
Knowledge and Innovation gap:
1. What to measure?
2. How much can it change?
3. What should be the follow-up for me?
22
Biomarker innovation gaps
Discovery Clinical
validation/confirmation
Diagnostic
test
Number of
biomarkers
Gap 1
Gap 2
23
Gap 3
23
Biomarker innovation gaps: some numbers
24
5 biomarkers/
working day
1 biomarker/
1-3 years
1 biomarker/
3-10 years
?
Eg Biomarkers in time: Prostate cancer
May 2011: n= 2,231 biomarkers
Nov 2012: n= 6,562 biomarkers
Oct 2013: n= 8,358 biomarkers
Nov 2014: n= 10,350 biomarkers
Discovery Clinical
validation/confirmation
Diagnostic
test
Number of
biomarkers
Gap 1
Gap 2
Gap 3
24
But …
Knowledge and Innovation gap:
1. What to measure?
2. How much can it change?
3. What should be the follow-up for me?
25
Personalized Health(care) model
HomeostasisAllostasisDisease
Time
Disease
Health
Personalized
Intervention
of patients-like-me
Big Data
Risk profiles
of persons-like-me
Molecular
Non-molecular
Environment
…
Personal profile
Selfmonitoring
Adapted from Jan van der Greef (2013)
26
Personalized
Participatory
Pre-emptive
But …
Knowledge and Innovation gap:
1. What to measure?
2. How much can it change?
3. What should be the follow-up for me?
27
Most important for biomarkers in Personalized Healthcare:
Focus on the end user: the patient
28
28
Translation is key in Personalized Healthcare !
“I’m afraid you’re
suffering from an
increased IL-1β and
an aberrant miR843
expression”
Adapted from:
29
?
29
Translation is key in Personalized Healthcare !
Select personalized therapy
Treatment options
Successrates
Example from Prostate cancer patient guide
30
Translation is key in Personalized Healthcare !
Treatment options
Pro’sCon’s
Select personalized therapy
31
Translation is key in Personalized Health(care) !
Personal profile data
Knowledge
Understanding
Decision
Action
32
32
33 Alain van Gool, Pharma-Nutrition 2015, 13 March 2015
Optimal targeted / precision / personalized health(care)
Acknowledgements
Ron Wevers
Jolein Gloerich
Hans Wessels
Monique Scherpenzeel
Dirk Lefeber
Leo Kluijtmans
Lucien Engelen
Paul Smits
Maroeska Rovers
Nathalie Bovy
Bas Bloem
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
Jan van der Greef
Ben van Ommen
Bas Kremer
Lars Verschuren
Ivana Bobeldijk
Marjan van Erk
Carina de Jongh
Peter van Dijken
Robert Kleemann
Suzan Wopereis
and many others
34
And funders
CarTarDis
34
Biomarker innovation gaps: some numbers
37
Data from Thomson Reuters Integrity database, February 2015
Alzheimer’s Disease
Chronic Obstructive
Pulmonary Disease
Type II Diabetes Mellitis
37

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2015 05-20 Radboudumc REshape breakfast meeting Alain van Gool

  • 1. Biomarkers in Personalized Health(care), moving beyond Targeted Medicine Professor of Personalized Healthcare Head Radboud Center for Proteomics, Glycomics and Metabolomics Coordinator Radboud Technology Centers Head Biomarkers in Personalized Healthcare Prof Alain van Gool 20 May 2015
  • 2. My mixed perspectives in personalized health(care) 8 years academia (NL, UK) (molecular mechanisms of disease) 13 years pharma (EU, USA, Asia) (biomarkers, Omics) 3,5 years med school (NL) (personalized healthcare, Omics, biomarkers) 3,5 years applied research institute (NL, EU) (biomarkers, personalized health, nutrition) A person / citizen / family man (adventures in EU, USA, Asia) 1991-1996 1996-1998 2009-2012 1999-2007 2007-2009 2009-2011 2011-now 2011-now 2 2
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  • 4. Consider individual differences in personalized health(care) 4 4
  • 5. Source: Chakma Journal of Young Investigators. Vol 16, 2009. Principle of Personalized/Precision/Targeted Medicine 5 5
  • 6. Patient Radboud Personalized Healthcare A significant impact on healthcare Molecule Population Personalized Healthcare @Radboudumc 6
  • 7. Biomarkers {Biomarkers definition working group, 2001 } Definition: ‘a characteristic that is objectively measured and evaluated as an indicator of normal biological processes, pathogenic processes, or pharmacologic responses to a therapeutic intervention’ Or ‘Whatever works in adding value’ Molecular biomarkers provide a molecular impression of a biological system (cell, animal, human) 7 Genomic Proteomic Metabolomic Imaging
  • 8. Exponential developments in biomarker technologies • 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 8
  • 10. EC DG for Research and Innovation Alain van Gool Brussels, 11 Sept 2012 System biology in: Diagnosis Prognosis Treatment Monitoring People are complex biological systems which requires a systems biology approach
  • 11. Precision medicine @USA President Obama State of Union 2015 11
  • 12. Biomarkers in Personalized Health(care) an evolving role • From only diagnosis • To Translational Medicine • To Personalized/Precision/Targeted Medicine • To Personalized Health(care) present 12 12
  • 13. Personalized Health(care), more than pathways only Source: Barabási 2007 NEJM 357; 4} • People are different • Different networks and influences • Different risk factors • Different preferences 13 13
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  • 17. Personalized Health(care) in a systems view 17 17
  • 18. System Biology view needed β-cell Pathology gluc Risk factor {Source: Ben van Ommen, TNO} Visceral adiposity LDL elevated Glucose toxicity Fatty liver Gut inflammation endothelial inflammation systemic Insulin resistance Systemic inflammation Hepatic IR Adipose IR Muscle metabolic inflexibility adipose inflammation Microvascular damage Myocardial infactions Heart failure Cardiac dysfunction Brain disorders Nephropathy Atherosclerosis β-cell failure High cholesterol High glucose Hypertension dyslipidemia ectopic lipid overload Hepatic inflammation Stroke IBD fibrosis Retinopathy Chronic Stress Disruption circadian rhythm Parasympathetic tone Sympathetic arousal Endorphins Gut activity Inflammatory response Adrenalin Heart rate Heart rate variability High cortisol α-amylase
  • 19. System Biology view needed β-cell Pathology gluc Risk factor {Source: Ben van Ommen, TNO} therapy Visceral adiposity LDL elevated Glucose toxicity Fatty liver Gut inflammation endothelial inflammation systemic Insulin resistance Systemic inflammation Hepatic IR Adipose IR Muscle metabolic inflexibility adipose inflammation Microvascular damage Myocardial infactions Heart failure Cardiac dysfunction Brain disorders Nephropathy Atherosclerosis β-cell failure High cholesterol High glucose Hypertension dyslipidemia ectopic lipid overload Hepatic inflammation Stroke IBD fibrosis Retinopathy Physical inactivity Caloric excess Chronic Stress Disruption circadian rhythm Parasympathetic tone Sympathetic arousal Worrying Hurrying Endorphins Gut activity Sweet & fat foods Sleep disturbance Inflammatory response Adrenalin Fear Challenge stress Heart rate Heart rate variability High cortisol α-amylase Lipids, alcohol, fructose Carnitine, choline Stannols, fibre Low glycemic index Epicathechins Anthocyanins Soy Quercetin, Se, Zn, … Metformin Vioxx Salicylate LXR agonist Fenofibrate Rosiglitazone Pioglitazone Sitagliptin Glibenclamide Atorvastatin Omega3-fatty acids Pharma Nutrition Lifestyle
  • 20. Personalized interventions by Pharma-Nutrition 20 Higher efficacy / less side effects 20
  • 21. Goal of Personalized Health(care) 21 Source: prof Jan Kremer 21
  • 22. But … Knowledge and Innovation gap: 1. What to measure? 2. How much can it change? 3. What should be the follow-up for me? 22
  • 23. Biomarker innovation gaps Discovery Clinical validation/confirmation Diagnostic test Number of biomarkers Gap 1 Gap 2 23 Gap 3 23
  • 24. Biomarker innovation gaps: some numbers 24 5 biomarkers/ working day 1 biomarker/ 1-3 years 1 biomarker/ 3-10 years ? Eg Biomarkers in time: Prostate cancer May 2011: n= 2,231 biomarkers Nov 2012: n= 6,562 biomarkers Oct 2013: n= 8,358 biomarkers Nov 2014: n= 10,350 biomarkers Discovery Clinical validation/confirmation Diagnostic test Number of biomarkers Gap 1 Gap 2 Gap 3 24
  • 25. But … Knowledge and Innovation gap: 1. What to measure? 2. How much can it change? 3. What should be the follow-up for me? 25
  • 26. Personalized Health(care) model HomeostasisAllostasisDisease Time Disease Health Personalized Intervention of patients-like-me Big Data Risk profiles of persons-like-me Molecular Non-molecular Environment … Personal profile Selfmonitoring Adapted from Jan van der Greef (2013) 26 Personalized Participatory Pre-emptive
  • 27. But … Knowledge and Innovation gap: 1. What to measure? 2. How much can it change? 3. What should be the follow-up for me? 27
  • 28. Most important for biomarkers in Personalized Healthcare: Focus on the end user: the patient 28 28
  • 29. Translation is key in Personalized Healthcare ! “I’m afraid you’re suffering from an increased IL-1β and an aberrant miR843 expression” Adapted from: 29 ? 29
  • 30. Translation is key in Personalized Healthcare ! Select personalized therapy Treatment options Successrates Example from Prostate cancer patient guide 30
  • 31. Translation is key in Personalized Healthcare ! Treatment options Pro’sCon’s Select personalized therapy 31
  • 32. Translation is key in Personalized Health(care) ! Personal profile data Knowledge Understanding Decision Action 32 32
  • 33. 33 Alain van Gool, Pharma-Nutrition 2015, 13 March 2015 Optimal targeted / precision / personalized health(care)
  • 34. Acknowledgements Ron Wevers Jolein Gloerich Hans Wessels Monique Scherpenzeel Dirk Lefeber Leo Kluijtmans Lucien Engelen Paul Smits Maroeska Rovers Nathalie Bovy Bas Bloem 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 Jan van der Greef Ben van Ommen Bas Kremer Lars Verschuren Ivana Bobeldijk Marjan van Erk Carina de Jongh Peter van Dijken Robert Kleemann Suzan Wopereis and many others 34 And funders CarTarDis 34
  • 35. Biomarker innovation gaps: some numbers 37 Data from Thomson Reuters Integrity database, February 2015 Alzheimer’s Disease Chronic Obstructive Pulmonary Disease Type II Diabetes Mellitis 37