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Personalized Healthcare, 
a molecular view in the (near) future 
Impressions from the Exponential Medicine 2014 conference 
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 
Skipr-99 Masterclass 
‘Disruptive innovatie & e-health’ 
Arnhem, 11 Dec 2014
My mixed perspectives in Personalized Healthcare 
8 years academia (NL, UK) 
(molecular mechanisms of disease) 
13 years pharma (EU, USA, Asia) 
(biomarkers, Omics) 
3 years university medical center (NL) 
(personalized healthcare, Omics, biomarkers) 
3 years applied research institute (NL) 
(biomarkers, personalized health) 
A family man (NL, Europe, Asia, USA) 
1991-1996 1996-1998 2009-2012 
1999-2007 2007-2009 2009-2011 
2011-now 
2011-now 
2
My professional passions 
Personalized Health(care) 
Biomarkers 
Molecular Profiling (Omics) 
Future of medicine 
3
Patient 
Radboud 
Personalized Healthcare 
A significant impact 
on healthcare 
Molecule 
Population 
4
Working in complex human biological systems 
requires a systems biology approach 
System biology in: 
Diagnosis 
Prognosis 
Treatment 
Monitoring
6
Exponential technologies 
“The only constant is change, 
and the rate of change is 
increasing” 
We are at the knee 
of the exponential curve
Buzzwords Progress and beyond 
You are the CEO of your own healthcare team 
Exponential technologies 
Disruptive innovation 
Digitalizing yourself 
Sitting is the new smoking 
Uber-ization of healthcare 
The future is already here, it’s just not evenly distributed … 
What’s normal for me is not normal for you 
Do things different
Exponential developments in biomarker technologies 
• Next generation sequencing 
• Large level of detail on genome level (DNA, RNA) 
• Sequencing per patient is becoming practice 
• Allows risk analysis and therapy selection 
• Mass spectrometry 
• Large level of detail on metabolic level (proteins, metabolites) 
• Analysis of blood, urine, cells, tissues, hair, etc all possible 
• Allows monitoring of disease and treatment effects 
• Imaging 
• Large level of detail on intact in vivo level 
• Analysis of any tissue, real time 
• Allows spatial view of intact organs and organisms
Next in Next Generation Sequencing 
• Trends: 
₋ Further reduction in sequencing costs 
Georg Church, Craig Venter
Exponential development of Next Generation Sequencing 
E Mardis. Nature 2011 
Costs per base 
(towards a $1,000 dollar genome - 2015?) 
2001: 
1.5 genome/year 
300.000.000 USD/genome 
Nov 2014: 
100.000 genomes/year 
1.400 USD/genome
Genome sequencing will become much cheaper !
Next in Next Generation Sequencing 
• Trends: 
₋ Further reduction in sequencing costs 
₋ Computational power 
₋ Machine learning to analyse (big) data 
₋ Link molecular diagnosis to cellular therapies 
Georg Church, Craig Venter 
Also beyond the oncology field: 
• 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
Next in Next Generation Sequencing 
• Trends: 
₋ Further reduction in sequencing costs 
₋ Computational power 
₋ Machine learning to analyse (big) data 
₋ Link molecular diagnosis to cellular therapies 
• Sequence 1 billion people in 2020 
• Sharing genomes through Personalgenomes.org 
• Longevity (sequencing very old people to identify rare protective alleles) 
• Synthetic life, teleporting for vaccinations at remote places 
• Micobiome sequencing 
Georg Church, Craig Venter
The gut microbiome
The future? 
• DIY sequence your genome and/or your microbiome 
genome 
• at a provider, at a pharmacy, at home 
• Take your genome to the doctor 
• Have a personalized healthcare advice
Selfmonitoring 
19
Digital medicine
Demo room
The future is nearly here … 
22 
Personalized advice 
Action 
Selfmonitor 
Cloud 
Lifestyle 
Nutrition 
Pharma
The future is nearly here … 
23 
Measure your brain waves (EEG) 
Recognize conditions for maximal 
concentration or relaxation. 
Use device to train.
But … 
Knowledge and Innovation gap: 
1. What to measure? 
2. How much should it change? 
3. What should be the follow-up for me?
Translation is key in Personalized Healthcare ! 
28 
Personal profile data 
Knowledge 
Understanding 
Decision 
Action
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 
?
Biomarker innovation gap 
• Imbalance between biomarker discovery, validation and application 
• Many more biomarkers discovered than available as diagnostic test 
Discovery Clinical 
validation/confirmation 
Diagnostic 
test 
Number of 
biomarkers 
Gap 1 
Gap 2 
30
Biomarker innovation gap: some numbers 
31 
Data from Thomson Reuters Integrity, April 2013 
Alzheimer’s Disease 
Chronic Obstructive 
Pulmonary Disease 
Type II Diabetes Mellitis 
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 with 
33,863 biomarker uses
How to move forward? 1. System Biology 
32 
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
EC DG for Research and Innovation 
Alain van Gool 
Brussels, 11 Sept 2012 
Relating tissue pharmacology – biomarker - therapy
Translating knowledge to field labs 
1. Implementation-plan ‘Personalized diagnosis of (pre)diabetic and their lifestyle treatment in Dutch Health care’. 
2.Use of Oral Glucose Tolerance Test as a stratification biomarker for (pre)diabetic patients 
3. Advice a tailored treatment (lifestyle and/or medical) 
4. Monitor added value of stratification 
5. Communicate results and lessons learned 
Being implemented in 
1st line care 
(region Hillegom, 
Netherlands) 
Alliance “Expedition Sustainable Care, starting with diabetes”
Personalized interventions by Pharma-Nutrition 
35 
Ongoing: Shared Innovation Programs through public-private consortia 
Higher efficacy / less side effects
How to move forward? 2. Interdisciplinary team work 
36
www.radboudumc.nl/research/technologycenters 
How to move forward? 2. Interdisciplinary team work
38 
• Proteins 
• Metabolites 
• Drugs 
• PK-PD 
• Preclinical 
• Clinical 
• Behavioural 
• Preclinical 
• Animal facility 
• Systematic review 
• Cell analysis 
• Sorting 
• Pediatric 
• Adult 
• Phase 1, 2, 3, 4 
• Vaccines 
• Pharmaceutics 
• Radio-isotopes 
• Malaria parasites 
• Management 
• Analysis 
• Sharing 
• Cloud computing 
• DNA 
• RNA 
• Internal 
• External 
• HTA 
• Evidence-based 
surgery 
• Field lab 
• Statistics 
• Biological 
• Structural 
• Preclinical 
• Clinical 
• Economic 
viability 
• Decision 
analysis 
• Experimental design 
• Biostatistical advice 
• Electronic Health Records 
• Big Data 
• Best practice 
• In vivo 
• Functional 
diagnostics 
About 240 dedicated people working in 17 Technology Centers, ~1500 users (internal, external), ~130 consortia 
www.radboudumc.nl/research/technologycenters/
Acknowledgements 
Lucien Engelen 
Jan Kremer 
Paul Smits 
Maroeska Rovers 
Nathalie Bovy 
Ron Wevers 
Jolein Gloerich 
Hans Wessels 
Dirk Lefeber 
Leo Kluijtmans 
Bas Bloem 
Marten Munneke 
and others 
Lutgarde Buydens 
Jasper Engel 
Jeroen Jansen 
Geert Postma 
and others 
Members of the 
Radboud umc Personalized Healthcare Taskforce (2013) 
Radboud umc Technology Centers (2014) 
alain.vangool@tno.nl 
alain.vangool@radboudumc.nl 
www.linkedIn.com 
Biomarker Development Center 
Many external collaborators 
Jan van der Greef 
Ben van Ommen 
Peter van Dijken 
Bas Kremer 
Lars Verschuren 
Marijana Radonjic 
Thomas Kelder 
Robert Kleemann 
Suzan Wopereis 
Ton Rullmann 
William van Dongen 
and others 
39

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2014 12-11 Skipr99 masterclass Arnhem

  • 1. Personalized Healthcare, a molecular view in the (near) future Impressions from the Exponential Medicine 2014 conference 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 Skipr-99 Masterclass ‘Disruptive innovatie & e-health’ Arnhem, 11 Dec 2014
  • 2. My mixed perspectives in Personalized Healthcare 8 years academia (NL, UK) (molecular mechanisms of disease) 13 years pharma (EU, USA, Asia) (biomarkers, Omics) 3 years university medical center (NL) (personalized healthcare, Omics, biomarkers) 3 years applied research institute (NL) (biomarkers, personalized health) A family man (NL, Europe, Asia, USA) 1991-1996 1996-1998 2009-2012 1999-2007 2007-2009 2009-2011 2011-now 2011-now 2
  • 3. My professional passions Personalized Health(care) Biomarkers Molecular Profiling (Omics) Future of medicine 3
  • 4. Patient Radboud Personalized Healthcare A significant impact on healthcare Molecule Population 4
  • 5. Working in complex human biological systems requires a systems biology approach System biology in: Diagnosis Prognosis Treatment Monitoring
  • 6. 6
  • 7.
  • 8.
  • 9. Exponential technologies “The only constant is change, and the rate of change is increasing” We are at the knee of the exponential curve
  • 10. Buzzwords Progress and beyond You are the CEO of your own healthcare team Exponential technologies Disruptive innovation Digitalizing yourself Sitting is the new smoking Uber-ization of healthcare The future is already here, it’s just not evenly distributed … What’s normal for me is not normal for you Do things different
  • 11. Exponential developments in biomarker technologies • Next generation sequencing • Large level of detail on genome level (DNA, RNA) • Sequencing per patient is becoming practice • Allows risk analysis and therapy selection • Mass spectrometry • Large level of detail on metabolic level (proteins, metabolites) • Analysis of blood, urine, cells, tissues, hair, etc all possible • Allows monitoring of disease and treatment effects • Imaging • Large level of detail on intact in vivo level • Analysis of any tissue, real time • Allows spatial view of intact organs and organisms
  • 12. Next in Next Generation Sequencing • Trends: ₋ Further reduction in sequencing costs Georg Church, Craig Venter
  • 13. Exponential development of Next Generation Sequencing E Mardis. Nature 2011 Costs per base (towards a $1,000 dollar genome - 2015?) 2001: 1.5 genome/year 300.000.000 USD/genome Nov 2014: 100.000 genomes/year 1.400 USD/genome
  • 14. Genome sequencing will become much cheaper !
  • 15. Next in Next Generation Sequencing • Trends: ₋ Further reduction in sequencing costs ₋ Computational power ₋ Machine learning to analyse (big) data ₋ Link molecular diagnosis to cellular therapies Georg Church, Craig Venter Also beyond the oncology field: • 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
  • 16. Next in Next Generation Sequencing • Trends: ₋ Further reduction in sequencing costs ₋ Computational power ₋ Machine learning to analyse (big) data ₋ Link molecular diagnosis to cellular therapies • Sequence 1 billion people in 2020 • Sharing genomes through Personalgenomes.org • Longevity (sequencing very old people to identify rare protective alleles) • Synthetic life, teleporting for vaccinations at remote places • Micobiome sequencing Georg Church, Craig Venter
  • 18. The future? • DIY sequence your genome and/or your microbiome genome • at a provider, at a pharmacy, at home • Take your genome to the doctor • Have a personalized healthcare advice
  • 22. The future is nearly here … 22 Personalized advice Action Selfmonitor Cloud Lifestyle Nutrition Pharma
  • 23. The future is nearly here … 23 Measure your brain waves (EEG) Recognize conditions for maximal concentration or relaxation. Use device to train.
  • 24.
  • 25.
  • 26.
  • 27. But … Knowledge and Innovation gap: 1. What to measure? 2. How much should it change? 3. What should be the follow-up for me?
  • 28. Translation is key in Personalized Healthcare ! 28 Personal profile data Knowledge Understanding Decision Action
  • 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 ?
  • 30. Biomarker innovation gap • Imbalance between biomarker discovery, validation and application • Many more biomarkers discovered than available as diagnostic test Discovery Clinical validation/confirmation Diagnostic test Number of biomarkers Gap 1 Gap 2 30
  • 31. Biomarker innovation gap: some numbers 31 Data from Thomson Reuters Integrity, April 2013 Alzheimer’s Disease Chronic Obstructive Pulmonary Disease Type II Diabetes Mellitis 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 with 33,863 biomarker uses
  • 32. How to move forward? 1. System Biology 32 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
  • 33. EC DG for Research and Innovation Alain van Gool Brussels, 11 Sept 2012 Relating tissue pharmacology – biomarker - therapy
  • 34. Translating knowledge to field labs 1. Implementation-plan ‘Personalized diagnosis of (pre)diabetic and their lifestyle treatment in Dutch Health care’. 2.Use of Oral Glucose Tolerance Test as a stratification biomarker for (pre)diabetic patients 3. Advice a tailored treatment (lifestyle and/or medical) 4. Monitor added value of stratification 5. Communicate results and lessons learned Being implemented in 1st line care (region Hillegom, Netherlands) Alliance “Expedition Sustainable Care, starting with diabetes”
  • 35. Personalized interventions by Pharma-Nutrition 35 Ongoing: Shared Innovation Programs through public-private consortia Higher efficacy / less side effects
  • 36. How to move forward? 2. Interdisciplinary team work 36
  • 37. www.radboudumc.nl/research/technologycenters How to move forward? 2. Interdisciplinary team work
  • 38. 38 • Proteins • Metabolites • Drugs • PK-PD • Preclinical • Clinical • Behavioural • Preclinical • Animal facility • Systematic review • Cell analysis • Sorting • Pediatric • Adult • Phase 1, 2, 3, 4 • Vaccines • Pharmaceutics • Radio-isotopes • Malaria parasites • Management • Analysis • Sharing • Cloud computing • DNA • RNA • Internal • External • HTA • Evidence-based surgery • Field lab • Statistics • Biological • Structural • Preclinical • Clinical • Economic viability • Decision analysis • Experimental design • Biostatistical advice • Electronic Health Records • Big Data • Best practice • In vivo • Functional diagnostics About 240 dedicated people working in 17 Technology Centers, ~1500 users (internal, external), ~130 consortia www.radboudumc.nl/research/technologycenters/
  • 39. Acknowledgements Lucien Engelen Jan Kremer Paul Smits Maroeska Rovers Nathalie Bovy Ron Wevers Jolein Gloerich Hans Wessels Dirk Lefeber Leo Kluijtmans Bas Bloem Marten Munneke and others Lutgarde Buydens Jasper Engel Jeroen Jansen Geert Postma and others Members of the Radboud umc Personalized Healthcare Taskforce (2013) Radboud umc Technology Centers (2014) alain.vangool@tno.nl alain.vangool@radboudumc.nl www.linkedIn.com Biomarker Development Center Many external collaborators Jan van der Greef Ben van Ommen Peter van Dijken Bas Kremer Lars Verschuren Marijana Radonjic Thomas Kelder Robert Kleemann Suzan Wopereis Ton Rullmann William van Dongen and others 39