SlideShare a Scribd company logo
1 of 49
Download to read offline
Infrastructures for personalized medicine
and health research
Prof Alain van Gool
2
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
Chair EATRIS Biomarker Platform
Professor of Personalized Healthcare
Head Radboud Center for Proteomics, Glycomics & Metabolomics
Coordinator Radboud Technology Centers
Alain van Gool, Oxford Global Biomarkers Conference, Manchester, 21 Feb 2017
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
3 Alain van Gool, Oxford Global Biomarkers Conference, Manchester, 21 Feb 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]
4 Alain van Gool, Oxford Global Biomarkers Conference, Manchester, 21 Feb 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 !?
5 Alain van Gool, Oxford Global Biomarkers Conference, Manchester, 21 Feb 2017
Serum N-glycopeptide profiling as biomarker discovery
Comprehensive QC analytics
New diagnostic glycoprotein biomarker
• Glycoprofile of intact transferrin protein (80 kDa)
• Identified through combination glycoproteomics and exome sequencing
• Is linked to specific glycosylation disorders (rare metabolic diseases)
• Implemented now in clinical care as diagnostic mass spec test
7 Alain van Gool, Oxford Global Biomarkers Conference, Manchester, 21 Feb 2017
8
New data !
(generators, owners)
8 Alain van Gool, Oxford Global Biomarkers Conference, Manchester, 21 Feb 2017
9 Alain van Gool, Oxford Global Biomarkers Conference, Manchester, 21 Feb 2017
Exciting next steps: translate laboratory to society
• Point-of-care analysis of
few biomarkers
• 1.000.000 signals per
proteomics analysis
11 Alain van Gool, Oxford Global Biomarkers Conference, Manchester, 21 Feb 2017
implementation
innovation
research
12 Alain van Gool, Oxford Global Biomarkers Conference, Manchester, 21 Feb 2017
Irreproducibility of data
{Freedman et al, PLOS Biology, 2015}
{2012} {2011} {2013} {2008}{2012}
13 Alain van Gool, Oxford Global Biomarkers Conference, Manchester, 21 Feb 2017
Categories of errors leading to irreproducibility
{Freedman et al,
PLOS Biology, 2015}
14 Alain van Gool, Oxford Global Biomarkers Conference, Manchester, 21 Feb 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
15 Alain van Gool, Oxford Global Biomarkers Conference, Manchester, 21 Feb 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
Nov 2016: 14,481 biomarkers
Discovery Clinical
validation/confirmation
Diagnostic
test
Number of
biomarkers
Gap 1
Gap 2
16 Alain van Gool, Oxford Global Biomarkers Conference, Manchester, 21 Feb 2017
Choice for biomarker scientists: discover or confirm?
17 Alain van Gool, Oxford Global Biomarkers Conference, Manchester, 21 Feb 2017
Biomarkers for personalized medicine
and health
time for quality, not quantity
18 Alain van Gool, Oxford Global Biomarkers Conference, Manchester, 21 Feb 2017
Way forward
Quote Freedman paper:
{Freedman et al, PLOS Biology, 2015}
19 Alain van Gool, Oxford Global Biomarkers Conference, Manchester, 21 Feb 2017
Introducing 5 infrastructure communities
(local) (European)
(Netherlands)
20 Alain van Gool, Oxford Global Biomarkers Conference, Manchester, 21 Feb 2017
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
studies
EHR data
analysis
Statistics
Human
performance
Data
stewardship
Molecule
Flow
cytometry
3D lab
21
About 280 dedicated people working in 19 Technology Centers, ~1800 users (internal, external), ~150 consortia
www.radboudumc.nl/research/technologycenters/22
• 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
• Cyclotron
• Radio-isotopes
• Malaria parasites
• Management
• Analysis
• Sharing
• Cloud computing
• DNA
• RNA
• Internal
• External
• Early 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
diagnostic
s
• iPSC
• Organoids
• 3D imaging
• 3D printing
• Virtual reality
Link to European infrastructures
23 Alain van Gool, Oxford Global Biomarkers Conference, Manchester, 21 Feb 2017
24EATRIS15/02/2017
Filling the gaps (1)
GAP 1
Public increasingly funding early development, funding gap remains
Public Funding
Private Funding
Moves away from early development
Fundamental
discovery
Early Translational
F.I.M
Phase 1 Phase 2 Phase 3
GAP 1
24 Alain van Gool, Oxford Global Biomarkers Conference, Manchester, 21 Feb 2017 www.EATRIS.eu
25EATRIS15/02/2017
Filling the gaps (2)
GAP 2
Outputs of publicly funded projects misaligned with privately financed requirements
for further development
Public Funding
Technology push, publications
Private Funding
Product and patient focus, market pull
Fundamental
discovery
Early
Translational
F.I.M
Phase 1 Phase 2 Phase 3
GAP 2
25 Alain van Gool, Oxford Global Biomarkers Conference, Manchester, 21 Feb 2017 www.EATRIS.eu
26EATRIS15/02/2017
Participating countries : CZ, ES,
FI, FR, IT, NO, EE, NL, LU, SI, SE
(Host)
Observer: LV
88 Academic & non-profit
research institutions of
excellence in translational
medicine
EATRIS map
26 Alain van Gool, Oxford Global Biomarkers Conference, Manchester, 21 Feb 2017 www.EATRIS.eu
27EATRIS15/02/2017
Client
projects
Infrastructure
Funding Expertise
GMP manufacturing
Licenses
Imaging facilities
Biobanks
Clinical trial units
Patient groups
Academia
Research /charities
SME/biotech
Pharma
Clinicians
Latest technologies
Project management
Regulatory
Partnering
Nat’l governments
Regional dev. Funds
H2020
Venture capital
Pharma partnering
Landscape
5 Technology Platforms
27 Alain van Gool, Oxford Global Biomarkers Conference, Manchester, 21 Feb 2017 www.EATRIS.eu
28EATRIS15/02/2017
• Chair: Alain, van Gool, Radboudumc/TNO, the Netherlands
• Operational manager: Florence Bietrix
• 46 European advanced biomarker development centres
• State-of-the-art technologies and expertise
• Biobanks
• Assay development and validation
• Multi-centre clinical trials
Biomarkers platform
28 Alain van Gool, Oxford Global Biomarkers Conference, Manchester, 21 Feb 2017 www.EATRIS.eu
29EATRIS15/02/2017
1. Matchmaking & services
• Fast Matchmaking: clarify client’s need, identify relevant institutions,
provide list to PI who contacts the institution(s) directly
• Matchmaking: for researchers with funded projects: identify institution(s) for
service delivery – full support of C&S to reach agreement. The institution
delivers. Contract is between client and institution.
2. Improving pipeline productivity
Collaborating across boundaries to design, validate and roll out novel:
• Funding, operational and collaboration models
 e.g. access to early regulatory dialogue
• Tools, technologies and methodologies
 e.g. enabling multi-centre, imaging-enabled clinical trials for mAbs &
ADCs with 89Zr
29 Alain van Gool, Oxford Global Biomarkers Conference, Manchester, 21 Feb 2017 www.EATRIS.eu
30EATRIS15/02/2017
TRANSLATIONAL MEDICINE’17, September 24 – 26, Prague
www.eatris.eu
30 Alain van Gool, Oxford Global Biomarkers Conference, Manchester, 21 Feb 2017 www.EATRIS.eu
Introducing 5 infrastructure communities
(local) (European)
(Netherlands)
31 Alain van Gool, Oxford Global Biomarkers Conference, Manchester, 21 Feb 2017
Ongoing independent biomarker activities
Europe
USA
{Asadullah et al, Nature Reviews Drug Discovery, Dec 2015}
32 Alain van Gool, Oxford Global Biomarkers Conference, Manchester, 21 Feb 2017
NL Biomarker Development Center
Standardisation, harmonisation,
knowledge sharing in:
1. Assay development
2. Clinical validation
www.biomarkerdevelopmentcenter.nl
NL Grant 4.3M Eur (2014)
EU Grant 1M Eur (2016)
33 Alain van Gool, Oxford Global Biomarkers Conference, Manchester, 21 Feb 2017
BDC is part of:
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.
{Nature Reviews Drug Discovery, accepted}34 Alain van Gool, Oxford Global Biomarkers Conference, Manchester, 21 Feb 2017
Introducing 5 infrastructure communities
(local) (European)
(Netherlands)
35 Alain van Gool, Oxford Global Biomarkers Conference, Manchester, 21 Feb 2017
Rich history of PPP in the Netherlands
(Centre for Translational Molecular Medicine) (Top Institute Pharma)
(BioMolecular Materials)
Public-private collaboration on diagnosis, drugs, devices (2006-2015)
36 Alain van Gool, Oxford Global Biomarkers Conference, Manchester, 21 Feb 2017
PARTNERSHIP FOR DATA, TECHNOLOGIES & LEARNING
DUTCH TECHCENTER FOR LIFE SCIENCES
NL platform enabling cross-disciplinary research
>100 EXPERT GROUPS INVOLVED SO FAR
Nijmegen
Amsterdam
Wageningen
Utrecht
Rotterdam
Eindhoven
Maastricht
Groningen
Leiden
Delft
Enschede
Zeist
Hanze University
University Groningen
UMCG
Hubrecht Institute
UMCU
Utrecht University
Wageningen UR
PRI
TU Twente
Radboudumc
Radboud University
Maastricht Univ.
MUMC+
CTMM
TUe
ErasmusMC
Generade
LUMC
Leiden University
Naturalis
TUDelft
AMC
AMOLF
CWI
NLeSC
NKI
SURFSARA
University of Amsterdam
VU University Amsterdam
VUMC
TNO
20
17
44
13 1
15
6
4
5
1
9
Technology & data
hotels
 Access to high-tech
expertise & facilities
 Wetlab & data facilities
 Collections of
biosamples/cohorts
 Public and private labs
 Training & education
High-quality
 experimental design
 measuring
 data stewardship
39 Alain van Gool, Oxford Global Biomarkers Conference, Manchester, 21 Feb 2017
FOCUS ON CRITICAL COMPONENT: THE DATA
{Wilkinson et al, Nature Scientific Data, 2016}
Prof Barend Mons
Leiden University Medical Center
Dutch Techcenter for Life Sciences
Netherlands eScience Center
 Data capture
 Data stewardship (FAIR)
40 Alain van Gool, Oxford Global Biomarkers Conference, Manchester, 21 Feb 2017
DATA STEWARDSHIP: INTEROPERABILITY IS KEY
If data are interoperable Data analytics provide new knowledge
41 Alain van Gool, Oxford Global Biomarkers Conference, Manchester, 21 Feb 2017
ELIXIR-NL Areas
Data interoperability
Data stewardship
e-Infrastructure services
FAIR data training &
education
Cross-RI collaboration
 BBMRI-NL
 EATRIS-NL
 NL-Bioimaging
 e-Infra’s
Industry involvement
ELIXIR links FAIR data
…
Expertise
Resources
(databases)
Compute &
storage
Tools
Standards
Training
NL-NODE IN ELIXIR (‘DATA FOR LIFE’)
Technologies
Data
Learning
42 Alain van Gool, Oxford Global Biomarkers Conference, Manchester, 21 Feb 2017
FAIR EVOLVING RAPIDLY INTO A GLOBAL MOVEMENT
Rapid acceptance and endorsement process
 The conference
 The Website
 Research Data Alliance endorsement
 DTL flagship project
 FORCE11 international partner
 Articles accepted in NATURE
 NIH accepts FAIR compliance in Life Sciences Commons
 DTL Data lead Prof. Barend Mons Chair High Level Expert Group EC
 The Personal Health Train Initiative started
 EC announces European Open Science Cloud with FAIR as leading principle
World 2017
43 Alain van Gool, Oxford Global Biomarkers Conference, Manchester, 21 Feb 2017
ALSO THE G20 HAS RECENTLY ADOPTED FAIR!
“We support appropriate efforts to promote open science and facilitate
appropriate access to publicly funded research results on findable, accessible,
interoperable and reusable (FAIR) principles.” (Statement 12)
http://europa.eu/rapid/press-release_STATEMENT-16-2967_en.htm
44 Alain van Gool, Oxford Global Biomarkers Conference, Manchester, 21 Feb 2017
Further joining forces in Netherlands
To drive personalized medicine & health research
46 Alain van Gool, Oxford Global Biomarkers Conference, Manchester, 21 Feb 2017
See Youtube – Health-RI
47 Alain van Gool, Oxford Global Biomarkers Conference, Manchester, 21 Feb 2017
24-2-2017 48
Acknowledgements
Hans Wessels Jolein Gloerich
Roel Tans Esther Willems
Maurice van Dael Jenneke Keizer
Dirk Lefeber Monique van
Scherpenzeel
Leo Kluijtmans Ron Wevers
Marcel Verbeek Lucien Engelen
Jan Kremer Bas Bloem
Nathalie Bovy 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
49 Alain van Gool, Oxford Global Biomarkers Conference, Manchester, 21 Feb 2017

More Related Content

What's hot

Novel and innovative approaches for measuring influenza VE - Anke Stuurman P95
Novel and innovative approaches for measuring influenza VE - Anke Stuurman P95Novel and innovative approaches for measuring influenza VE - Anke Stuurman P95
Novel and innovative approaches for measuring influenza VE - Anke Stuurman P95DRIVE research
 
2013-10-29 Seminar LKCH, Utrecht
2013-10-29 Seminar LKCH, Utrecht2013-10-29 Seminar LKCH, Utrecht
2013-10-29 Seminar LKCH, UtrechtAlain van Gool
 
SPHN - Swiss sepsis study
SPHN - Swiss sepsis studySPHN - Swiss sepsis study
SPHN - Swiss sepsis studyDayOne
 
Swiss Personalized Health Network
Swiss Personalized Health Network Swiss Personalized Health Network
Swiss Personalized Health Network DayOne
 
Personalized Health Basel
Personalized Health BaselPersonalized Health Basel
Personalized Health BaselDayOne
 
Helseit 2012-klein-plenary on-ehr-cr
Helseit 2012-klein-plenary on-ehr-crHelseit 2012-klein-plenary on-ehr-cr
Helseit 2012-klein-plenary on-ehr-crGunnar Klein
 
Big Medical Data – Challenge or Potential?
Big Medical Data – Challenge or Potential?Big Medical Data – Challenge or Potential?
Big Medical Data – Challenge or Potential?Matthieu Schapranow
 
Knowledge from health registries, cohorts, and biobanks stein emilvollset
Knowledge from health registries, cohorts, and biobanks stein emilvollsetKnowledge from health registries, cohorts, and biobanks stein emilvollset
Knowledge from health registries, cohorts, and biobanks stein emilvollsetEPINOR
 
New ways to better Healthcare Research
New ways to better Healthcare ResearchNew ways to better Healthcare Research
New ways to better Healthcare ResearchDayOne
 
Processing of Big Medical Data in Personalized Medicine: Challenge or Potential
Processing of Big Medical Data in Personalized Medicine: Challenge or PotentialProcessing of Big Medical Data in Personalized Medicine: Challenge or Potential
Processing of Big Medical Data in Personalized Medicine: Challenge or PotentialMatthieu Schapranow
 
Next Generation Digital Trials - Introduction to a changing landscape
Next Generation Digital Trials - Introduction to a changing landscape Next Generation Digital Trials - Introduction to a changing landscape
Next Generation Digital Trials - Introduction to a changing landscape DayOne
 
Public Health Agency of Sweden
Public Health Agency of SwedenPublic Health Agency of Sweden
Public Health Agency of SwedenTHL
 
NCRIS and the health domain
NCRIS and the health domainNCRIS and the health domain
NCRIS and the health domainARDC
 
Screen breast cancer switzerland bmj 2014_Sophie Arie
Screen breast cancer switzerland bmj 2014_Sophie ArieScreen breast cancer switzerland bmj 2014_Sophie Arie
Screen breast cancer switzerland bmj 2014_Sophie ArieMiguel Pizzanelli
 
Expert Panel on Data Challenges in Translational Research
Expert Panel on Data Challenges in Translational ResearchExpert Panel on Data Challenges in Translational Research
Expert Panel on Data Challenges in Translational ResearchEagle Genomics
 
PEI Research Initiative
PEI Research InitiativePEI Research Initiative
PEI Research InitiativeISSDA
 
BioNRW: Big Medical Data: Challenge or Potential
BioNRW: Big Medical Data: Challenge or PotentialBioNRW: Big Medical Data: Challenge or Potential
BioNRW: Big Medical Data: Challenge or PotentialMatthieu Schapranow
 

What's hot (20)

Novel and innovative approaches for measuring influenza VE - Anke Stuurman P95
Novel and innovative approaches for measuring influenza VE - Anke Stuurman P95Novel and innovative approaches for measuring influenza VE - Anke Stuurman P95
Novel and innovative approaches for measuring influenza VE - Anke Stuurman P95
 
2013-10-29 Seminar LKCH, Utrecht
2013-10-29 Seminar LKCH, Utrecht2013-10-29 Seminar LKCH, Utrecht
2013-10-29 Seminar LKCH, Utrecht
 
SPHN - Swiss sepsis study
SPHN - Swiss sepsis studySPHN - Swiss sepsis study
SPHN - Swiss sepsis study
 
Swiss Personalized Health Network
Swiss Personalized Health Network Swiss Personalized Health Network
Swiss Personalized Health Network
 
Personalized Health Basel
Personalized Health BaselPersonalized Health Basel
Personalized Health Basel
 
2003.07.31
2003.07.312003.07.31
2003.07.31
 
Helseit 2012-klein-plenary on-ehr-cr
Helseit 2012-klein-plenary on-ehr-crHelseit 2012-klein-plenary on-ehr-cr
Helseit 2012-klein-plenary on-ehr-cr
 
Big Medical Data – Challenge or Potential?
Big Medical Data – Challenge or Potential?Big Medical Data – Challenge or Potential?
Big Medical Data – Challenge or Potential?
 
Knowledge from health registries, cohorts, and biobanks stein emilvollset
Knowledge from health registries, cohorts, and biobanks stein emilvollsetKnowledge from health registries, cohorts, and biobanks stein emilvollset
Knowledge from health registries, cohorts, and biobanks stein emilvollset
 
New ways to better Healthcare Research
New ways to better Healthcare ResearchNew ways to better Healthcare Research
New ways to better Healthcare Research
 
Processing of Big Medical Data in Personalized Medicine: Challenge or Potential
Processing of Big Medical Data in Personalized Medicine: Challenge or PotentialProcessing of Big Medical Data in Personalized Medicine: Challenge or Potential
Processing of Big Medical Data in Personalized Medicine: Challenge or Potential
 
Embolism
EmbolismEmbolism
Embolism
 
Next Generation Digital Trials - Introduction to a changing landscape
Next Generation Digital Trials - Introduction to a changing landscape Next Generation Digital Trials - Introduction to a changing landscape
Next Generation Digital Trials - Introduction to a changing landscape
 
Public Health Agency of Sweden
Public Health Agency of SwedenPublic Health Agency of Sweden
Public Health Agency of Sweden
 
NCRIS and the health domain
NCRIS and the health domainNCRIS and the health domain
NCRIS and the health domain
 
Screen breast cancer switzerland bmj 2014_Sophie Arie
Screen breast cancer switzerland bmj 2014_Sophie ArieScreen breast cancer switzerland bmj 2014_Sophie Arie
Screen breast cancer switzerland bmj 2014_Sophie Arie
 
Expert Panel on Data Challenges in Translational Research
Expert Panel on Data Challenges in Translational ResearchExpert Panel on Data Challenges in Translational Research
Expert Panel on Data Challenges in Translational Research
 
PEI Research Initiative
PEI Research InitiativePEI Research Initiative
PEI Research Initiative
 
BioNRW: Big Medical Data: Challenge or Potential
BioNRW: Big Medical Data: Challenge or PotentialBioNRW: Big Medical Data: Challenge or Potential
BioNRW: Big Medical Data: Challenge or Potential
 
CV_KathrinCresswellJan2016
CV_KathrinCresswellJan2016CV_KathrinCresswellJan2016
CV_KathrinCresswellJan2016
 

Viewers also liked

2015 09-14 Precision Medicine 2015, London, Alain van Gool
2015 09-14 Precision Medicine 2015, London, Alain van Gool2015 09-14 Precision Medicine 2015, London, Alain van Gool
2015 09-14 Precision Medicine 2015, London, Alain van GoolAlain van Gool
 
2016 09-21 symposium Opening the BBMRI genomics infrastructure in The Netherl...
2016 09-21 symposium Opening the BBMRI genomics infrastructure in The Netherl...2016 09-21 symposium Opening the BBMRI genomics infrastructure in The Netherl...
2016 09-21 symposium Opening the BBMRI genomics infrastructure in The Netherl...Alain van Gool
 
2015 04-13 Pharma Nutrition 2015 Philadelphia Alain van Gool
2015 04-13 Pharma Nutrition 2015 Philadelphia Alain van Gool2015 04-13 Pharma Nutrition 2015 Philadelphia Alain van Gool
2015 04-13 Pharma Nutrition 2015 Philadelphia Alain van GoolAlain van Gool
 
2016-02-18 Innovation for Health 2016 conference, Rotterdam Alain van Gool
2016-02-18 Innovation for Health 2016 conference, Rotterdam Alain van Gool2016-02-18 Innovation for Health 2016 conference, Rotterdam Alain van Gool
2016-02-18 Innovation for Health 2016 conference, Rotterdam Alain van GoolAlain van Gool
 
2014 09-08 Personalized healthcare, a view in the near future
2014 09-08 Personalized healthcare, a view in the near future2014 09-08 Personalized healthcare, a view in the near future
2014 09-08 Personalized healthcare, a view in the near futureAlain van Gool
 
2016 11-17 Oncology by design 2016 course, Amsterdam, Alain van Gool
2016 11-17 Oncology by design 2016 course, Amsterdam, Alain van Gool2016 11-17 Oncology by design 2016 course, Amsterdam, Alain van Gool
2016 11-17 Oncology by design 2016 course, Amsterdam, Alain van GoolAlain van Gool
 
An Amzing Sermon
An Amzing SermonAn Amzing Sermon
An Amzing SermonManoj Jacob
 
History of internet
History of internetHistory of internet
History of internetUsman Sajid
 
bw23-nyfinalpresentation-verizon-130426104853-phpapp02
bw23-nyfinalpresentation-verizon-130426104853-phpapp02bw23-nyfinalpresentation-verizon-130426104853-phpapp02
bw23-nyfinalpresentation-verizon-130426104853-phpapp02Laurie Shook, MBA
 
Android Seminar || history || versions||application developement
Android Seminar || history || versions||application developement Android Seminar || history || versions||application developement
Android Seminar || history || versions||application developement Shubham Pahune
 
Mubasher, M Phil synoses seminar
Mubasher, M Phil synoses seminarMubasher, M Phil synoses seminar
Mubasher, M Phil synoses seminarMubasher Solangi
 
7 Steps to Rocking Your Brand on Social Media
7 Steps to Rocking Your Brand on Social Media7 Steps to Rocking Your Brand on Social Media
7 Steps to Rocking Your Brand on Social MediaKatia Millar
 
Jenis turbin dan nozzle beserta komponennya
Jenis turbin dan nozzle beserta komponennyaJenis turbin dan nozzle beserta komponennya
Jenis turbin dan nozzle beserta komponennyaNur Ilham
 
Big data analysing genomics and the bdg project
Big data   analysing genomics and the bdg projectBig data   analysing genomics and the bdg project
Big data analysing genomics and the bdg projectsree navya
 
Classifications of Triangles by Ricardo C. Lacsa
Classifications of Triangles by Ricardo C. LacsaClassifications of Triangles by Ricardo C. Lacsa
Classifications of Triangles by Ricardo C. LacsaRic Lacsa
 

Viewers also liked (20)

2015 09-14 Precision Medicine 2015, London, Alain van Gool
2015 09-14 Precision Medicine 2015, London, Alain van Gool2015 09-14 Precision Medicine 2015, London, Alain van Gool
2015 09-14 Precision Medicine 2015, London, Alain van Gool
 
2016 09-21 symposium Opening the BBMRI genomics infrastructure in The Netherl...
2016 09-21 symposium Opening the BBMRI genomics infrastructure in The Netherl...2016 09-21 symposium Opening the BBMRI genomics infrastructure in The Netherl...
2016 09-21 symposium Opening the BBMRI genomics infrastructure in The Netherl...
 
2015 04-13 Pharma Nutrition 2015 Philadelphia Alain van Gool
2015 04-13 Pharma Nutrition 2015 Philadelphia Alain van Gool2015 04-13 Pharma Nutrition 2015 Philadelphia Alain van Gool
2015 04-13 Pharma Nutrition 2015 Philadelphia Alain van Gool
 
2016-02-18 Innovation for Health 2016 conference, Rotterdam Alain van Gool
2016-02-18 Innovation for Health 2016 conference, Rotterdam Alain van Gool2016-02-18 Innovation for Health 2016 conference, Rotterdam Alain van Gool
2016-02-18 Innovation for Health 2016 conference, Rotterdam Alain van Gool
 
2014 09-08 Personalized healthcare, a view in the near future
2014 09-08 Personalized healthcare, a view in the near future2014 09-08 Personalized healthcare, a view in the near future
2014 09-08 Personalized healthcare, a view in the near future
 
2016 11-17 Oncology by design 2016 course, Amsterdam, Alain van Gool
2016 11-17 Oncology by design 2016 course, Amsterdam, Alain van Gool2016 11-17 Oncology by design 2016 course, Amsterdam, Alain van Gool
2016 11-17 Oncology by design 2016 course, Amsterdam, Alain van Gool
 
Lectura 1 Los números Irracionales
Lectura 1 Los números Irracionales Lectura 1 Los números Irracionales
Lectura 1 Los números Irracionales
 
Question 7
Question 7Question 7
Question 7
 
Carreras de Caballos
Carreras de CaballosCarreras de Caballos
Carreras de Caballos
 
An Amzing Sermon
An Amzing SermonAn Amzing Sermon
An Amzing Sermon
 
History of internet
History of internetHistory of internet
History of internet
 
bw23-nyfinalpresentation-verizon-130426104853-phpapp02
bw23-nyfinalpresentation-verizon-130426104853-phpapp02bw23-nyfinalpresentation-verizon-130426104853-phpapp02
bw23-nyfinalpresentation-verizon-130426104853-phpapp02
 
Android Seminar || history || versions||application developement
Android Seminar || history || versions||application developement Android Seminar || history || versions||application developement
Android Seminar || history || versions||application developement
 
Mubasher, M Phil synoses seminar
Mubasher, M Phil synoses seminarMubasher, M Phil synoses seminar
Mubasher, M Phil synoses seminar
 
7 Steps to Rocking Your Brand on Social Media
7 Steps to Rocking Your Brand on Social Media7 Steps to Rocking Your Brand on Social Media
7 Steps to Rocking Your Brand on Social Media
 
La emoción y el conocimiento van juntos
La emoción y el conocimiento van juntosLa emoción y el conocimiento van juntos
La emoción y el conocimiento van juntos
 
Jenis turbin dan nozzle beserta komponennya
Jenis turbin dan nozzle beserta komponennyaJenis turbin dan nozzle beserta komponennya
Jenis turbin dan nozzle beserta komponennya
 
Execuçao CBH Rio das Velhas
Execuçao CBH Rio das VelhasExecuçao CBH Rio das Velhas
Execuçao CBH Rio das Velhas
 
Big data analysing genomics and the bdg project
Big data   analysing genomics and the bdg projectBig data   analysing genomics and the bdg project
Big data analysing genomics and the bdg project
 
Classifications of Triangles by Ricardo C. Lacsa
Classifications of Triangles by Ricardo C. LacsaClassifications of Triangles by Ricardo C. Lacsa
Classifications of Triangles by Ricardo C. Lacsa
 

Similar to 2017 02-22 Oxford Global Biomarker Congress, Manchester, Alain van Gool

2017 10-06 Biomarker Development Center conference, Rotterdam, Alain van Gool
2017 10-06 Biomarker Development Center conference, Rotterdam, Alain van Gool2017 10-06 Biomarker Development Center conference, Rotterdam, Alain van Gool
2017 10-06 Biomarker Development Center conference, Rotterdam, Alain van GoolAlain van Gool
 
2022-09-27 Leiden Drug Development Conference, Alain van Gool.pdf
2022-09-27 Leiden Drug Development Conference, Alain van Gool.pdf2022-09-27 Leiden Drug Development Conference, Alain van Gool.pdf
2022-09-27 Leiden Drug Development Conference, Alain van Gool.pdfAlain van Gool
 
2014 02-24 Oxford Global biomarker congress, Manchester
2014 02-24 Oxford Global biomarker congress, Manchester2014 02-24 Oxford Global biomarker congress, Manchester
2014 02-24 Oxford Global biomarker congress, ManchesterAlain van Gool
 
2016 11-01 Biomarker Agora, Copenhagen, Alain van Gool
2016 11-01 Biomarker Agora, Copenhagen, Alain van Gool2016 11-01 Biomarker Agora, Copenhagen, Alain van Gool
2016 11-01 Biomarker Agora, Copenhagen, Alain van GoolAlain van Gool
 
2018 03-01 International Conference on Perspectives in Precision Medicine, Co...
2018 03-01 International Conference on Perspectives in Precision Medicine, Co...2018 03-01 International Conference on Perspectives in Precision Medicine, Co...
2018 03-01 International Conference on Perspectives in Precision Medicine, Co...Alain van Gool
 
2019 02-21 Oxford Global 14th Biomarker Congress, Manchester, Alain van Gool
2019 02-21 Oxford Global 14th Biomarker Congress, Manchester, Alain van Gool2019 02-21 Oxford Global 14th Biomarker Congress, Manchester, Alain van Gool
2019 02-21 Oxford Global 14th Biomarker Congress, Manchester, Alain van GoolAlain van Gool
 
2016 11-15 Lygature partnership meetup, Utrecht, Alain van Gool
2016 11-15 Lygature partnership meetup, Utrecht, Alain van Gool2016 11-15 Lygature partnership meetup, Utrecht, Alain van Gool
2016 11-15 Lygature partnership meetup, Utrecht, Alain van GoolAlain van Gool
 
2016 09-12 Europe Biobanking Week, Vienna, Alain van Gool
2016 09-12 Europe Biobanking Week, Vienna, Alain van Gool2016 09-12 Europe Biobanking Week, Vienna, Alain van Gool
2016 09-12 Europe Biobanking Week, Vienna, Alain van GoolAlain van Gool
 
2017 05-18 Radboudumc Information Management Inspiration Point, Nijmegen, Ala...
2017 05-18 Radboudumc Information Management Inspiration Point, Nijmegen, Ala...2017 05-18 Radboudumc Information Management Inspiration Point, Nijmegen, Ala...
2017 05-18 Radboudumc Information Management Inspiration Point, Nijmegen, Ala...Alain van Gool
 
2019 10-14 2nd Int Congress on Precision Medicine, Munich, Alain van Gool
2019 10-14 2nd Int Congress on Precision Medicine, Munich, Alain van Gool2019 10-14 2nd Int Congress on Precision Medicine, Munich, Alain van Gool
2019 10-14 2nd Int Congress on Precision Medicine, Munich, Alain van GoolAlain van Gool
 
2016 11-11 IHE jaarcongres 2016, Bussum, Alain van Gool
2016 11-11 IHE jaarcongres 2016, Bussum, Alain van Gool2016 11-11 IHE jaarcongres 2016, Bussum, Alain van Gool
2016 11-11 IHE jaarcongres 2016, Bussum, Alain van GoolAlain van Gool
 
How can Open Science and responsible medical research meet the challenge of i...
How can Open Science and responsible medical research meet the challenge of i...How can Open Science and responsible medical research meet the challenge of i...
How can Open Science and responsible medical research meet the challenge of i...RRI Tools
 
2023-11-09 HealthRI Biobanking day_Amsterdam_Alain van Gool.pdf
2023-11-09 HealthRI Biobanking day_Amsterdam_Alain van Gool.pdf2023-11-09 HealthRI Biobanking day_Amsterdam_Alain van Gool.pdf
2023-11-09 HealthRI Biobanking day_Amsterdam_Alain van Gool.pdfAlain van Gool
 
World ADC Frankfurt 2015 - sample brochure
World ADC Frankfurt 2015 - sample brochureWorld ADC Frankfurt 2015 - sample brochure
World ADC Frankfurt 2015 - sample brochureWorld ADC
 
Antimicrobial Stewardship: Media and Literature Update
Antimicrobial Stewardship: Media and Literature UpdateAntimicrobial Stewardship: Media and Literature Update
Antimicrobial Stewardship: Media and Literature UpdatePROANTIBIOTICOS
 
2022-11-23 DTL Future of data-driven life sciences, Utrecht, Alain van Gool.pdf
2022-11-23 DTL Future of data-driven life sciences, Utrecht, Alain van Gool.pdf2022-11-23 DTL Future of data-driven life sciences, Utrecht, Alain van Gool.pdf
2022-11-23 DTL Future of data-driven life sciences, Utrecht, Alain van Gool.pdfAlain van Gool
 
2019 05-14 Benelux Precision Medicine Forum, Utrecht, Alain van Gool
2019 05-14 Benelux Precision Medicine Forum, Utrecht, Alain van Gool2019 05-14 Benelux Precision Medicine Forum, Utrecht, Alain van Gool
2019 05-14 Benelux Precision Medicine Forum, Utrecht, Alain van GoolAlain van Gool
 
2018 09-18 Benelux Metabolomics days, Rotterdam, Alain van Gool
2018 09-18 Benelux Metabolomics days, Rotterdam, Alain van Gool2018 09-18 Benelux Metabolomics days, Rotterdam, Alain van Gool
2018 09-18 Benelux Metabolomics days, Rotterdam, Alain van GoolAlain van Gool
 
2018 06-13 Benelux Precision Medicine Forum, Utrecht, Alain van Gool
2018 06-13 Benelux Precision Medicine Forum, Utrecht, Alain van Gool2018 06-13 Benelux Precision Medicine Forum, Utrecht, Alain van Gool
2018 06-13 Benelux Precision Medicine Forum, Utrecht, Alain van GoolAlain van Gool
 
2023-04-20 EATRIS-Plus Summerschool, Lisbon, Alain van Gool
2023-04-20 EATRIS-Plus Summerschool, Lisbon, Alain van Gool2023-04-20 EATRIS-Plus Summerschool, Lisbon, Alain van Gool
2023-04-20 EATRIS-Plus Summerschool, Lisbon, Alain van GoolAlain van Gool
 

Similar to 2017 02-22 Oxford Global Biomarker Congress, Manchester, Alain van Gool (20)

2017 10-06 Biomarker Development Center conference, Rotterdam, Alain van Gool
2017 10-06 Biomarker Development Center conference, Rotterdam, Alain van Gool2017 10-06 Biomarker Development Center conference, Rotterdam, Alain van Gool
2017 10-06 Biomarker Development Center conference, Rotterdam, Alain van Gool
 
2022-09-27 Leiden Drug Development Conference, Alain van Gool.pdf
2022-09-27 Leiden Drug Development Conference, Alain van Gool.pdf2022-09-27 Leiden Drug Development Conference, Alain van Gool.pdf
2022-09-27 Leiden Drug Development Conference, Alain van Gool.pdf
 
2014 02-24 Oxford Global biomarker congress, Manchester
2014 02-24 Oxford Global biomarker congress, Manchester2014 02-24 Oxford Global biomarker congress, Manchester
2014 02-24 Oxford Global biomarker congress, Manchester
 
2016 11-01 Biomarker Agora, Copenhagen, Alain van Gool
2016 11-01 Biomarker Agora, Copenhagen, Alain van Gool2016 11-01 Biomarker Agora, Copenhagen, Alain van Gool
2016 11-01 Biomarker Agora, Copenhagen, Alain van Gool
 
2018 03-01 International Conference on Perspectives in Precision Medicine, Co...
2018 03-01 International Conference on Perspectives in Precision Medicine, Co...2018 03-01 International Conference on Perspectives in Precision Medicine, Co...
2018 03-01 International Conference on Perspectives in Precision Medicine, Co...
 
2019 02-21 Oxford Global 14th Biomarker Congress, Manchester, Alain van Gool
2019 02-21 Oxford Global 14th Biomarker Congress, Manchester, Alain van Gool2019 02-21 Oxford Global 14th Biomarker Congress, Manchester, Alain van Gool
2019 02-21 Oxford Global 14th Biomarker Congress, Manchester, Alain van Gool
 
2016 11-15 Lygature partnership meetup, Utrecht, Alain van Gool
2016 11-15 Lygature partnership meetup, Utrecht, Alain van Gool2016 11-15 Lygature partnership meetup, Utrecht, Alain van Gool
2016 11-15 Lygature partnership meetup, Utrecht, Alain van Gool
 
2016 09-12 Europe Biobanking Week, Vienna, Alain van Gool
2016 09-12 Europe Biobanking Week, Vienna, Alain van Gool2016 09-12 Europe Biobanking Week, Vienna, Alain van Gool
2016 09-12 Europe Biobanking Week, Vienna, Alain van Gool
 
2017 05-18 Radboudumc Information Management Inspiration Point, Nijmegen, Ala...
2017 05-18 Radboudumc Information Management Inspiration Point, Nijmegen, Ala...2017 05-18 Radboudumc Information Management Inspiration Point, Nijmegen, Ala...
2017 05-18 Radboudumc Information Management Inspiration Point, Nijmegen, Ala...
 
2019 10-14 2nd Int Congress on Precision Medicine, Munich, Alain van Gool
2019 10-14 2nd Int Congress on Precision Medicine, Munich, Alain van Gool2019 10-14 2nd Int Congress on Precision Medicine, Munich, Alain van Gool
2019 10-14 2nd Int Congress on Precision Medicine, Munich, Alain van Gool
 
2016 11-11 IHE jaarcongres 2016, Bussum, Alain van Gool
2016 11-11 IHE jaarcongres 2016, Bussum, Alain van Gool2016 11-11 IHE jaarcongres 2016, Bussum, Alain van Gool
2016 11-11 IHE jaarcongres 2016, Bussum, Alain van Gool
 
How can Open Science and responsible medical research meet the challenge of i...
How can Open Science and responsible medical research meet the challenge of i...How can Open Science and responsible medical research meet the challenge of i...
How can Open Science and responsible medical research meet the challenge of i...
 
2023-11-09 HealthRI Biobanking day_Amsterdam_Alain van Gool.pdf
2023-11-09 HealthRI Biobanking day_Amsterdam_Alain van Gool.pdf2023-11-09 HealthRI Biobanking day_Amsterdam_Alain van Gool.pdf
2023-11-09 HealthRI Biobanking day_Amsterdam_Alain van Gool.pdf
 
World ADC Frankfurt 2015 - sample brochure
World ADC Frankfurt 2015 - sample brochureWorld ADC Frankfurt 2015 - sample brochure
World ADC Frankfurt 2015 - sample brochure
 
Antimicrobial Stewardship: Media and Literature Update
Antimicrobial Stewardship: Media and Literature UpdateAntimicrobial Stewardship: Media and Literature Update
Antimicrobial Stewardship: Media and Literature Update
 
2022-11-23 DTL Future of data-driven life sciences, Utrecht, Alain van Gool.pdf
2022-11-23 DTL Future of data-driven life sciences, Utrecht, Alain van Gool.pdf2022-11-23 DTL Future of data-driven life sciences, Utrecht, Alain van Gool.pdf
2022-11-23 DTL Future of data-driven life sciences, Utrecht, Alain van Gool.pdf
 
2019 05-14 Benelux Precision Medicine Forum, Utrecht, Alain van Gool
2019 05-14 Benelux Precision Medicine Forum, Utrecht, Alain van Gool2019 05-14 Benelux Precision Medicine Forum, Utrecht, Alain van Gool
2019 05-14 Benelux Precision Medicine Forum, Utrecht, Alain van Gool
 
2018 09-18 Benelux Metabolomics days, Rotterdam, Alain van Gool
2018 09-18 Benelux Metabolomics days, Rotterdam, Alain van Gool2018 09-18 Benelux Metabolomics days, Rotterdam, Alain van Gool
2018 09-18 Benelux Metabolomics days, Rotterdam, Alain van Gool
 
2018 06-13 Benelux Precision Medicine Forum, Utrecht, Alain van Gool
2018 06-13 Benelux Precision Medicine Forum, Utrecht, Alain van Gool2018 06-13 Benelux Precision Medicine Forum, Utrecht, Alain van Gool
2018 06-13 Benelux Precision Medicine Forum, Utrecht, Alain van Gool
 
2023-04-20 EATRIS-Plus Summerschool, Lisbon, Alain van Gool
2023-04-20 EATRIS-Plus Summerschool, Lisbon, Alain van Gool2023-04-20 EATRIS-Plus Summerschool, Lisbon, Alain van Gool
2023-04-20 EATRIS-Plus Summerschool, Lisbon, Alain van Gool
 

More from Alain van Gool

2023-11-14 Biomarkers Europe 2023, Berlin, Alain van Gool.pdf
2023-11-14 Biomarkers Europe 2023, Berlin, Alain van Gool.pdf2023-11-14 Biomarkers Europe 2023, Berlin, Alain van Gool.pdf
2023-11-14 Biomarkers Europe 2023, Berlin, Alain van Gool.pdfAlain van Gool
 
2022-10-12 The future of population health_Alain van Gool.pdf
2022-10-12 The future of population health_Alain van Gool.pdf2022-10-12 The future of population health_Alain van Gool.pdf
2022-10-12 The future of population health_Alain van Gool.pdfAlain van Gool
 
2022-09-08 ECPM Digital Biomarkers and AI, Basel, Alain van Gool.pdf
2022-09-08 ECPM Digital Biomarkers and AI, Basel, Alain van Gool.pdf2022-09-08 ECPM Digital Biomarkers and AI, Basel, Alain van Gool.pdf
2022-09-08 ECPM Digital Biomarkers and AI, Basel, Alain van Gool.pdfAlain van Gool
 
2022-04-14 EuroMedLab, Munich, Alain van Gool
2022-04-14 EuroMedLab, Munich, Alain van Gool2022-04-14 EuroMedLab, Munich, Alain van Gool
2022-04-14 EuroMedLab, Munich, Alain van GoolAlain van Gool
 
2022-04-11 Opening X-omics festival 2022, Nijmegen, Alain van Gool
2022-04-11 Opening X-omics festival 2022, Nijmegen, Alain van Gool2022-04-11 Opening X-omics festival 2022, Nijmegen, Alain van Gool
2022-04-11 Opening X-omics festival 2022, Nijmegen, Alain van GoolAlain van Gool
 
2021 03-25 11th World Clinical Biomarkers & Companion Diagnostics, Alain van ...
2021 03-25 11th World Clinical Biomarkers & Companion Diagnostics, Alain van ...2021 03-25 11th World Clinical Biomarkers & Companion Diagnostics, Alain van ...
2021 03-25 11th World Clinical Biomarkers & Companion Diagnostics, Alain van ...Alain van Gool
 
2020 09-07 European Center Pharmaceutical Medicine course Biomarkers, Basel, ...
2020 09-07 European Center Pharmaceutical Medicine course Biomarkers, Basel, ...2020 09-07 European Center Pharmaceutical Medicine course Biomarkers, Basel, ...
2020 09-07 European Center Pharmaceutical Medicine course Biomarkers, Basel, ...Alain van Gool
 
2020 08-28 SensUs Event 2020 keynote, Eindhoven, Alain van Gool
2020 08-28 SensUs Event 2020 keynote, Eindhoven, Alain van Gool2020 08-28 SensUs Event 2020 keynote, Eindhoven, Alain van Gool
2020 08-28 SensUs Event 2020 keynote, Eindhoven, Alain van GoolAlain van Gool
 
2020 02-07 Undiagnosed Diseases Network International, Nijmegen, Alain van Gool
2020 02-07 Undiagnosed Diseases Network International, Nijmegen, Alain van Gool2020 02-07 Undiagnosed Diseases Network International, Nijmegen, Alain van Gool
2020 02-07 Undiagnosed Diseases Network International, Nijmegen, Alain van GoolAlain van Gool
 
2020 02-10 European Center Pharmaceutical Medicine course - biomarkers, Basel...
2020 02-10 European Center Pharmaceutical Medicine course - biomarkers, Basel...2020 02-10 European Center Pharmaceutical Medicine course - biomarkers, Basel...
2020 02-10 European Center Pharmaceutical Medicine course - biomarkers, Basel...Alain van Gool
 
2019 09-23 COST CliniMARK summerschool, Spetses, Alain van Gool
2019 09-23 COST CliniMARK summerschool, Spetses, Alain van Gool2019 09-23 COST CliniMARK summerschool, Spetses, Alain van Gool
2019 09-23 COST CliniMARK summerschool, Spetses, Alain van GoolAlain van Gool
 
2019 09-05 Health Insurers Day Radboudumc, Nijmegen, Alain van Gool
2019 09-05 Health Insurers Day Radboudumc, Nijmegen, Alain van Gool2019 09-05 Health Insurers Day Radboudumc, Nijmegen, Alain van Gool
2019 09-05 Health Insurers Day Radboudumc, Nijmegen, Alain van GoolAlain van Gool
 
2019 06-19 Dutch association for clinical chemistry and laboratory medicine -...
2019 06-19 Dutch association for clinical chemistry and laboratory medicine -...2019 06-19 Dutch association for clinical chemistry and laboratory medicine -...
2019 06-19 Dutch association for clinical chemistry and laboratory medicine -...Alain van Gool
 
2019 03-28 COST CliniMARK 2nd biomarker validation congress, Basel, Alain van...
2019 03-28 COST CliniMARK 2nd biomarker validation congress, Basel, Alain van...2019 03-28 COST CliniMARK 2nd biomarker validation congress, Basel, Alain van...
2019 03-28 COST CliniMARK 2nd biomarker validation congress, Basel, Alain van...Alain van Gool
 
2019 03-14 Health Valley Event 2019, Nijmegen, Alain van Gool
2019 03-14 Health Valley Event 2019, Nijmegen, Alain van Gool2019 03-14 Health Valley Event 2019, Nijmegen, Alain van Gool
2019 03-14 Health Valley Event 2019, Nijmegen, Alain van GoolAlain van Gool
 
2019 01-19 Retina symposium 2019, Amsterdam, Alain van Gool
2019 01-19 Retina symposium 2019, Amsterdam, Alain van Gool2019 01-19 Retina symposium 2019, Amsterdam, Alain van Gool
2019 01-19 Retina symposium 2019, Amsterdam, Alain van GoolAlain van Gool
 
2018 12-04 CHAINS X-omics workshop lecture, Veldhoven, Alain van Gool
2018 12-04 CHAINS X-omics workshop lecture, Veldhoven, Alain van Gool2018 12-04 CHAINS X-omics workshop lecture, Veldhoven, Alain van Gool
2018 12-04 CHAINS X-omics workshop lecture, Veldhoven, Alain van GoolAlain van Gool
 
2018 11-26 KNAW-AcTI symposium Personalized Health, Amsterdam, Alain van Gool
2018 11-26 KNAW-AcTI symposium Personalized Health, Amsterdam, Alain van Gool2018 11-26 KNAW-AcTI symposium Personalized Health, Amsterdam, Alain van Gool
2018 11-26 KNAW-AcTI symposium Personalized Health, Amsterdam, Alain van GoolAlain van Gool
 
2018 11-02 Healthy Brain Cohort progress meeting, Nijmegen, Alain van Gool
2018 11-02 Healthy Brain Cohort progress meeting, Nijmegen, Alain van Gool2018 11-02 Healthy Brain Cohort progress meeting, Nijmegen, Alain van Gool
2018 11-02 Healthy Brain Cohort progress meeting, Nijmegen, Alain van GoolAlain van Gool
 

More from Alain van Gool (19)

2023-11-14 Biomarkers Europe 2023, Berlin, Alain van Gool.pdf
2023-11-14 Biomarkers Europe 2023, Berlin, Alain van Gool.pdf2023-11-14 Biomarkers Europe 2023, Berlin, Alain van Gool.pdf
2023-11-14 Biomarkers Europe 2023, Berlin, Alain van Gool.pdf
 
2022-10-12 The future of population health_Alain van Gool.pdf
2022-10-12 The future of population health_Alain van Gool.pdf2022-10-12 The future of population health_Alain van Gool.pdf
2022-10-12 The future of population health_Alain van Gool.pdf
 
2022-09-08 ECPM Digital Biomarkers and AI, Basel, Alain van Gool.pdf
2022-09-08 ECPM Digital Biomarkers and AI, Basel, Alain van Gool.pdf2022-09-08 ECPM Digital Biomarkers and AI, Basel, Alain van Gool.pdf
2022-09-08 ECPM Digital Biomarkers and AI, Basel, Alain van Gool.pdf
 
2022-04-14 EuroMedLab, Munich, Alain van Gool
2022-04-14 EuroMedLab, Munich, Alain van Gool2022-04-14 EuroMedLab, Munich, Alain van Gool
2022-04-14 EuroMedLab, Munich, Alain van Gool
 
2022-04-11 Opening X-omics festival 2022, Nijmegen, Alain van Gool
2022-04-11 Opening X-omics festival 2022, Nijmegen, Alain van Gool2022-04-11 Opening X-omics festival 2022, Nijmegen, Alain van Gool
2022-04-11 Opening X-omics festival 2022, Nijmegen, Alain van Gool
 
2021 03-25 11th World Clinical Biomarkers & Companion Diagnostics, Alain van ...
2021 03-25 11th World Clinical Biomarkers & Companion Diagnostics, Alain van ...2021 03-25 11th World Clinical Biomarkers & Companion Diagnostics, Alain van ...
2021 03-25 11th World Clinical Biomarkers & Companion Diagnostics, Alain van ...
 
2020 09-07 European Center Pharmaceutical Medicine course Biomarkers, Basel, ...
2020 09-07 European Center Pharmaceutical Medicine course Biomarkers, Basel, ...2020 09-07 European Center Pharmaceutical Medicine course Biomarkers, Basel, ...
2020 09-07 European Center Pharmaceutical Medicine course Biomarkers, Basel, ...
 
2020 08-28 SensUs Event 2020 keynote, Eindhoven, Alain van Gool
2020 08-28 SensUs Event 2020 keynote, Eindhoven, Alain van Gool2020 08-28 SensUs Event 2020 keynote, Eindhoven, Alain van Gool
2020 08-28 SensUs Event 2020 keynote, Eindhoven, Alain van Gool
 
2020 02-07 Undiagnosed Diseases Network International, Nijmegen, Alain van Gool
2020 02-07 Undiagnosed Diseases Network International, Nijmegen, Alain van Gool2020 02-07 Undiagnosed Diseases Network International, Nijmegen, Alain van Gool
2020 02-07 Undiagnosed Diseases Network International, Nijmegen, Alain van Gool
 
2020 02-10 European Center Pharmaceutical Medicine course - biomarkers, Basel...
2020 02-10 European Center Pharmaceutical Medicine course - biomarkers, Basel...2020 02-10 European Center Pharmaceutical Medicine course - biomarkers, Basel...
2020 02-10 European Center Pharmaceutical Medicine course - biomarkers, Basel...
 
2019 09-23 COST CliniMARK summerschool, Spetses, Alain van Gool
2019 09-23 COST CliniMARK summerschool, Spetses, Alain van Gool2019 09-23 COST CliniMARK summerschool, Spetses, Alain van Gool
2019 09-23 COST CliniMARK summerschool, Spetses, Alain van Gool
 
2019 09-05 Health Insurers Day Radboudumc, Nijmegen, Alain van Gool
2019 09-05 Health Insurers Day Radboudumc, Nijmegen, Alain van Gool2019 09-05 Health Insurers Day Radboudumc, Nijmegen, Alain van Gool
2019 09-05 Health Insurers Day Radboudumc, Nijmegen, Alain van Gool
 
2019 06-19 Dutch association for clinical chemistry and laboratory medicine -...
2019 06-19 Dutch association for clinical chemistry and laboratory medicine -...2019 06-19 Dutch association for clinical chemistry and laboratory medicine -...
2019 06-19 Dutch association for clinical chemistry and laboratory medicine -...
 
2019 03-28 COST CliniMARK 2nd biomarker validation congress, Basel, Alain van...
2019 03-28 COST CliniMARK 2nd biomarker validation congress, Basel, Alain van...2019 03-28 COST CliniMARK 2nd biomarker validation congress, Basel, Alain van...
2019 03-28 COST CliniMARK 2nd biomarker validation congress, Basel, Alain van...
 
2019 03-14 Health Valley Event 2019, Nijmegen, Alain van Gool
2019 03-14 Health Valley Event 2019, Nijmegen, Alain van Gool2019 03-14 Health Valley Event 2019, Nijmegen, Alain van Gool
2019 03-14 Health Valley Event 2019, Nijmegen, Alain van Gool
 
2019 01-19 Retina symposium 2019, Amsterdam, Alain van Gool
2019 01-19 Retina symposium 2019, Amsterdam, Alain van Gool2019 01-19 Retina symposium 2019, Amsterdam, Alain van Gool
2019 01-19 Retina symposium 2019, Amsterdam, Alain van Gool
 
2018 12-04 CHAINS X-omics workshop lecture, Veldhoven, Alain van Gool
2018 12-04 CHAINS X-omics workshop lecture, Veldhoven, Alain van Gool2018 12-04 CHAINS X-omics workshop lecture, Veldhoven, Alain van Gool
2018 12-04 CHAINS X-omics workshop lecture, Veldhoven, Alain van Gool
 
2018 11-26 KNAW-AcTI symposium Personalized Health, Amsterdam, Alain van Gool
2018 11-26 KNAW-AcTI symposium Personalized Health, Amsterdam, Alain van Gool2018 11-26 KNAW-AcTI symposium Personalized Health, Amsterdam, Alain van Gool
2018 11-26 KNAW-AcTI symposium Personalized Health, Amsterdam, Alain van Gool
 
2018 11-02 Healthy Brain Cohort progress meeting, Nijmegen, Alain van Gool
2018 11-02 Healthy Brain Cohort progress meeting, Nijmegen, Alain van Gool2018 11-02 Healthy Brain Cohort progress meeting, Nijmegen, Alain van Gool
2018 11-02 Healthy Brain Cohort progress meeting, Nijmegen, Alain van Gool
 

Recently uploaded

Call Girls Coimbatore Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Coimbatore Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Coimbatore Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Coimbatore Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
(👑VVIP ISHAAN ) Russian Call Girls Service Navi Mumbai🖕9920874524🖕Independent...
(👑VVIP ISHAAN ) Russian Call Girls Service Navi Mumbai🖕9920874524🖕Independent...(👑VVIP ISHAAN ) Russian Call Girls Service Navi Mumbai🖕9920874524🖕Independent...
(👑VVIP ISHAAN ) Russian Call Girls Service Navi Mumbai🖕9920874524🖕Independent...Taniya Sharma
 
Call Girls Jabalpur Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Jabalpur Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Jabalpur Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Jabalpur Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
Lucknow Call girls - 8800925952 - 24x7 service with hotel room
Lucknow Call girls - 8800925952 - 24x7 service with hotel roomLucknow Call girls - 8800925952 - 24x7 service with hotel room
Lucknow Call girls - 8800925952 - 24x7 service with hotel roomdiscovermytutordmt
 
Call Girls Bareilly Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Bareilly Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Bareilly Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Bareilly Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
Call Girls Kochi Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Kochi Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Kochi Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Kochi Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
The Most Attractive Hyderabad Call Girls Kothapet 𖠋 6297143586 𖠋 Will You Mis...
The Most Attractive Hyderabad Call Girls Kothapet 𖠋 6297143586 𖠋 Will You Mis...The Most Attractive Hyderabad Call Girls Kothapet 𖠋 6297143586 𖠋 Will You Mis...
The Most Attractive Hyderabad Call Girls Kothapet 𖠋 6297143586 𖠋 Will You Mis...chandars293
 
Call Girls Ooty Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Ooty Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Ooty Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Ooty Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
Top Rated Bangalore Call Girls Mg Road ⟟ 9332606886 ⟟ Call Me For Genuine S...
Top Rated Bangalore Call Girls Mg Road ⟟   9332606886 ⟟ Call Me For Genuine S...Top Rated Bangalore Call Girls Mg Road ⟟   9332606886 ⟟ Call Me For Genuine S...
Top Rated Bangalore Call Girls Mg Road ⟟ 9332606886 ⟟ Call Me For Genuine S...narwatsonia7
 
Top Rated Bangalore Call Girls Ramamurthy Nagar ⟟ 9332606886 ⟟ Call Me For G...
Top Rated Bangalore Call Girls Ramamurthy Nagar ⟟  9332606886 ⟟ Call Me For G...Top Rated Bangalore Call Girls Ramamurthy Nagar ⟟  9332606886 ⟟ Call Me For G...
Top Rated Bangalore Call Girls Ramamurthy Nagar ⟟ 9332606886 ⟟ Call Me For G...narwatsonia7
 
Call Girls Cuttack Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Cuttack Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Cuttack Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Cuttack Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
(Rocky) Jaipur Call Girl - 09521753030 Escorts Service 50% Off with Cash ON D...
(Rocky) Jaipur Call Girl - 09521753030 Escorts Service 50% Off with Cash ON D...(Rocky) Jaipur Call Girl - 09521753030 Escorts Service 50% Off with Cash ON D...
(Rocky) Jaipur Call Girl - 09521753030 Escorts Service 50% Off with Cash ON D...indiancallgirl4rent
 
Manyata Tech Park ( Call Girls ) Bangalore ✔ 6297143586 ✔ Hot Model With Sexy...
Manyata Tech Park ( Call Girls ) Bangalore ✔ 6297143586 ✔ Hot Model With Sexy...Manyata Tech Park ( Call Girls ) Bangalore ✔ 6297143586 ✔ Hot Model With Sexy...
Manyata Tech Park ( Call Girls ) Bangalore ✔ 6297143586 ✔ Hot Model With Sexy...vidya singh
 
Premium Bangalore Call Girls Jigani Dail 6378878445 Escort Service For Hot Ma...
Premium Bangalore Call Girls Jigani Dail 6378878445 Escort Service For Hot Ma...Premium Bangalore Call Girls Jigani Dail 6378878445 Escort Service For Hot Ma...
Premium Bangalore Call Girls Jigani Dail 6378878445 Escort Service For Hot Ma...tanya dube
 
Call Girls Bhubaneswar Just Call 9907093804 Top Class Call Girl Service Avail...
Call Girls Bhubaneswar Just Call 9907093804 Top Class Call Girl Service Avail...Call Girls Bhubaneswar Just Call 9907093804 Top Class Call Girl Service Avail...
Call Girls Bhubaneswar Just Call 9907093804 Top Class Call Girl Service Avail...Dipal Arora
 
Night 7k to 12k Navi Mumbai Call Girl Photo 👉 BOOK NOW 9833363713 👈 ♀️ night ...
Night 7k to 12k Navi Mumbai Call Girl Photo 👉 BOOK NOW 9833363713 👈 ♀️ night ...Night 7k to 12k Navi Mumbai Call Girl Photo 👉 BOOK NOW 9833363713 👈 ♀️ night ...
Night 7k to 12k Navi Mumbai Call Girl Photo 👉 BOOK NOW 9833363713 👈 ♀️ night ...aartirawatdelhi
 
College Call Girls in Haridwar 9667172968 Short 4000 Night 10000 Best call gi...
College Call Girls in Haridwar 9667172968 Short 4000 Night 10000 Best call gi...College Call Girls in Haridwar 9667172968 Short 4000 Night 10000 Best call gi...
College Call Girls in Haridwar 9667172968 Short 4000 Night 10000 Best call gi...perfect solution
 
Call Girls Dehradun Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Dehradun Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Dehradun Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Dehradun Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
Call Girls Haridwar Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Haridwar Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Haridwar Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Haridwar Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
Call Girls Varanasi Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Varanasi Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Varanasi Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Varanasi Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 

Recently uploaded (20)

Call Girls Coimbatore Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Coimbatore Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Coimbatore Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Coimbatore Just Call 9907093804 Top Class Call Girl Service Available
 
(👑VVIP ISHAAN ) Russian Call Girls Service Navi Mumbai🖕9920874524🖕Independent...
(👑VVIP ISHAAN ) Russian Call Girls Service Navi Mumbai🖕9920874524🖕Independent...(👑VVIP ISHAAN ) Russian Call Girls Service Navi Mumbai🖕9920874524🖕Independent...
(👑VVIP ISHAAN ) Russian Call Girls Service Navi Mumbai🖕9920874524🖕Independent...
 
Call Girls Jabalpur Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Jabalpur Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Jabalpur Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Jabalpur Just Call 9907093804 Top Class Call Girl Service Available
 
Lucknow Call girls - 8800925952 - 24x7 service with hotel room
Lucknow Call girls - 8800925952 - 24x7 service with hotel roomLucknow Call girls - 8800925952 - 24x7 service with hotel room
Lucknow Call girls - 8800925952 - 24x7 service with hotel room
 
Call Girls Bareilly Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Bareilly Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Bareilly Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Bareilly Just Call 9907093804 Top Class Call Girl Service Available
 
Call Girls Kochi Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Kochi Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Kochi Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Kochi Just Call 9907093804 Top Class Call Girl Service Available
 
The Most Attractive Hyderabad Call Girls Kothapet 𖠋 6297143586 𖠋 Will You Mis...
The Most Attractive Hyderabad Call Girls Kothapet 𖠋 6297143586 𖠋 Will You Mis...The Most Attractive Hyderabad Call Girls Kothapet 𖠋 6297143586 𖠋 Will You Mis...
The Most Attractive Hyderabad Call Girls Kothapet 𖠋 6297143586 𖠋 Will You Mis...
 
Call Girls Ooty Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Ooty Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Ooty Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Ooty Just Call 9907093804 Top Class Call Girl Service Available
 
Top Rated Bangalore Call Girls Mg Road ⟟ 9332606886 ⟟ Call Me For Genuine S...
Top Rated Bangalore Call Girls Mg Road ⟟   9332606886 ⟟ Call Me For Genuine S...Top Rated Bangalore Call Girls Mg Road ⟟   9332606886 ⟟ Call Me For Genuine S...
Top Rated Bangalore Call Girls Mg Road ⟟ 9332606886 ⟟ Call Me For Genuine S...
 
Top Rated Bangalore Call Girls Ramamurthy Nagar ⟟ 9332606886 ⟟ Call Me For G...
Top Rated Bangalore Call Girls Ramamurthy Nagar ⟟  9332606886 ⟟ Call Me For G...Top Rated Bangalore Call Girls Ramamurthy Nagar ⟟  9332606886 ⟟ Call Me For G...
Top Rated Bangalore Call Girls Ramamurthy Nagar ⟟ 9332606886 ⟟ Call Me For G...
 
Call Girls Cuttack Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Cuttack Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Cuttack Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Cuttack Just Call 9907093804 Top Class Call Girl Service Available
 
(Rocky) Jaipur Call Girl - 09521753030 Escorts Service 50% Off with Cash ON D...
(Rocky) Jaipur Call Girl - 09521753030 Escorts Service 50% Off with Cash ON D...(Rocky) Jaipur Call Girl - 09521753030 Escorts Service 50% Off with Cash ON D...
(Rocky) Jaipur Call Girl - 09521753030 Escorts Service 50% Off with Cash ON D...
 
Manyata Tech Park ( Call Girls ) Bangalore ✔ 6297143586 ✔ Hot Model With Sexy...
Manyata Tech Park ( Call Girls ) Bangalore ✔ 6297143586 ✔ Hot Model With Sexy...Manyata Tech Park ( Call Girls ) Bangalore ✔ 6297143586 ✔ Hot Model With Sexy...
Manyata Tech Park ( Call Girls ) Bangalore ✔ 6297143586 ✔ Hot Model With Sexy...
 
Premium Bangalore Call Girls Jigani Dail 6378878445 Escort Service For Hot Ma...
Premium Bangalore Call Girls Jigani Dail 6378878445 Escort Service For Hot Ma...Premium Bangalore Call Girls Jigani Dail 6378878445 Escort Service For Hot Ma...
Premium Bangalore Call Girls Jigani Dail 6378878445 Escort Service For Hot Ma...
 
Call Girls Bhubaneswar Just Call 9907093804 Top Class Call Girl Service Avail...
Call Girls Bhubaneswar Just Call 9907093804 Top Class Call Girl Service Avail...Call Girls Bhubaneswar Just Call 9907093804 Top Class Call Girl Service Avail...
Call Girls Bhubaneswar Just Call 9907093804 Top Class Call Girl Service Avail...
 
Night 7k to 12k Navi Mumbai Call Girl Photo 👉 BOOK NOW 9833363713 👈 ♀️ night ...
Night 7k to 12k Navi Mumbai Call Girl Photo 👉 BOOK NOW 9833363713 👈 ♀️ night ...Night 7k to 12k Navi Mumbai Call Girl Photo 👉 BOOK NOW 9833363713 👈 ♀️ night ...
Night 7k to 12k Navi Mumbai Call Girl Photo 👉 BOOK NOW 9833363713 👈 ♀️ night ...
 
College Call Girls in Haridwar 9667172968 Short 4000 Night 10000 Best call gi...
College Call Girls in Haridwar 9667172968 Short 4000 Night 10000 Best call gi...College Call Girls in Haridwar 9667172968 Short 4000 Night 10000 Best call gi...
College Call Girls in Haridwar 9667172968 Short 4000 Night 10000 Best call gi...
 
Call Girls Dehradun Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Dehradun Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Dehradun Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Dehradun Just Call 9907093804 Top Class Call Girl Service Available
 
Call Girls Haridwar Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Haridwar Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Haridwar Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Haridwar Just Call 9907093804 Top Class Call Girl Service Available
 
Call Girls Varanasi Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Varanasi Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Varanasi Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Varanasi Just Call 9907093804 Top Class Call Girl Service Available
 

2017 02-22 Oxford Global Biomarker Congress, Manchester, Alain van Gool

  • 1. Infrastructures for personalized medicine and health research Prof Alain van Gool
  • 2. 2 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 Chair EATRIS Biomarker Platform Professor of Personalized Healthcare Head Radboud Center for Proteomics, Glycomics & Metabolomics Coordinator Radboud Technology Centers Alain van Gool, Oxford Global Biomarkers Conference, Manchester, 21 Feb 2017
  • 3. 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 3 Alain van Gool, Oxford Global Biomarkers Conference, Manchester, 21 Feb 2017
  • 4. 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] 4 Alain van Gool, Oxford Global Biomarkers Conference, Manchester, 21 Feb 2017
  • 5. 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 !? 5 Alain van Gool, Oxford Global Biomarkers Conference, Manchester, 21 Feb 2017
  • 6. Serum N-glycopeptide profiling as biomarker discovery Comprehensive QC analytics
  • 7. New diagnostic glycoprotein biomarker • Glycoprofile of intact transferrin protein (80 kDa) • Identified through combination glycoproteomics and exome sequencing • Is linked to specific glycosylation disorders (rare metabolic diseases) • Implemented now in clinical care as diagnostic mass spec test 7 Alain van Gool, Oxford Global Biomarkers Conference, Manchester, 21 Feb 2017
  • 8. 8 New data ! (generators, owners) 8 Alain van Gool, Oxford Global Biomarkers Conference, Manchester, 21 Feb 2017
  • 9. 9 Alain van Gool, Oxford Global Biomarkers Conference, Manchester, 21 Feb 2017
  • 10.
  • 11. Exciting next steps: translate laboratory to society • Point-of-care analysis of few biomarkers • 1.000.000 signals per proteomics analysis 11 Alain van Gool, Oxford Global Biomarkers Conference, Manchester, 21 Feb 2017
  • 12. implementation innovation research 12 Alain van Gool, Oxford Global Biomarkers Conference, Manchester, 21 Feb 2017
  • 13. Irreproducibility of data {Freedman et al, PLOS Biology, 2015} {2012} {2011} {2013} {2008}{2012} 13 Alain van Gool, Oxford Global Biomarkers Conference, Manchester, 21 Feb 2017
  • 14. Categories of errors leading to irreproducibility {Freedman et al, PLOS Biology, 2015} 14 Alain van Gool, Oxford Global Biomarkers Conference, Manchester, 21 Feb 2017
  • 15. 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 15 Alain van Gool, Oxford Global Biomarkers Conference, Manchester, 21 Feb 2017
  • 16. 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 Nov 2016: 14,481 biomarkers Discovery Clinical validation/confirmation Diagnostic test Number of biomarkers Gap 1 Gap 2 16 Alain van Gool, Oxford Global Biomarkers Conference, Manchester, 21 Feb 2017
  • 17. Choice for biomarker scientists: discover or confirm? 17 Alain van Gool, Oxford Global Biomarkers Conference, Manchester, 21 Feb 2017
  • 18. Biomarkers for personalized medicine and health time for quality, not quantity 18 Alain van Gool, Oxford Global Biomarkers Conference, Manchester, 21 Feb 2017
  • 19. Way forward Quote Freedman paper: {Freedman et al, PLOS Biology, 2015} 19 Alain van Gool, Oxford Global Biomarkers Conference, Manchester, 21 Feb 2017
  • 20. Introducing 5 infrastructure communities (local) (European) (Netherlands) 20 Alain van Gool, Oxford Global Biomarkers Conference, Manchester, 21 Feb 2017
  • 22. About 280 dedicated people working in 19 Technology Centers, ~1800 users (internal, external), ~150 consortia www.radboudumc.nl/research/technologycenters/22 • 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 • Cyclotron • Radio-isotopes • Malaria parasites • Management • Analysis • Sharing • Cloud computing • DNA • RNA • Internal • External • Early 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 diagnostic s • iPSC • Organoids • 3D imaging • 3D printing • Virtual reality
  • 23. Link to European infrastructures 23 Alain van Gool, Oxford Global Biomarkers Conference, Manchester, 21 Feb 2017
  • 24. 24EATRIS15/02/2017 Filling the gaps (1) GAP 1 Public increasingly funding early development, funding gap remains Public Funding Private Funding Moves away from early development Fundamental discovery Early Translational F.I.M Phase 1 Phase 2 Phase 3 GAP 1 24 Alain van Gool, Oxford Global Biomarkers Conference, Manchester, 21 Feb 2017 www.EATRIS.eu
  • 25. 25EATRIS15/02/2017 Filling the gaps (2) GAP 2 Outputs of publicly funded projects misaligned with privately financed requirements for further development Public Funding Technology push, publications Private Funding Product and patient focus, market pull Fundamental discovery Early Translational F.I.M Phase 1 Phase 2 Phase 3 GAP 2 25 Alain van Gool, Oxford Global Biomarkers Conference, Manchester, 21 Feb 2017 www.EATRIS.eu
  • 26. 26EATRIS15/02/2017 Participating countries : CZ, ES, FI, FR, IT, NO, EE, NL, LU, SI, SE (Host) Observer: LV 88 Academic & non-profit research institutions of excellence in translational medicine EATRIS map 26 Alain van Gool, Oxford Global Biomarkers Conference, Manchester, 21 Feb 2017 www.EATRIS.eu
  • 27. 27EATRIS15/02/2017 Client projects Infrastructure Funding Expertise GMP manufacturing Licenses Imaging facilities Biobanks Clinical trial units Patient groups Academia Research /charities SME/biotech Pharma Clinicians Latest technologies Project management Regulatory Partnering Nat’l governments Regional dev. Funds H2020 Venture capital Pharma partnering Landscape 5 Technology Platforms 27 Alain van Gool, Oxford Global Biomarkers Conference, Manchester, 21 Feb 2017 www.EATRIS.eu
  • 28. 28EATRIS15/02/2017 • Chair: Alain, van Gool, Radboudumc/TNO, the Netherlands • Operational manager: Florence Bietrix • 46 European advanced biomarker development centres • State-of-the-art technologies and expertise • Biobanks • Assay development and validation • Multi-centre clinical trials Biomarkers platform 28 Alain van Gool, Oxford Global Biomarkers Conference, Manchester, 21 Feb 2017 www.EATRIS.eu
  • 29. 29EATRIS15/02/2017 1. Matchmaking & services • Fast Matchmaking: clarify client’s need, identify relevant institutions, provide list to PI who contacts the institution(s) directly • Matchmaking: for researchers with funded projects: identify institution(s) for service delivery – full support of C&S to reach agreement. The institution delivers. Contract is between client and institution. 2. Improving pipeline productivity Collaborating across boundaries to design, validate and roll out novel: • Funding, operational and collaboration models  e.g. access to early regulatory dialogue • Tools, technologies and methodologies  e.g. enabling multi-centre, imaging-enabled clinical trials for mAbs & ADCs with 89Zr 29 Alain van Gool, Oxford Global Biomarkers Conference, Manchester, 21 Feb 2017 www.EATRIS.eu
  • 30. 30EATRIS15/02/2017 TRANSLATIONAL MEDICINE’17, September 24 – 26, Prague www.eatris.eu 30 Alain van Gool, Oxford Global Biomarkers Conference, Manchester, 21 Feb 2017 www.EATRIS.eu
  • 31. Introducing 5 infrastructure communities (local) (European) (Netherlands) 31 Alain van Gool, Oxford Global Biomarkers Conference, Manchester, 21 Feb 2017
  • 32. Ongoing independent biomarker activities Europe USA {Asadullah et al, Nature Reviews Drug Discovery, Dec 2015} 32 Alain van Gool, Oxford Global Biomarkers Conference, Manchester, 21 Feb 2017
  • 33. NL Biomarker Development Center Standardisation, harmonisation, knowledge sharing in: 1. Assay development 2. Clinical validation www.biomarkerdevelopmentcenter.nl NL Grant 4.3M Eur (2014) EU Grant 1M Eur (2016) 33 Alain van Gool, Oxford Global Biomarkers Conference, Manchester, 21 Feb 2017 BDC is part of:
  • 34. 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. {Nature Reviews Drug Discovery, accepted}34 Alain van Gool, Oxford Global Biomarkers Conference, Manchester, 21 Feb 2017
  • 35. Introducing 5 infrastructure communities (local) (European) (Netherlands) 35 Alain van Gool, Oxford Global Biomarkers Conference, Manchester, 21 Feb 2017
  • 36. Rich history of PPP in the Netherlands (Centre for Translational Molecular Medicine) (Top Institute Pharma) (BioMolecular Materials) Public-private collaboration on diagnosis, drugs, devices (2006-2015) 36 Alain van Gool, Oxford Global Biomarkers Conference, Manchester, 21 Feb 2017
  • 37. PARTNERSHIP FOR DATA, TECHNOLOGIES & LEARNING
  • 38. DUTCH TECHCENTER FOR LIFE SCIENCES NL platform enabling cross-disciplinary research
  • 39. >100 EXPERT GROUPS INVOLVED SO FAR Nijmegen Amsterdam Wageningen Utrecht Rotterdam Eindhoven Maastricht Groningen Leiden Delft Enschede Zeist Hanze University University Groningen UMCG Hubrecht Institute UMCU Utrecht University Wageningen UR PRI TU Twente Radboudumc Radboud University Maastricht Univ. MUMC+ CTMM TUe ErasmusMC Generade LUMC Leiden University Naturalis TUDelft AMC AMOLF CWI NLeSC NKI SURFSARA University of Amsterdam VU University Amsterdam VUMC TNO 20 17 44 13 1 15 6 4 5 1 9 Technology & data hotels  Access to high-tech expertise & facilities  Wetlab & data facilities  Collections of biosamples/cohorts  Public and private labs  Training & education High-quality  experimental design  measuring  data stewardship 39 Alain van Gool, Oxford Global Biomarkers Conference, Manchester, 21 Feb 2017
  • 40. FOCUS ON CRITICAL COMPONENT: THE DATA {Wilkinson et al, Nature Scientific Data, 2016} Prof Barend Mons Leiden University Medical Center Dutch Techcenter for Life Sciences Netherlands eScience Center  Data capture  Data stewardship (FAIR) 40 Alain van Gool, Oxford Global Biomarkers Conference, Manchester, 21 Feb 2017
  • 41. DATA STEWARDSHIP: INTEROPERABILITY IS KEY If data are interoperable Data analytics provide new knowledge 41 Alain van Gool, Oxford Global Biomarkers Conference, Manchester, 21 Feb 2017
  • 42. ELIXIR-NL Areas Data interoperability Data stewardship e-Infrastructure services FAIR data training & education Cross-RI collaboration  BBMRI-NL  EATRIS-NL  NL-Bioimaging  e-Infra’s Industry involvement ELIXIR links FAIR data … Expertise Resources (databases) Compute & storage Tools Standards Training NL-NODE IN ELIXIR (‘DATA FOR LIFE’) Technologies Data Learning 42 Alain van Gool, Oxford Global Biomarkers Conference, Manchester, 21 Feb 2017
  • 43. FAIR EVOLVING RAPIDLY INTO A GLOBAL MOVEMENT Rapid acceptance and endorsement process  The conference  The Website  Research Data Alliance endorsement  DTL flagship project  FORCE11 international partner  Articles accepted in NATURE  NIH accepts FAIR compliance in Life Sciences Commons  DTL Data lead Prof. Barend Mons Chair High Level Expert Group EC  The Personal Health Train Initiative started  EC announces European Open Science Cloud with FAIR as leading principle World 2017 43 Alain van Gool, Oxford Global Biomarkers Conference, Manchester, 21 Feb 2017
  • 44. ALSO THE G20 HAS RECENTLY ADOPTED FAIR! “We support appropriate efforts to promote open science and facilitate appropriate access to publicly funded research results on findable, accessible, interoperable and reusable (FAIR) principles.” (Statement 12) http://europa.eu/rapid/press-release_STATEMENT-16-2967_en.htm 44 Alain van Gool, Oxford Global Biomarkers Conference, Manchester, 21 Feb 2017
  • 45.
  • 46. Further joining forces in Netherlands To drive personalized medicine & health research 46 Alain van Gool, Oxford Global Biomarkers Conference, Manchester, 21 Feb 2017
  • 47. See Youtube – Health-RI 47 Alain van Gool, Oxford Global Biomarkers Conference, Manchester, 21 Feb 2017
  • 49. Acknowledgements Hans Wessels Jolein Gloerich Roel Tans Esther Willems Maurice van Dael Jenneke Keizer Dirk Lefeber Monique van Scherpenzeel Leo Kluijtmans Ron Wevers Marcel Verbeek Lucien Engelen Jan Kremer Bas Bloem Nathalie Bovy 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 49 Alain van Gool, Oxford Global Biomarkers Conference, Manchester, 21 Feb 2017