SlideShare a Scribd company logo
1 of 22
Download to read offline
Biomarker assessment and 
clinical utility 
Case study 2 
EATRIS Biomarker Platform Meeting 
Amsterdam 
27 November 2014 
Professor in Personalized Healthcare 
Head Radboud Center for Proteomics, Glycomics 
and Metabolomics 
Coordinator Radboud Technology Centers 
Head Biomarkers in Personalized Healthcare 
Prof Alain van Gool
2 
Based on data and slides from projects @Organon, Schering- Plough, MSD 
2006-2010 
Prof. Alain van Gool 
Validation of IL-8 as efficacy biomarker for BRAF inhibitors
3 
Case study: Development RAF inhibitors for melanoma 
{Miller and Mihm, 
2006}
4 
Mechanism of pathophysiology in BRAF mutated tumors 
V600E 
Kinase domain 
{Roberts and Der, 2007} 
B-RAFV600E mutation: constitutively active kinase, oncogenic addiction 
Overactivate ERK pathway drives cell proliferation 
RAF inhibitors shown to block growth of tumors with B-RAFV600E mutation 
Prevalence of B-RAFV600E 
–Melanoma (60%), colon (15%), ovarian (30%), thyroid (30%) cancer
5 
Analysis ERK pathway activity 
A375 treated with MEKi #1 
A375 treated with RAFi #1 
RSK 
p-MEK 
p-ERK 
p-RSK 
-10 
-8 
-6 
0 
50 
100 
150 
DMSO 
Log [SCH 772984, M] 
% of ERK phosphorylation 
-10 
-8 
-6 
0 
50 
100 
150 
DMSO 
Log [SCH 772984, M] 
% of MEK phosphorylation 
-10 
-8 
-6 
0 
50 
100 
150 
DMSO 
Log [SCH 772984, M] 
% of RSK phosphorylation 
Log [ 
, M] 
Log [ 
MEKi #1 
, M] 
MEKi #1 
IC50 = 35.70 nM 
IC50 = 14.26 nM 
No inhibition 
Concentration MEKi #1 
Concentration RAFi #1 
Immunoassays to monitor phosphorylation biomarkers in ERK pathway 
(ELISA, western blotting, mass spectrometry, reverse phase protein arrays)
6 
Discovery of improved biomarkers for RAF inhibitors 
Aim: identify soluble protein biomarker in blood that reflects inhibition of ERK pathway in tumor with B-RAFV600D/E mutation 
(More practical than p-ERK protein analysis in tumor biopsy) 
(Also application in personalized medicine?) 
Pharmacogenomics approach: 
–A375 melanoma cells 
–Homozygote BRAFV600E mutation 
–Robust model system for method development 
–Investigate effect of 7 inhibitors 
•4x RAFi 
•2x MEKi 
•1x ERKi 
on gene expression, proliferation, apoptosis, etc
7 
Pharmacogenomics in A375 melanoma cells 
• Efficient approach 
• Highly reproducible data with 
robust gene modulation 
• Identify compound-specific and 
common differential transcripts 
• Select candidate biomarkers 
RAFi #4 
MEKi #1 
MEKi #2 
RAFi #3 
RAFi #1 
RAFi #2 
ERKi #1 
RAFi #1 
RAFi #2 
RAFi #3 
RAFi #4 
MEKi #1 
MEKi #2 
ERKi #1 
RAFi #1 
RAFi #2 
RAFi #4 
Data for RAFi #4 
4x RAFi 
2x MEKi 
1x ERKi
8 
•~200 genes with >10 fold change. 
•Overlap and differences between compound-regulated genes 
•Methods applied to select new candidate biomarkers for validation, e.g. as secreted proteins in plasma 
•Selection of ERK pathway responsive transcripts, e.g. IL-8 
Selection biomarkers from pharmacogenomics A375 cells 
RAFi #4 
RAFi #1 
RAFi #2 
ERKi #1 
RAFi #3 
MEKi #1 
MEKi #2 
DMSO
9 
Literature 
►It is reported in publications that basal levels of serum IL8 are significantly higher in melanoma samples compared to healthy normal controls 
►IL8 plays a strong role in melanoma progression and metastasis.
10 
Zoya R. Yurkovetsky, John M. Kirkwood et al. Clin Cancer Res 2007;13(8) April 15, 2007 
123 pg/ml 
9 pg/ml 
p < 0.001 
Determination of IL-8 levels (one of 29 serum cytokines analyzed) in 
179 melanoma patients (stage II & III) & 379 healthy individuals 
Elevated levels of IL-8 in Patients with Melanoma
11 
Validation study to confirm IL-8 in melanoma 
FFPE Tissue 
Plasma 
Normal Healthy Controls 
40 
50 
Stage 1 
11 
11 
Stage 2 
11 
11 
Stage 3, non-metastatic 
4 
4 
Stage 3, metastatic 
11 
11 
Stage 4, non-metastatic 
3 
3 
Stage 4, metastatic 
19 
19 
Stage 1 
Stage 2 
Stage 3 
Stage 4 
H&E staining; 20x 
Clinical samples used (from two independent commercial biobanks)
12 
Validation study to confirm IL-8 in melanoma 
Stage 1 
Stage 2 
Stage 3 
Stage 4 
H&E staining; 20x 
Sample analysis: 
•Genetic analysis for BRAFV600E/D mutation in genomic DNA from FFPE tissue samples 
•IL-8 mRNA analysis in tissue samples by in situ + lysate hybridisation using bDNA probes (multiplexing with ERK pathway response and housekeeping transcripts) 
•IL-8 protein analysis in tissue samples by immunohistochemistry (in parallel with 4 other ERK pathway response proteins, Ki67, Tunnel) 
•IL-8 protein analysis in matching plasma and serum by IL-8 immunoassay (3 formats: ELISA, Luminex, Mesoscale; singleplex and multiplex) Statistical data analysis: 
•Correlate IL8 expression with BRAF mutation in melanoma (Higher IL8 in mutated BRAF?) 
•Correlate IL8 expression with metastasis (Higher in metastatic?)
13 
Plasma IL-8 levels vs Melanoma Stages 
No confirmation of literature: no change in IL-8 protein levels in plasma samples of melanoma patients. Reason?
14 
No change in plasma & serum IL-8 levels in melanoma 
Serum IL-8 levels in various Stages of Melanoma 
Healthy control (n=10) Melanoma (n=37) 
0 
20 
40 
60 
80 
Mean IL-8 levels (pg/ml) 
Plasma IL-8 levels in various Stages of Melanoma 
Healthy control (n=20) Melanoma (n=59) 
0 
5 
10 
15 
20 
Mean IL-8 levels (pg/ml) 
• Some biomarkers can better be detected in serum than in plasma. 
• However, also in serum samples no confirmation of literature: no change in 
IL-8 protein levels in melanoma 
• Reason?
15 
Conclusion 
No confirmation of literature: no change in IL-8 protein levels in melanoma 
Reasons unclear 
–Analytics strong 
–Data analysis strong 
–Quality/origin of biosamples? 
Key response selection biomarker is B-RAFV600D/E mutation 
Key pathway biomarker is phosphorylated ERKSer202/204 = p-ERK
16 
16 
{Source: Prof Khusru Asadullah, Head of Global Biomarkers Bayer Healthcare}
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 
17
Reasons for biomarker innovation gap 
• Not one integrated pipeline of biomarker R&D 
• Publication pressure towards high impact papers 
• Lack of interest and funding for confirmatory biomarker studies 
• Hard to organize multi-lab studies 
• Biology is complex on organism level 
• Data cannot be reproduced 
• Bias towards extreme results 
• Biomarker variability 
• … 
{Source: John Ioannidis, JAMA 2011} 
{Source: Khusru Asadullah, Nat Rev Drug Disc 2011} 
18
Some numbers 
Data obtained from Thomson Reuters Integrity Biomarker Module 
Eg Biomarkers in time: Prostate cancer 
May 2011: 2,231 biomarkers 
Nov 2012: 6,562 biomarkers 
Oct 2013: 8,358 biomarkers 
Oct 2014: 10,169 biomarkers with 
32,093 biomarker uses 
EU: CE marking 
USA: LDT, 510(k), PMA
Way forward: shared innovation network projects 
Standardisation, harmonisation, 
knowledge sharing needed in: 
1. Assay development 
2. Clinical validation 
20
Biomarker Development Center (Netherlands) 
STW perspectief grant 
Biomarker Development Center 
Public-private partnership 4 years 
Project grant €4.3M of which € 2.2M government, 
and € 2.1M industry (€ 0.9M cash/ € 1.2M kind) 
Close interactions with: 
- Clinicians (biomarker application) 
- Industry partners and stakeholders 
- Patient stakeholder associations 
Open for 
partners ! 
21
22 
Thanks to: 
Biomarker strategies 
Collaborators 
Members of: 
- Organon Biomarker Platform 
- Schering-Plough Biomarker Group 
- Merck Research Labs - Molecular Biomarkers 
Translational Medicine Research Centre Singapore 
Colleagues, particularly: 
Erik Sprengers, Shian-Jiun Shih, Brian Henry, Hannes Hentze, Zaiqi Wang, Rachel Ball, Meena Krishnamoorthi, Aveline Neo, Sabry Hamza, Nicole Boo, Lee Kian-Chung, Vidya Anandalaksmi 
MSD/Merck 
Colleagues, particularly in: 
- Oss (Netherlands) 
- Rahway, Kenilworth, Boston (East Coast, USA) 
- San Francisco, Palo Alto (West Coast, USA) 
Many in Asia, Europe, USA, including: 
- Academic 
- Consortia 
- Contract research organizations 
- Vendors 
Saco de Visser, Adam Cohen 
Centre for Human Drug Research, Leiden, NL

More Related Content

What's hot

Heptotox biomarker discovery Ontomine
Heptotox biomarker discovery OntomineHeptotox biomarker discovery Ontomine
Heptotox biomarker discovery OntomineRajeev Gangal
 
Analysis of Emerging Cancer Diagnostic Tests and Strategic Profile of Leading...
Analysis of Emerging Cancer Diagnostic Tests and Strategic Profile of Leading...Analysis of Emerging Cancer Diagnostic Tests and Strategic Profile of Leading...
Analysis of Emerging Cancer Diagnostic Tests and Strategic Profile of Leading...ReportsnReports
 
Liangqun ms defense.pptx
Liangqun ms defense.pptxLiangqun ms defense.pptx
Liangqun ms defense.pptxLiangqun Lu
 
2013 US Tumor Marker Testing Market: Opportunities and Strategies for Supplier
2013 US Tumor Marker Testing Market: Opportunities and Strategies for Supplier2013 US Tumor Marker Testing Market: Opportunities and Strategies for Supplier
2013 US Tumor Marker Testing Market: Opportunities and Strategies for SupplierReportsnReports
 
Serum long noncoding RNA Urothelial Carcinoma Associated 1: A novel biomarker...
Serum long noncoding RNA Urothelial Carcinoma Associated 1: A novel biomarker...Serum long noncoding RNA Urothelial Carcinoma Associated 1: A novel biomarker...
Serum long noncoding RNA Urothelial Carcinoma Associated 1: A novel biomarker...Ilika Kaushik
 
The BRCA Share(TM) Consortium - Christophe Beroud
The BRCA Share(TM) Consortium - Christophe BeroudThe BRCA Share(TM) Consortium - Christophe Beroud
The BRCA Share(TM) Consortium - Christophe BeroudHuman Variome Project
 
Evaluation of ERG Responsive Proteome in Prostate Cancer
Evaluation of ERG Responsive Proteome in Prostate CancerEvaluation of ERG Responsive Proteome in Prostate Cancer
Evaluation of ERG Responsive Proteome in Prostate CancerKaneeka Sood
 
Enabling Cancer Immunotherapy: From Discovery to Combinations
Enabling Cancer Immunotherapy: From Discovery to CombinationsEnabling Cancer Immunotherapy: From Discovery to Combinations
Enabling Cancer Immunotherapy: From Discovery to CombinationsDiscoverX Corporation
 
Celltrion Healthcare Pipeline
Celltrion Healthcare PipelineCelltrion Healthcare Pipeline
Celltrion Healthcare Pipelinecelltrionh
 
Rna seq - PDX models
Rna seq - PDX models Rna seq - PDX models
Rna seq - PDX models Amitha Dasari
 
Development and verification of an Ion AmpliSeq TP53 Panel
Development and verification of an Ion AmpliSeq TP53 PanelDevelopment and verification of an Ion AmpliSeq TP53 Panel
Development and verification of an Ion AmpliSeq TP53 PanelThermo Fisher Scientific
 
Epi tect methylation qpcr arrays 2013
Epi tect methylation qpcr arrays 2013Epi tect methylation qpcr arrays 2013
Epi tect methylation qpcr arrays 2013Elsa von Licy
 
2014 11-27 ODDP 2014 course, Amsterdam, Alain van Gool
2014 11-27 ODDP 2014 course, Amsterdam, Alain van Gool2014 11-27 ODDP 2014 course, Amsterdam, Alain van Gool
2014 11-27 ODDP 2014 course, Amsterdam, Alain van GoolAlain van Gool
 
Establishing validity, reproducibility, and utility of highly scalable geneti...
Establishing validity, reproducibility, and utility of highly scalable geneti...Establishing validity, reproducibility, and utility of highly scalable geneti...
Establishing validity, reproducibility, and utility of highly scalable geneti...Human Variome Project
 
Whole Transcriptome Profiling of Cancer Tumors in Mouse PDX Models
Whole Transcriptome Profiling of Cancer Tumors in Mouse PDX ModelsWhole Transcriptome Profiling of Cancer Tumors in Mouse PDX Models
Whole Transcriptome Profiling of Cancer Tumors in Mouse PDX ModelsTom Koch
 
Assessment of TP53 Mutation Status in Breast Tumor Tissue using the "Ion Ampl...
Assessment of TP53 Mutation Status in Breast Tumor Tissue using the "Ion Ampl...Assessment of TP53 Mutation Status in Breast Tumor Tissue using the "Ion Ampl...
Assessment of TP53 Mutation Status in Breast Tumor Tissue using the "Ion Ampl...Thermo Fisher Scientific
 
2015 11-26 ODDP2015 Course Oncology Drug Development, Amsterdam, Alain van Gool
2015 11-26 ODDP2015 Course Oncology Drug Development, Amsterdam, Alain van Gool2015 11-26 ODDP2015 Course Oncology Drug Development, Amsterdam, Alain van Gool
2015 11-26 ODDP2015 Course Oncology Drug Development, Amsterdam, Alain van GoolAlain van Gool
 
Biopharmaceuticals
BiopharmaceuticalsBiopharmaceuticals
BiopharmaceuticalsLarry Baum
 
Use of flow cytometric immunophenotyping by teresa lotodo
Use of flow cytometric immunophenotyping by teresa lotodoUse of flow cytometric immunophenotyping by teresa lotodo
Use of flow cytometric immunophenotyping by teresa lotodoKesho Conference
 

What's hot (20)

Heptotox biomarker discovery Ontomine
Heptotox biomarker discovery OntomineHeptotox biomarker discovery Ontomine
Heptotox biomarker discovery Ontomine
 
Analysis of Emerging Cancer Diagnostic Tests and Strategic Profile of Leading...
Analysis of Emerging Cancer Diagnostic Tests and Strategic Profile of Leading...Analysis of Emerging Cancer Diagnostic Tests and Strategic Profile of Leading...
Analysis of Emerging Cancer Diagnostic Tests and Strategic Profile of Leading...
 
Liangqun ms defense.pptx
Liangqun ms defense.pptxLiangqun ms defense.pptx
Liangqun ms defense.pptx
 
2013 US Tumor Marker Testing Market: Opportunities and Strategies for Supplier
2013 US Tumor Marker Testing Market: Opportunities and Strategies for Supplier2013 US Tumor Marker Testing Market: Opportunities and Strategies for Supplier
2013 US Tumor Marker Testing Market: Opportunities and Strategies for Supplier
 
Serum long noncoding RNA Urothelial Carcinoma Associated 1: A novel biomarker...
Serum long noncoding RNA Urothelial Carcinoma Associated 1: A novel biomarker...Serum long noncoding RNA Urothelial Carcinoma Associated 1: A novel biomarker...
Serum long noncoding RNA Urothelial Carcinoma Associated 1: A novel biomarker...
 
The BRCA Share(TM) Consortium - Christophe Beroud
The BRCA Share(TM) Consortium - Christophe BeroudThe BRCA Share(TM) Consortium - Christophe Beroud
The BRCA Share(TM) Consortium - Christophe Beroud
 
Evaluation of ERG Responsive Proteome in Prostate Cancer
Evaluation of ERG Responsive Proteome in Prostate CancerEvaluation of ERG Responsive Proteome in Prostate Cancer
Evaluation of ERG Responsive Proteome in Prostate Cancer
 
Enabling Cancer Immunotherapy: From Discovery to Combinations
Enabling Cancer Immunotherapy: From Discovery to CombinationsEnabling Cancer Immunotherapy: From Discovery to Combinations
Enabling Cancer Immunotherapy: From Discovery to Combinations
 
Celltrion Healthcare Pipeline
Celltrion Healthcare PipelineCelltrion Healthcare Pipeline
Celltrion Healthcare Pipeline
 
Rna seq - PDX models
Rna seq - PDX models Rna seq - PDX models
Rna seq - PDX models
 
Development and verification of an Ion AmpliSeq TP53 Panel
Development and verification of an Ion AmpliSeq TP53 PanelDevelopment and verification of an Ion AmpliSeq TP53 Panel
Development and verification of an Ion AmpliSeq TP53 Panel
 
Epi tect methylation qpcr arrays 2013
Epi tect methylation qpcr arrays 2013Epi tect methylation qpcr arrays 2013
Epi tect methylation qpcr arrays 2013
 
Crizo
CrizoCrizo
Crizo
 
2014 11-27 ODDP 2014 course, Amsterdam, Alain van Gool
2014 11-27 ODDP 2014 course, Amsterdam, Alain van Gool2014 11-27 ODDP 2014 course, Amsterdam, Alain van Gool
2014 11-27 ODDP 2014 course, Amsterdam, Alain van Gool
 
Establishing validity, reproducibility, and utility of highly scalable geneti...
Establishing validity, reproducibility, and utility of highly scalable geneti...Establishing validity, reproducibility, and utility of highly scalable geneti...
Establishing validity, reproducibility, and utility of highly scalable geneti...
 
Whole Transcriptome Profiling of Cancer Tumors in Mouse PDX Models
Whole Transcriptome Profiling of Cancer Tumors in Mouse PDX ModelsWhole Transcriptome Profiling of Cancer Tumors in Mouse PDX Models
Whole Transcriptome Profiling of Cancer Tumors in Mouse PDX Models
 
Assessment of TP53 Mutation Status in Breast Tumor Tissue using the "Ion Ampl...
Assessment of TP53 Mutation Status in Breast Tumor Tissue using the "Ion Ampl...Assessment of TP53 Mutation Status in Breast Tumor Tissue using the "Ion Ampl...
Assessment of TP53 Mutation Status in Breast Tumor Tissue using the "Ion Ampl...
 
2015 11-26 ODDP2015 Course Oncology Drug Development, Amsterdam, Alain van Gool
2015 11-26 ODDP2015 Course Oncology Drug Development, Amsterdam, Alain van Gool2015 11-26 ODDP2015 Course Oncology Drug Development, Amsterdam, Alain van Gool
2015 11-26 ODDP2015 Course Oncology Drug Development, Amsterdam, Alain van Gool
 
Biopharmaceuticals
BiopharmaceuticalsBiopharmaceuticals
Biopharmaceuticals
 
Use of flow cytometric immunophenotyping by teresa lotodo
Use of flow cytometric immunophenotyping by teresa lotodoUse of flow cytometric immunophenotyping by teresa lotodo
Use of flow cytometric immunophenotyping by teresa lotodo
 

Viewers also liked

2015 12-09 Opening Radboud Translational Medicine, Nijmegen, Alain van Gool
2015 12-09 Opening Radboud Translational Medicine, Nijmegen, Alain van Gool2015 12-09 Opening Radboud Translational Medicine, Nijmegen, Alain van Gool
2015 12-09 Opening Radboud Translational Medicine, Nijmegen, Alain van GoolAlain van Gool
 
Open 2013: Teaching Medical Technology Innovation: Lessons learned from a ne...
Open 2013:  Teaching Medical Technology Innovation: Lessons learned from a ne...Open 2013:  Teaching Medical Technology Innovation: Lessons learned from a ne...
Open 2013: Teaching Medical Technology Innovation: Lessons learned from a ne...the nciia
 
Stratified Medicine - Applications and Case Studies
Stratified Medicine - Applications and Case StudiesStratified Medicine - Applications and Case Studies
Stratified Medicine - Applications and Case StudiesSpace IDEAS Hub
 
I International Symposium: Neurobiology and Biomarkers of Brain Aging - Micro...
I International Symposium: Neurobiology and Biomarkers of Brain Aging - Micro...I International Symposium: Neurobiology and Biomarkers of Brain Aging - Micro...
I International Symposium: Neurobiology and Biomarkers of Brain Aging - Micro...Ana Paula Mendes Silva
 
Pharmacokinetic and Pharmacodynamic Modeling
Pharmacokinetic and Pharmacodynamic ModelingPharmacokinetic and Pharmacodynamic Modeling
Pharmacokinetic and Pharmacodynamic ModelingJaspreet Guraya
 
Fipp world media trends special report social media
Fipp world media trends special report social mediaFipp world media trends special report social media
Fipp world media trends special report social mediaTuan Anh Nguyen
 
Modales y comportamiento social para tener una buena personalidad.
Modales  y comportamiento social para tener una buena personalidad.Modales  y comportamiento social para tener una buena personalidad.
Modales y comportamiento social para tener una buena personalidad.Catherin Morillo
 
VIRUS Y VACUNAS INFORMATICAS
VIRUS Y VACUNAS INFORMATICASVIRUS Y VACUNAS INFORMATICAS
VIRUS Y VACUNAS INFORMATICASANPIHERA
 
2015 2-23 Oxford Global 2015 Manchester
2015 2-23 Oxford Global 2015 Manchester2015 2-23 Oxford Global 2015 Manchester
2015 2-23 Oxford Global 2015 ManchesterAlain van Gool
 
Vaizdine metodine medziaga svietejams gyvunu terapija 9 dalis
Vaizdine metodine medziaga svietejams gyvunu terapija 9 dalisVaizdine metodine medziaga svietejams gyvunu terapija 9 dalis
Vaizdine metodine medziaga svietejams gyvunu terapija 9 dalisvalentina valentina
 
DEVNET-1186 Harnessing the Power of the Cloud to Detect Advanced Threats: Cog...
DEVNET-1186	Harnessing the Power of the Cloud to Detect Advanced Threats: Cog...DEVNET-1186	Harnessing the Power of the Cloud to Detect Advanced Threats: Cog...
DEVNET-1186 Harnessing the Power of the Cloud to Detect Advanced Threats: Cog...Cisco DevNet
 
Kaip rengti švietejiska paskaita.patarimai. 6 dalis
Kaip rengti švietejiska paskaita.patarimai. 6 dalisKaip rengti švietejiska paskaita.patarimai. 6 dalis
Kaip rengti švietejiska paskaita.patarimai. 6 dalisvalentina valentina
 
Relatoio contas sgu 2
Relatoio contas sgu 2Relatoio contas sgu 2
Relatoio contas sgu 2macoesapo
 
2014 08-20 Radboudumc-Health Valley-LSH: Personalized Healthcare through inte...
2014 08-20 Radboudumc-Health Valley-LSH: Personalized Healthcare through inte...2014 08-20 Radboudumc-Health Valley-LSH: Personalized Healthcare through inte...
2014 08-20 Radboudumc-Health Valley-LSH: Personalized Healthcare through inte...Alain van Gool
 

Viewers also liked (20)

2015 12-09 Opening Radboud Translational Medicine, Nijmegen, Alain van Gool
2015 12-09 Opening Radboud Translational Medicine, Nijmegen, Alain van Gool2015 12-09 Opening Radboud Translational Medicine, Nijmegen, Alain van Gool
2015 12-09 Opening Radboud Translational Medicine, Nijmegen, Alain van Gool
 
Open 2013: Teaching Medical Technology Innovation: Lessons learned from a ne...
Open 2013:  Teaching Medical Technology Innovation: Lessons learned from a ne...Open 2013:  Teaching Medical Technology Innovation: Lessons learned from a ne...
Open 2013: Teaching Medical Technology Innovation: Lessons learned from a ne...
 
Stratified Medicine - Applications and Case Studies
Stratified Medicine - Applications and Case StudiesStratified Medicine - Applications and Case Studies
Stratified Medicine - Applications and Case Studies
 
I International Symposium: Neurobiology and Biomarkers of Brain Aging - Micro...
I International Symposium: Neurobiology and Biomarkers of Brain Aging - Micro...I International Symposium: Neurobiology and Biomarkers of Brain Aging - Micro...
I International Symposium: Neurobiology and Biomarkers of Brain Aging - Micro...
 
Pharmacokinetic and Pharmacodynamic Modeling
Pharmacokinetic and Pharmacodynamic ModelingPharmacokinetic and Pharmacodynamic Modeling
Pharmacokinetic and Pharmacodynamic Modeling
 
201131065
201131065201131065
201131065
 
Nvo sviesuvai navicko_2014
Nvo sviesuvai navicko_2014Nvo sviesuvai navicko_2014
Nvo sviesuvai navicko_2014
 
Fipp world media trends special report social media
Fipp world media trends special report social mediaFipp world media trends special report social media
Fipp world media trends special report social media
 
Modales y comportamiento social para tener una buena personalidad.
Modales  y comportamiento social para tener una buena personalidad.Modales  y comportamiento social para tener una buena personalidad.
Modales y comportamiento social para tener una buena personalidad.
 
VIRUS Y VACUNAS INFORMATICAS
VIRUS Y VACUNAS INFORMATICASVIRUS Y VACUNAS INFORMATICAS
VIRUS Y VACUNAS INFORMATICAS
 
2015 2-23 Oxford Global 2015 Manchester
2015 2-23 Oxford Global 2015 Manchester2015 2-23 Oxford Global 2015 Manchester
2015 2-23 Oxford Global 2015 Manchester
 
Vaizdine metodine medziaga svietejams gyvunu terapija 9 dalis
Vaizdine metodine medziaga svietejams gyvunu terapija 9 dalisVaizdine metodine medziaga svietejams gyvunu terapija 9 dalis
Vaizdine metodine medziaga svietejams gyvunu terapija 9 dalis
 
Sviesuva sveikatinimas
Sviesuva sveikatinimasSviesuva sveikatinimas
Sviesuva sveikatinimas
 
Jm book final
Jm book finalJm book final
Jm book final
 
DEVNET-1186 Harnessing the Power of the Cloud to Detect Advanced Threats: Cog...
DEVNET-1186	Harnessing the Power of the Cloud to Detect Advanced Threats: Cog...DEVNET-1186	Harnessing the Power of the Cloud to Detect Advanced Threats: Cog...
DEVNET-1186 Harnessing the Power of the Cloud to Detect Advanced Threats: Cog...
 
Kaip rengti švietejiska paskaita.patarimai. 6 dalis
Kaip rengti švietejiska paskaita.patarimai. 6 dalisKaip rengti švietejiska paskaita.patarimai. 6 dalis
Kaip rengti švietejiska paskaita.patarimai. 6 dalis
 
Relatoio contas sgu 2
Relatoio contas sgu 2Relatoio contas sgu 2
Relatoio contas sgu 2
 
2014 08-20 Radboudumc-Health Valley-LSH: Personalized Healthcare through inte...
2014 08-20 Radboudumc-Health Valley-LSH: Personalized Healthcare through inte...2014 08-20 Radboudumc-Health Valley-LSH: Personalized Healthcare through inte...
2014 08-20 Radboudumc-Health Valley-LSH: Personalized Healthcare through inte...
 
Cfs proposal
Cfs proposalCfs proposal
Cfs proposal
 
Social Media strategy
Social Media strategySocial Media strategy
Social Media strategy
 

Similar to 2014 11-27 EATRIS biomarkers platform, Amsterdam, oncology case study

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
 
2013-11-14 NVKCL symposium, Utrecht
2013-11-14 NVKCL symposium, Utrecht2013-11-14 NVKCL symposium, Utrecht
2013-11-14 NVKCL symposium, UtrechtAlain van Gool
 
Clinical proteomics in diseases lecture, 2014
Clinical proteomics in diseases lecture, 2014Clinical proteomics in diseases lecture, 2014
Clinical proteomics in diseases lecture, 2014Mohammad Hessam Rafiee
 
Global Molecular Diagnostics Market: Innovative Technologies and Emerging Bus...
Global Molecular Diagnostics Market: Innovative Technologies and Emerging Bus...Global Molecular Diagnostics Market: Innovative Technologies and Emerging Bus...
Global Molecular Diagnostics Market: Innovative Technologies and Emerging Bus...ReportsnReports
 
Drug metabolism and toxicity 2013
Drug metabolism and toxicity 2013Drug metabolism and toxicity 2013
Drug metabolism and toxicity 2013Elsa von Licy
 
Biofluid miRNA profiling: from sample to biomarker: miRNA and its Role in Hum...
Biofluid miRNA profiling: from sample to biomarker: miRNA and its Role in Hum...Biofluid miRNA profiling: from sample to biomarker: miRNA and its Role in Hum...
Biofluid miRNA profiling: from sample to biomarker: miRNA and its Role in Hum...QIAGEN
 
Iacobelli -24th ICT - Istanbul 6-5-2016
Iacobelli -24th ICT - Istanbul 6-5-2016Iacobelli -24th ICT - Istanbul 6-5-2016
Iacobelli -24th ICT - Istanbul 6-5-2016Massimo Iacobelli, MD
 
Dr. Forsythe The Immune Protocol™ & The Lite LDIPT Protocol ™ updated 2/2/17
Dr. Forsythe The Immune Protocol™ & The Lite LDIPT Protocol ™ updated 2/2/17Dr. Forsythe The Immune Protocol™ & The Lite LDIPT Protocol ™ updated 2/2/17
Dr. Forsythe The Immune Protocol™ & The Lite LDIPT Protocol ™ updated 2/2/17Tahoe eLab
 
JLS-064-077-MASTANEH-ABNORMAL-PATIENTS(1)
JLS-064-077-MASTANEH-ABNORMAL-PATIENTS(1)JLS-064-077-MASTANEH-ABNORMAL-PATIENTS(1)
JLS-064-077-MASTANEH-ABNORMAL-PATIENTS(1)mastaneh zohri
 
Grafström - Lush Prize Conference 2014
Grafström - Lush Prize Conference 2014Grafström - Lush Prize Conference 2014
Grafström - Lush Prize Conference 2014LushPrize
 
Pathway studiosymposium lorenzi
Pathway studiosymposium lorenziPathway studiosymposium lorenzi
Pathway studiosymposium lorenziAnn-Marie Roche
 
The Immune Protocol™ & The Lite LDIPT Protocol ™ 2017
The Immune Protocol™ & The Lite LDIPT Protocol ™ 2017The Immune Protocol™ & The Lite LDIPT Protocol ™ 2017
The Immune Protocol™ & The Lite LDIPT Protocol ™ 2017Tahoe eLab
 
Drug discovery and development
Drug discovery and developmentDrug discovery and development
Drug discovery and developmentrahul_pharma
 
Drug discovery and development. Introducing
Drug discovery and development. IntroducingDrug discovery and development. Introducing
Drug discovery and development. Introducing7ReeshabhBele
 
Drug discovery and development
Drug discovery and developmentDrug discovery and development
Drug discovery and developmentrahul_pharma
 

Similar to 2014 11-27 EATRIS biomarkers platform, Amsterdam, oncology case study (20)

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
 
2013-11-14 NVKCL symposium, Utrecht
2013-11-14 NVKCL symposium, Utrecht2013-11-14 NVKCL symposium, Utrecht
2013-11-14 NVKCL symposium, Utrecht
 
Clinical proteomics in diseases lecture, 2014
Clinical proteomics in diseases lecture, 2014Clinical proteomics in diseases lecture, 2014
Clinical proteomics in diseases lecture, 2014
 
Biomarkers & Clinical Research
Biomarkers & Clinical ResearchBiomarkers & Clinical Research
Biomarkers & Clinical Research
 
Global Molecular Diagnostics Market: Innovative Technologies and Emerging Bus...
Global Molecular Diagnostics Market: Innovative Technologies and Emerging Bus...Global Molecular Diagnostics Market: Innovative Technologies and Emerging Bus...
Global Molecular Diagnostics Market: Innovative Technologies and Emerging Bus...
 
Drug metabolism and toxicity 2013
Drug metabolism and toxicity 2013Drug metabolism and toxicity 2013
Drug metabolism and toxicity 2013
 
Biofluid miRNA profiling: from sample to biomarker: miRNA and its Role in Hum...
Biofluid miRNA profiling: from sample to biomarker: miRNA and its Role in Hum...Biofluid miRNA profiling: from sample to biomarker: miRNA and its Role in Hum...
Biofluid miRNA profiling: from sample to biomarker: miRNA and its Role in Hum...
 
Iacobelli -24th ICT - Istanbul 6-5-2016
Iacobelli -24th ICT - Istanbul 6-5-2016Iacobelli -24th ICT - Istanbul 6-5-2016
Iacobelli -24th ICT - Istanbul 6-5-2016
 
Drug discovery and development
Drug discovery and developmentDrug discovery and development
Drug discovery and development
 
MDC Connects: Target discovery at AstraZeneca
MDC Connects: Target discovery at AstraZenecaMDC Connects: Target discovery at AstraZeneca
MDC Connects: Target discovery at AstraZeneca
 
Dr. Forsythe The Immune Protocol™ & The Lite LDIPT Protocol ™ updated 2/2/17
Dr. Forsythe The Immune Protocol™ & The Lite LDIPT Protocol ™ updated 2/2/17Dr. Forsythe The Immune Protocol™ & The Lite LDIPT Protocol ™ updated 2/2/17
Dr. Forsythe The Immune Protocol™ & The Lite LDIPT Protocol ™ updated 2/2/17
 
Nicb Research Overview
Nicb Research OverviewNicb Research Overview
Nicb Research Overview
 
JLS-064-077-MASTANEH-ABNORMAL-PATIENTS(1)
JLS-064-077-MASTANEH-ABNORMAL-PATIENTS(1)JLS-064-077-MASTANEH-ABNORMAL-PATIENTS(1)
JLS-064-077-MASTANEH-ABNORMAL-PATIENTS(1)
 
Grafström - Lush Prize Conference 2014
Grafström - Lush Prize Conference 2014Grafström - Lush Prize Conference 2014
Grafström - Lush Prize Conference 2014
 
Pathway studiosymposium lorenzi
Pathway studiosymposium lorenziPathway studiosymposium lorenzi
Pathway studiosymposium lorenzi
 
The Immune Protocol™ & The Lite LDIPT Protocol ™ 2017
The Immune Protocol™ & The Lite LDIPT Protocol ™ 2017The Immune Protocol™ & The Lite LDIPT Protocol ™ 2017
The Immune Protocol™ & The Lite LDIPT Protocol ™ 2017
 
Drug discovery and development
Drug discovery and developmentDrug discovery and development
Drug discovery and development
 
Drug discovery and development. Introducing
Drug discovery and development. IntroducingDrug discovery and development. Introducing
Drug discovery and development. Introducing
 
Drug discovery and development
Drug discovery and developmentDrug discovery and development
Drug discovery and development
 
Lisa_Grimm
Lisa_GrimmLisa_Grimm
Lisa_Grimm
 

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
 
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
 
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
 
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
 
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
 
2022-09-27 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
 
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 12-10 Amalia Science Day, Nijmegen, Alain van Gool
2021 12-10 Amalia Science Day, Nijmegen, Alain van Gool2021 12-10 Amalia Science Day, Nijmegen, Alain van Gool
2021 12-10 Amalia Science Day, Nijmegen, Alain van GoolAlain van Gool
 
2021 06-14 EATRIS-Plus summer school, Alain van Gool
2021 06-14 EATRIS-Plus summer school, Alain van Gool2021 06-14 EATRIS-Plus summer school, Alain van Gool
2021 06-14 EATRIS-Plus summer school, 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 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
 
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
 

More from Alain van Gool (20)

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
 
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
 
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
 
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
 
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
 
2022-09-27 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
 
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 12-10 Amalia Science Day, Nijmegen, Alain van Gool
2021 12-10 Amalia Science Day, Nijmegen, Alain van Gool2021 12-10 Amalia Science Day, Nijmegen, Alain van Gool
2021 12-10 Amalia Science Day, Nijmegen, Alain van Gool
 
2021 06-14 EATRIS-Plus summer school, Alain van Gool
2021 06-14 EATRIS-Plus summer school, Alain van Gool2021 06-14 EATRIS-Plus summer school, Alain van Gool
2021 06-14 EATRIS-Plus summer school, 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 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
 
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 -...
 

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
 
Call Girls Nagpur Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Nagpur Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Nagpur Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Nagpur Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
Call Girl Coimbatore Prisha☎️ 8250192130 Independent Escort Service Coimbatore
Call Girl Coimbatore Prisha☎️  8250192130 Independent Escort Service CoimbatoreCall Girl Coimbatore Prisha☎️  8250192130 Independent Escort Service Coimbatore
Call Girl Coimbatore Prisha☎️ 8250192130 Independent Escort Service Coimbatorenarwatsonia7
 
Book Paid Powai Call Girls Mumbai 𖠋 9930245274 𖠋Low Budget Full Independent H...
Book Paid Powai Call Girls Mumbai 𖠋 9930245274 𖠋Low Budget Full Independent H...Book Paid Powai Call Girls Mumbai 𖠋 9930245274 𖠋Low Budget Full Independent H...
Book Paid Powai Call Girls Mumbai 𖠋 9930245274 𖠋Low Budget Full Independent H...Call Girls in Nagpur High Profile
 
(Rocky) Jaipur Call Girl - 9521753030 Escorts Service 50% Off with Cash ON De...
(Rocky) Jaipur Call Girl - 9521753030 Escorts Service 50% Off with Cash ON De...(Rocky) Jaipur Call Girl - 9521753030 Escorts Service 50% Off with Cash ON De...
(Rocky) Jaipur Call Girl - 9521753030 Escorts Service 50% Off with Cash ON De...indiancallgirl4rent
 
Call Girls Darjeeling Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Darjeeling Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Darjeeling Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Darjeeling Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
Bangalore Call Girls Hebbal Kempapura Number 7001035870 Meetin With Bangalor...
Bangalore Call Girls Hebbal Kempapura Number 7001035870  Meetin With Bangalor...Bangalore Call Girls Hebbal Kempapura Number 7001035870  Meetin With Bangalor...
Bangalore Call Girls Hebbal Kempapura Number 7001035870 Meetin With Bangalor...narwatsonia7
 
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
 
VIP Mumbai Call Girls Hiranandani Gardens Just Call 9920874524 with A/C Room ...
VIP Mumbai Call Girls Hiranandani Gardens Just Call 9920874524 with A/C Room ...VIP Mumbai Call Girls Hiranandani Gardens Just Call 9920874524 with A/C Room ...
VIP Mumbai Call Girls Hiranandani Gardens Just Call 9920874524 with A/C Room ...Garima Khatri
 
Call Girls Service Surat Samaira ❤️🍑 8250192130 👄 Independent Escort Service ...
Call Girls Service Surat Samaira ❤️🍑 8250192130 👄 Independent Escort Service ...Call Girls Service Surat Samaira ❤️🍑 8250192130 👄 Independent Escort Service ...
Call Girls Service Surat Samaira ❤️🍑 8250192130 👄 Independent Escort Service ...CALL GIRLS
 
Artifacts in Nuclear Medicine with Identifying and resolving artifacts.
Artifacts in Nuclear Medicine with Identifying and resolving artifacts.Artifacts in Nuclear Medicine with Identifying and resolving artifacts.
Artifacts in Nuclear Medicine with Identifying and resolving artifacts.MiadAlsulami
 
VIP Call Girls Tirunelveli Aaradhya 8250192130 Independent Escort Service Tir...
VIP Call Girls Tirunelveli Aaradhya 8250192130 Independent Escort Service Tir...VIP Call Girls Tirunelveli Aaradhya 8250192130 Independent Escort Service Tir...
VIP Call Girls Tirunelveli Aaradhya 8250192130 Independent Escort Service Tir...narwatsonia7
 
Call Girl Number in Vashi Mumbai📲 9833363713 💞 Full Night Enjoy
Call Girl Number in Vashi Mumbai📲 9833363713 💞 Full Night EnjoyCall Girl Number in Vashi Mumbai📲 9833363713 💞 Full Night Enjoy
Call Girl Number in Vashi Mumbai📲 9833363713 💞 Full Night Enjoybabeytanya
 
Call Girls Aurangabad Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Aurangabad Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Aurangabad Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Aurangabad Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
Bangalore Call Girls Nelamangala Number 7001035870 Meetin With Bangalore Esc...
Bangalore Call Girls Nelamangala Number 7001035870  Meetin With Bangalore Esc...Bangalore Call Girls Nelamangala Number 7001035870  Meetin With Bangalore Esc...
Bangalore Call Girls Nelamangala Number 7001035870 Meetin With Bangalore Esc...narwatsonia7
 
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
 
Call Girls Service Jaipur Grishma WhatsApp ❤8445551418 VIP Call Girls Jaipur
Call Girls Service Jaipur Grishma WhatsApp ❤8445551418 VIP Call Girls JaipurCall Girls Service Jaipur Grishma WhatsApp ❤8445551418 VIP Call Girls Jaipur
Call Girls Service Jaipur Grishma WhatsApp ❤8445551418 VIP Call Girls Jaipurparulsinha
 
Premium Call Girls Cottonpet Whatsapp 7001035870 Independent Escort Service
Premium Call Girls Cottonpet Whatsapp 7001035870 Independent Escort ServicePremium Call Girls Cottonpet Whatsapp 7001035870 Independent Escort Service
Premium Call Girls Cottonpet Whatsapp 7001035870 Independent Escort Servicevidya singh
 

Recently uploaded (20)

Russian Call Girls in Delhi Tanvi ➡️ 9711199012 💋📞 Independent Escort Service...
Russian Call Girls in Delhi Tanvi ➡️ 9711199012 💋📞 Independent Escort Service...Russian Call Girls in Delhi Tanvi ➡️ 9711199012 💋📞 Independent Escort Service...
Russian Call Girls in Delhi Tanvi ➡️ 9711199012 💋📞 Independent Escort Service...
 
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
 
Call Girls Nagpur Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Nagpur Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Nagpur Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Nagpur Just Call 9907093804 Top Class Call Girl Service Available
 
Call Girl Coimbatore Prisha☎️ 8250192130 Independent Escort Service Coimbatore
Call Girl Coimbatore Prisha☎️  8250192130 Independent Escort Service CoimbatoreCall Girl Coimbatore Prisha☎️  8250192130 Independent Escort Service Coimbatore
Call Girl Coimbatore Prisha☎️ 8250192130 Independent Escort Service Coimbatore
 
Book Paid Powai Call Girls Mumbai 𖠋 9930245274 𖠋Low Budget Full Independent H...
Book Paid Powai Call Girls Mumbai 𖠋 9930245274 𖠋Low Budget Full Independent H...Book Paid Powai Call Girls Mumbai 𖠋 9930245274 𖠋Low Budget Full Independent H...
Book Paid Powai Call Girls Mumbai 𖠋 9930245274 𖠋Low Budget Full Independent H...
 
Escort Service Call Girls In Sarita Vihar,, 99530°56974 Delhi NCR
Escort Service Call Girls In Sarita Vihar,, 99530°56974 Delhi NCREscort Service Call Girls In Sarita Vihar,, 99530°56974 Delhi NCR
Escort Service Call Girls In Sarita Vihar,, 99530°56974 Delhi NCR
 
(Rocky) Jaipur Call Girl - 9521753030 Escorts Service 50% Off with Cash ON De...
(Rocky) Jaipur Call Girl - 9521753030 Escorts Service 50% Off with Cash ON De...(Rocky) Jaipur Call Girl - 9521753030 Escorts Service 50% Off with Cash ON De...
(Rocky) Jaipur Call Girl - 9521753030 Escorts Service 50% Off with Cash ON De...
 
Call Girls Darjeeling Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Darjeeling Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Darjeeling Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Darjeeling Just Call 9907093804 Top Class Call Girl Service Available
 
Bangalore Call Girls Hebbal Kempapura Number 7001035870 Meetin With Bangalor...
Bangalore Call Girls Hebbal Kempapura Number 7001035870  Meetin With Bangalor...Bangalore Call Girls Hebbal Kempapura Number 7001035870  Meetin With Bangalor...
Bangalore Call Girls Hebbal Kempapura Number 7001035870 Meetin With Bangalor...
 
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
 
VIP Mumbai Call Girls Hiranandani Gardens Just Call 9920874524 with A/C Room ...
VIP Mumbai Call Girls Hiranandani Gardens Just Call 9920874524 with A/C Room ...VIP Mumbai Call Girls Hiranandani Gardens Just Call 9920874524 with A/C Room ...
VIP Mumbai Call Girls Hiranandani Gardens Just Call 9920874524 with A/C Room ...
 
Call Girls Service Surat Samaira ❤️🍑 8250192130 👄 Independent Escort Service ...
Call Girls Service Surat Samaira ❤️🍑 8250192130 👄 Independent Escort Service ...Call Girls Service Surat Samaira ❤️🍑 8250192130 👄 Independent Escort Service ...
Call Girls Service Surat Samaira ❤️🍑 8250192130 👄 Independent Escort Service ...
 
Artifacts in Nuclear Medicine with Identifying and resolving artifacts.
Artifacts in Nuclear Medicine with Identifying and resolving artifacts.Artifacts in Nuclear Medicine with Identifying and resolving artifacts.
Artifacts in Nuclear Medicine with Identifying and resolving artifacts.
 
VIP Call Girls Tirunelveli Aaradhya 8250192130 Independent Escort Service Tir...
VIP Call Girls Tirunelveli Aaradhya 8250192130 Independent Escort Service Tir...VIP Call Girls Tirunelveli Aaradhya 8250192130 Independent Escort Service Tir...
VIP Call Girls Tirunelveli Aaradhya 8250192130 Independent Escort Service Tir...
 
Call Girl Number in Vashi Mumbai📲 9833363713 💞 Full Night Enjoy
Call Girl Number in Vashi Mumbai📲 9833363713 💞 Full Night EnjoyCall Girl Number in Vashi Mumbai📲 9833363713 💞 Full Night Enjoy
Call Girl Number in Vashi Mumbai📲 9833363713 💞 Full Night Enjoy
 
Call Girls Aurangabad Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Aurangabad Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Aurangabad Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Aurangabad Just Call 9907093804 Top Class Call Girl Service Available
 
Bangalore Call Girls Nelamangala Number 7001035870 Meetin With Bangalore Esc...
Bangalore Call Girls Nelamangala Number 7001035870  Meetin With Bangalore Esc...Bangalore Call Girls Nelamangala Number 7001035870  Meetin With Bangalore Esc...
Bangalore Call Girls Nelamangala Number 7001035870 Meetin With Bangalore Esc...
 
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
 
Call Girls Service Jaipur Grishma WhatsApp ❤8445551418 VIP Call Girls Jaipur
Call Girls Service Jaipur Grishma WhatsApp ❤8445551418 VIP Call Girls JaipurCall Girls Service Jaipur Grishma WhatsApp ❤8445551418 VIP Call Girls Jaipur
Call Girls Service Jaipur Grishma WhatsApp ❤8445551418 VIP Call Girls Jaipur
 
Premium Call Girls Cottonpet Whatsapp 7001035870 Independent Escort Service
Premium Call Girls Cottonpet Whatsapp 7001035870 Independent Escort ServicePremium Call Girls Cottonpet Whatsapp 7001035870 Independent Escort Service
Premium Call Girls Cottonpet Whatsapp 7001035870 Independent Escort Service
 

2014 11-27 EATRIS biomarkers platform, Amsterdam, oncology case study

  • 1. Biomarker assessment and clinical utility Case study 2 EATRIS Biomarker Platform Meeting Amsterdam 27 November 2014 Professor in Personalized Healthcare Head Radboud Center for Proteomics, Glycomics and Metabolomics Coordinator Radboud Technology Centers Head Biomarkers in Personalized Healthcare Prof Alain van Gool
  • 2. 2 Based on data and slides from projects @Organon, Schering- Plough, MSD 2006-2010 Prof. Alain van Gool Validation of IL-8 as efficacy biomarker for BRAF inhibitors
  • 3. 3 Case study: Development RAF inhibitors for melanoma {Miller and Mihm, 2006}
  • 4. 4 Mechanism of pathophysiology in BRAF mutated tumors V600E Kinase domain {Roberts and Der, 2007} B-RAFV600E mutation: constitutively active kinase, oncogenic addiction Overactivate ERK pathway drives cell proliferation RAF inhibitors shown to block growth of tumors with B-RAFV600E mutation Prevalence of B-RAFV600E –Melanoma (60%), colon (15%), ovarian (30%), thyroid (30%) cancer
  • 5. 5 Analysis ERK pathway activity A375 treated with MEKi #1 A375 treated with RAFi #1 RSK p-MEK p-ERK p-RSK -10 -8 -6 0 50 100 150 DMSO Log [SCH 772984, M] % of ERK phosphorylation -10 -8 -6 0 50 100 150 DMSO Log [SCH 772984, M] % of MEK phosphorylation -10 -8 -6 0 50 100 150 DMSO Log [SCH 772984, M] % of RSK phosphorylation Log [ , M] Log [ MEKi #1 , M] MEKi #1 IC50 = 35.70 nM IC50 = 14.26 nM No inhibition Concentration MEKi #1 Concentration RAFi #1 Immunoassays to monitor phosphorylation biomarkers in ERK pathway (ELISA, western blotting, mass spectrometry, reverse phase protein arrays)
  • 6. 6 Discovery of improved biomarkers for RAF inhibitors Aim: identify soluble protein biomarker in blood that reflects inhibition of ERK pathway in tumor with B-RAFV600D/E mutation (More practical than p-ERK protein analysis in tumor biopsy) (Also application in personalized medicine?) Pharmacogenomics approach: –A375 melanoma cells –Homozygote BRAFV600E mutation –Robust model system for method development –Investigate effect of 7 inhibitors •4x RAFi •2x MEKi •1x ERKi on gene expression, proliferation, apoptosis, etc
  • 7. 7 Pharmacogenomics in A375 melanoma cells • Efficient approach • Highly reproducible data with robust gene modulation • Identify compound-specific and common differential transcripts • Select candidate biomarkers RAFi #4 MEKi #1 MEKi #2 RAFi #3 RAFi #1 RAFi #2 ERKi #1 RAFi #1 RAFi #2 RAFi #3 RAFi #4 MEKi #1 MEKi #2 ERKi #1 RAFi #1 RAFi #2 RAFi #4 Data for RAFi #4 4x RAFi 2x MEKi 1x ERKi
  • 8. 8 •~200 genes with >10 fold change. •Overlap and differences between compound-regulated genes •Methods applied to select new candidate biomarkers for validation, e.g. as secreted proteins in plasma •Selection of ERK pathway responsive transcripts, e.g. IL-8 Selection biomarkers from pharmacogenomics A375 cells RAFi #4 RAFi #1 RAFi #2 ERKi #1 RAFi #3 MEKi #1 MEKi #2 DMSO
  • 9. 9 Literature ►It is reported in publications that basal levels of serum IL8 are significantly higher in melanoma samples compared to healthy normal controls ►IL8 plays a strong role in melanoma progression and metastasis.
  • 10. 10 Zoya R. Yurkovetsky, John M. Kirkwood et al. Clin Cancer Res 2007;13(8) April 15, 2007 123 pg/ml 9 pg/ml p < 0.001 Determination of IL-8 levels (one of 29 serum cytokines analyzed) in 179 melanoma patients (stage II & III) & 379 healthy individuals Elevated levels of IL-8 in Patients with Melanoma
  • 11. 11 Validation study to confirm IL-8 in melanoma FFPE Tissue Plasma Normal Healthy Controls 40 50 Stage 1 11 11 Stage 2 11 11 Stage 3, non-metastatic 4 4 Stage 3, metastatic 11 11 Stage 4, non-metastatic 3 3 Stage 4, metastatic 19 19 Stage 1 Stage 2 Stage 3 Stage 4 H&E staining; 20x Clinical samples used (from two independent commercial biobanks)
  • 12. 12 Validation study to confirm IL-8 in melanoma Stage 1 Stage 2 Stage 3 Stage 4 H&E staining; 20x Sample analysis: •Genetic analysis for BRAFV600E/D mutation in genomic DNA from FFPE tissue samples •IL-8 mRNA analysis in tissue samples by in situ + lysate hybridisation using bDNA probes (multiplexing with ERK pathway response and housekeeping transcripts) •IL-8 protein analysis in tissue samples by immunohistochemistry (in parallel with 4 other ERK pathway response proteins, Ki67, Tunnel) •IL-8 protein analysis in matching plasma and serum by IL-8 immunoassay (3 formats: ELISA, Luminex, Mesoscale; singleplex and multiplex) Statistical data analysis: •Correlate IL8 expression with BRAF mutation in melanoma (Higher IL8 in mutated BRAF?) •Correlate IL8 expression with metastasis (Higher in metastatic?)
  • 13. 13 Plasma IL-8 levels vs Melanoma Stages No confirmation of literature: no change in IL-8 protein levels in plasma samples of melanoma patients. Reason?
  • 14. 14 No change in plasma & serum IL-8 levels in melanoma Serum IL-8 levels in various Stages of Melanoma Healthy control (n=10) Melanoma (n=37) 0 20 40 60 80 Mean IL-8 levels (pg/ml) Plasma IL-8 levels in various Stages of Melanoma Healthy control (n=20) Melanoma (n=59) 0 5 10 15 20 Mean IL-8 levels (pg/ml) • Some biomarkers can better be detected in serum than in plasma. • However, also in serum samples no confirmation of literature: no change in IL-8 protein levels in melanoma • Reason?
  • 15. 15 Conclusion No confirmation of literature: no change in IL-8 protein levels in melanoma Reasons unclear –Analytics strong –Data analysis strong –Quality/origin of biosamples? Key response selection biomarker is B-RAFV600D/E mutation Key pathway biomarker is phosphorylated ERKSer202/204 = p-ERK
  • 16. 16 16 {Source: Prof Khusru Asadullah, Head of Global Biomarkers Bayer Healthcare}
  • 17. 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 17
  • 18. Reasons for biomarker innovation gap • Not one integrated pipeline of biomarker R&D • Publication pressure towards high impact papers • Lack of interest and funding for confirmatory biomarker studies • Hard to organize multi-lab studies • Biology is complex on organism level • Data cannot be reproduced • Bias towards extreme results • Biomarker variability • … {Source: John Ioannidis, JAMA 2011} {Source: Khusru Asadullah, Nat Rev Drug Disc 2011} 18
  • 19. Some numbers Data obtained from Thomson Reuters Integrity Biomarker Module Eg Biomarkers in time: Prostate cancer May 2011: 2,231 biomarkers Nov 2012: 6,562 biomarkers Oct 2013: 8,358 biomarkers Oct 2014: 10,169 biomarkers with 32,093 biomarker uses EU: CE marking USA: LDT, 510(k), PMA
  • 20. Way forward: shared innovation network projects Standardisation, harmonisation, knowledge sharing needed in: 1. Assay development 2. Clinical validation 20
  • 21. Biomarker Development Center (Netherlands) STW perspectief grant Biomarker Development Center Public-private partnership 4 years Project grant €4.3M of which € 2.2M government, and € 2.1M industry (€ 0.9M cash/ € 1.2M kind) Close interactions with: - Clinicians (biomarker application) - Industry partners and stakeholders - Patient stakeholder associations Open for partners ! 21
  • 22. 22 Thanks to: Biomarker strategies Collaborators Members of: - Organon Biomarker Platform - Schering-Plough Biomarker Group - Merck Research Labs - Molecular Biomarkers Translational Medicine Research Centre Singapore Colleagues, particularly: Erik Sprengers, Shian-Jiun Shih, Brian Henry, Hannes Hentze, Zaiqi Wang, Rachel Ball, Meena Krishnamoorthi, Aveline Neo, Sabry Hamza, Nicole Boo, Lee Kian-Chung, Vidya Anandalaksmi MSD/Merck Colleagues, particularly in: - Oss (Netherlands) - Rahway, Kenilworth, Boston (East Coast, USA) - San Francisco, Palo Alto (West Coast, USA) Many in Asia, Europe, USA, including: - Academic - Consortia - Contract research organizations - Vendors Saco de Visser, Adam Cohen Centre for Human Drug Research, Leiden, NL