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Translational X-omics diagnostics to
drive Personalized Healthcare
Prof Alain van Gool
Professor Personalized Healthcare
Head Translational Metabolic Laboratory
Coordinator Radboudumc Technology Centers
Chair EATRIS Biomarker Platform
Lead PI of Netherlands X-omics Initiative
Personalized healthcare in rare metabolic diseases
Normal Dutch parents
Son Brian, 2002, low birth weight, lactic acidosis, hypoglycaemia
Intellectual diability, movement disorder, epilepsy
† age 3,5 yr (respiratory failure)
Son Joel, 2009, same clinical phenotype
† age 1,5 yr (epilepsy)
Clinical phenotype:
Suspicion of mitochondrial dysfunction
{Wortmann et al, Human Biology 2017}
Case study
2 Alain van Gool, Benelux Precision Medicine Forum, Utrecht, 13 June 2018
Lab tests • ATP production ↓, Creatine phosphate production ↓
• But OXPHOS enzyme complex I-V normal
• Candidate gene sequencing: no variant
• Mechanism of disease?
• In 2010: Whole Exome Sequencing - WARS2
mutations{medicalxpress.com}
{Rodenburg, Biochim
Biophys Acta, 2016}
Case study
New mechanism of disease • WARS2 is mtDNA-coded
tryptophanyl-tRNA synthases
• Novel mutation causes
instability of WARS2 protein
• Less charging of Trp-tRNATrp
• New prenatal genetic test !
Case study
{Wortmann et al, Human Biology 2017}
4 Alain van Gool, Benelux Precision Medicine Forum, Utrecht, 13 June 2018
Meet & greet @ Translational Metabolic Laboratory
Case study
5 Alain van Gool, Benelux Precision Medicine Forum, Utrecht, 13 June 2018
Lessons learned
• Technology innovation is driving impact in personalized
healthcare
• Crucial to combine different molecular views to understand
human health and disease (X-omics)
• Fast translational of biomarker research to implementation
in academic clinical laboratories
Case study
6 Alain van Gool, Benelux Precision Medicine Forum, Utrecht, 13 June 2018
Role of X-omics biomarkers in Personalized Healthcare
Personalized diagnosis
Personalized therapy
= Personalized healthcare
+Patient participation
X-Omics
Therapy monitoring
7 Alain van Gool, Benelux Precision Medicine Forum, Utrecht, 13 June 2018
The power of omics in diagnostics
Single
biomarker
Omics
panel
Patient 1
Patient 2
• Higher diagnostic yield
• Contextualisation of change
• Poly-Omic scores for risk,
diagnosis, prognosis,
prediction and monitoring
(no absolute quantification)
↑ increase
↓ decrease
8 Alain van Gool, Benelux Precision Medicine Forum, Utrecht, 13 June 2018
Genomic impact in Personalized Health(care)
Personalized medicine:
B-RAFV600E drugs for melanoma
Personalized health:
BRCA-driven preventive surgery
9 Alain van Gool, Benelux Precision Medicine Forum, Utrecht, 13 June 2018
Diagnostic progress by Whole Exome Sequencing
Human Genetics Nijmegen (Lisenka Vissers, Marcel Nelen, Han Brunner et al)
Retrospective analysis of Intellectual Disability cohort (n=150)
Sanger sequencing
Gene-by-gene
5.4 tests / patient (1-28)
Whole Exome Sequencing
All genes at once
1 test / patient
10 Alain van Gool, Benelux Precision Medicine Forum, Utrecht, 13 June 2018
Next: Whole Genome Sequencing
Circus plots of Whole Genome Sequences of two metastatic cancer patients
Source: Edwin Cuppen, Hartwig Medical Foundation
11 Alain van Gool, Benelux Precision Medicine Forum, Utrecht, 13 June 2018
Interpretation of genetic variants becomes the issue
“Functional studies can be a powerful tool in
support of pathogenicity”
Richards et al., Genet Med. (2015)17:405-24
Variant classification:
1. Benign
2. Likely benign
3. Uncertain significance
4. Likely pathogenic
5. Pathogenic
Guidelines American College of Medical Genetics and Genomics (ACMG)
More sequence data =
more unknown variants
12 Alain van Gool, Benelux Precision Medicine Forum, Utrecht, 13 June 2018
Need for Functional Omics to study complex systems
Text book
DNA
RNA
Protein
Metabolite
Reality
{Karr, Cell 2012}Environment
13 Alain van Gool, Benelux Precision Medicine Forum, Utrecht, 13 June 2018
Complexity in protein biology
21.000 genes
1.000.000 -2.000.000
protein forms
N-Glycosylation
Truncation
Phosphorylation
Acetylation
Ubiquitination
…
14 Alain van Gool, Benelux Precision Medicine Forum, Utrecht, 13 June 2018
Our functional Omics platforms
Research Biomarkers Diagnostics
Translational Metabolic Laboratory (www.youtube.com/watch?v=yhLbuX0H7rg)
Glycoproteomics
500
1000
1500
2000
m/z
5 10 15 20 25 30 35 40 Time [min]
Metabolomics
400
600
800
1000
1200
1400
m/z
10 20 30 40 50 60 Time [min]
Bottom-up proteomics
Glycomics
Top-down proteomics Functional genomics
15 Alain van Gool, Benelux Precision Medicine Forum, Utrecht, 13 June 2018
Our functional Omics platforms
Research Biomarkers Diagnostics
Metabolomics
Karlien Coene
Leo Kluijtmans
Ron Wevers
16 Alain van Gool, Benelux Precision Medicine Forum, Utrecht, 13 June 2018
Data
Analysis
Data
Interpretation
QTOF Experiment
ESI Pos+Neg
HMDB
Annotation
Statistical
Testing
XCMS Alignment
Raw Data
Analytical QC
check
Interpretation
Data Filtering
Data Processing
QC Check
Raw Data
Processing
‘OpenThe Metabolome’ →
Identification of novel diagnostic
and prognostic biomarkers
WES Integration →
Functional interpretation ofVUS
IEM Panel Analysis →
Broad metabolite screening
Next Generation Metabolic
Screening workflow
17
Karlien Coene, Udo Engelke
Purva Kulkarni, Albert Gerritsen
and others
Our functional Omics platforms
Research Biomarkers Diagnostics
Glycomics
Dirk Lefeber
Glycoproteomics
500
1000
1500
2000
m/z
5 10 15 20 25 30 35 40 Time [min]
18 Alain van Gool, Benelux Precision Medicine Forum, Utrecht, 13 June 2018
Glycoproteomics workflow
Hans Wessels, Dirk Lefeber,
Alain van Gool
19 Alain van Gool, Benelux Precision Medicine Forum, Utrecht, 13 June 2018
20 Alain van Gool, Benelux Precision Medicine Forum, Utrecht, 13 June 2018
Precision medicine in genetic-metabolic disease – current
Personalized diagnosis
Genomics
(WES)
Metabolomics
New disease
mechanisms
Personalized therapies
Nature Genetics 2018
NEJM 2014
Nature 2016
NEJM 2014
Genet Med 2017
Glycomics
Precision medicine in genetic-metabolic disease - future
Personalized diagnosis
Genomics
(WGS)
Metabolomics
New personalized
therapies
Glycomics
Glycoproteomics
Deep Learning
Artificial Intelligence
System biology
Nature Genetics 2016 Pilot 2017
New disease
mechanisms
21 Alain van Gool, Benelux Precision Medicine Forum, Utrecht, 13 June 2018
High need to bring clinical X-omics to higher level
• Technologies: Quality, harmonised, standardised, cheaper, higher throughput
• Translation: Clinical and regulatory acceptance
• Genomics is quite advanced
• Proteomics, metabolomics (and other omics) much less so
22
Dynamic
Static 1. Biology
2. Analytics
• Samples
• Preanalytical factors
• Analytics
• Data analysis
• Interpretation
3. Implementation
(democratization)
23 Alain van Gool, Benelux Precision Medicine Forum, Utrecht, 13 June 2018
Progress further through collaboration
European networks
national
local
24 Alain van Gool, Benelux Precision Medicine Forum, Utrecht, 13 June 2018
www.radboudumc.nl/research/technologycenters
25
X-omics
Data
Clinical
Preclinical
Imaging
Netherlands X-omics Initiative
Quality
Best practice
Expertise
Standards
FAIR data
Coordinator: Alain van Gool
26 Alain van Gool, Benelux Precision Medicine Forum, Utrecht, 13 June 2018
X-omics infrastructure
Quality
Best practice
Expertise
• Helpdesk
• Training
• Community
• Demonstrators (Cell, Individual, Population)
• Data integration
• Data analysis
• Study design
• Sample handling
• Data stewardship
• Resolution, sensitivity,
coverage
• Harmonisation,
standardisation,
data FAIR-at-source
X-omics
approach
Push omics
technologies
Outreach
27 Alain van Gool, Benelux Precision Medicine Forum, Utrecht, 13 June 2018
X-omics Festival 16 April 2019
• X-omics project kick-off
• Sharing dreams and visions
• Keynote lectures
• Interactive sessions
• Meet & greet experts
• Technology demo’s
28 Alain van Gool, Benelux Precision Medicine Forum, Utrecht, 13 June 2018
X-omics summer school July 2019
1. Biomarkers
2. Next gen sequencing
3. Mass spectrometry
4. Data integration & analysis
5. Case studies
5 days @Radboud University Nijmegen
1-5 July 2019
Theory + Hands-on
www.x-omics.nl
www Radboud University.
Quick link: goo.gl/pyrvS6
29 Alain van Gool, Benelux Precision Medicine Forum, Utrecht, 13 June 2018
X-omics next steps
1. Advancing X-omics technologies far beyond state-of-the-art
2. Realizing a genuinely integrated X-omics infrastructure in Netherlands
3. Driving best science and impact
Other
networks &
infrastructures
Consortium kick-off
Nijmegen, 14 Sept 2018
30 Alain van Gool, Benelux Precision Medicine Forum, Utrecht, 13 June 2018
Collaboration in United for Metabolic Disease
• Netherlands multidisciplinary
collaboration
• Clinicians + laboratory
specialists + patients
• Step-wise focus:
1. Awareness
2. Diagnosis
3. Understanding
4. Therapies
5. Care and prevention
• Link to technology in
Netherlands X-omics Initiative
31 Alain van Gool, Benelux Precision Medicine Forum, Utrecht, 13 June 2018
New: Handbook of Biomarkers and Precision Medicine
70 manuscripts from experts in pharma,
diagnostics, clinic, technology
1. What is a biomarker and their role in drug
development?
2. Biomarkers in preclinical sciences
3. Biomarkers in translational sciences
4. Biomarker-informed clinical trials
5. The road ahead in precision medicine
6. Lessons from the past and pioneers of the
future
7. Emerging technologies
8. The next frontiers in therapeutic target areas
9. Lessons learned and what’s next?
Publication data May 3rd 2019
32 Alain van Gool, Benelux Precision Medicine Forum, Utrecht, 13 June 2018
Afterthought: there is no single one reflection of health
• Funhouse mirror effect
• Multiple sources of your data
• Multiple Omics
• Clinical chemistry
• Electronic Patient Dossier
• Wearables
• Digital biomarkers
• Commercial health tests
• Social media
• Surrounding
• Each are a skewed image of you
• How to deal with all of this for
your personal health(care)?
{Mira Vegter, Hub Zwart, Alain van Gool, in prep}
33 Alain van Gool, Benelux Precision Medicine Forum, Utrecht, 13 June 2018
Acknowledgements
Translational Metabolic Laboratory
Hans Wessels
Dirk Lefeber
Karlien Coene
Leo Kluijtmans
Richard Rodenburg
Jolein Gloerich
Roel Tans
Esther Willems
Omar Tutakhel
Marek Noga
Albert Gerritsen
Purva Kulkarni
and others
Edwin Cuppen
Albert Heck
Thomas Hankemeier
Peter Bram ‘t Hoen
Daniella Kasteel
and others
Collaborators/funders
Human Genetics Nijmegen
Helger Ijntema
Marcel Nelen
Alexander Hoischen
Lisenka Vissers
Christian Gillisen
Han Brunner
and others
alain.vangool@radboudumc.nl
www.radboudumc.nl/en/people/alain-van-gool
www.slideshare.net/alainvangool
CarTarDis
Dapha Habets
Irene Keularts
and others
Rainer Bischoff
Theo Luider
and others

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2019 05-14 Benelux Precision Medicine Forum, Utrecht, Alain van Gool

  • 1. Translational X-omics diagnostics to drive Personalized Healthcare Prof Alain van Gool Professor Personalized Healthcare Head Translational Metabolic Laboratory Coordinator Radboudumc Technology Centers Chair EATRIS Biomarker Platform Lead PI of Netherlands X-omics Initiative
  • 2. Personalized healthcare in rare metabolic diseases Normal Dutch parents Son Brian, 2002, low birth weight, lactic acidosis, hypoglycaemia Intellectual diability, movement disorder, epilepsy † age 3,5 yr (respiratory failure) Son Joel, 2009, same clinical phenotype † age 1,5 yr (epilepsy) Clinical phenotype: Suspicion of mitochondrial dysfunction {Wortmann et al, Human Biology 2017} Case study 2 Alain van Gool, Benelux Precision Medicine Forum, Utrecht, 13 June 2018
  • 3. Lab tests • ATP production ↓, Creatine phosphate production ↓ • But OXPHOS enzyme complex I-V normal • Candidate gene sequencing: no variant • Mechanism of disease? • In 2010: Whole Exome Sequencing - WARS2 mutations{medicalxpress.com} {Rodenburg, Biochim Biophys Acta, 2016} Case study
  • 4. New mechanism of disease • WARS2 is mtDNA-coded tryptophanyl-tRNA synthases • Novel mutation causes instability of WARS2 protein • Less charging of Trp-tRNATrp • New prenatal genetic test ! Case study {Wortmann et al, Human Biology 2017} 4 Alain van Gool, Benelux Precision Medicine Forum, Utrecht, 13 June 2018
  • 5. Meet & greet @ Translational Metabolic Laboratory Case study 5 Alain van Gool, Benelux Precision Medicine Forum, Utrecht, 13 June 2018
  • 6. Lessons learned • Technology innovation is driving impact in personalized healthcare • Crucial to combine different molecular views to understand human health and disease (X-omics) • Fast translational of biomarker research to implementation in academic clinical laboratories Case study 6 Alain van Gool, Benelux Precision Medicine Forum, Utrecht, 13 June 2018
  • 7. Role of X-omics biomarkers in Personalized Healthcare Personalized diagnosis Personalized therapy = Personalized healthcare +Patient participation X-Omics Therapy monitoring 7 Alain van Gool, Benelux Precision Medicine Forum, Utrecht, 13 June 2018
  • 8. The power of omics in diagnostics Single biomarker Omics panel Patient 1 Patient 2 • Higher diagnostic yield • Contextualisation of change • Poly-Omic scores for risk, diagnosis, prognosis, prediction and monitoring (no absolute quantification) ↑ increase ↓ decrease 8 Alain van Gool, Benelux Precision Medicine Forum, Utrecht, 13 June 2018
  • 9. Genomic impact in Personalized Health(care) Personalized medicine: B-RAFV600E drugs for melanoma Personalized health: BRCA-driven preventive surgery 9 Alain van Gool, Benelux Precision Medicine Forum, Utrecht, 13 June 2018
  • 10. Diagnostic progress by Whole Exome Sequencing Human Genetics Nijmegen (Lisenka Vissers, Marcel Nelen, Han Brunner et al) Retrospective analysis of Intellectual Disability cohort (n=150) Sanger sequencing Gene-by-gene 5.4 tests / patient (1-28) Whole Exome Sequencing All genes at once 1 test / patient 10 Alain van Gool, Benelux Precision Medicine Forum, Utrecht, 13 June 2018
  • 11. Next: Whole Genome Sequencing Circus plots of Whole Genome Sequences of two metastatic cancer patients Source: Edwin Cuppen, Hartwig Medical Foundation 11 Alain van Gool, Benelux Precision Medicine Forum, Utrecht, 13 June 2018
  • 12. Interpretation of genetic variants becomes the issue “Functional studies can be a powerful tool in support of pathogenicity” Richards et al., Genet Med. (2015)17:405-24 Variant classification: 1. Benign 2. Likely benign 3. Uncertain significance 4. Likely pathogenic 5. Pathogenic Guidelines American College of Medical Genetics and Genomics (ACMG) More sequence data = more unknown variants 12 Alain van Gool, Benelux Precision Medicine Forum, Utrecht, 13 June 2018
  • 13. Need for Functional Omics to study complex systems Text book DNA RNA Protein Metabolite Reality {Karr, Cell 2012}Environment 13 Alain van Gool, Benelux Precision Medicine Forum, Utrecht, 13 June 2018
  • 14. Complexity in protein biology 21.000 genes 1.000.000 -2.000.000 protein forms N-Glycosylation Truncation Phosphorylation Acetylation Ubiquitination … 14 Alain van Gool, Benelux Precision Medicine Forum, Utrecht, 13 June 2018
  • 15. Our functional Omics platforms Research Biomarkers Diagnostics Translational Metabolic Laboratory (www.youtube.com/watch?v=yhLbuX0H7rg) Glycoproteomics 500 1000 1500 2000 m/z 5 10 15 20 25 30 35 40 Time [min] Metabolomics 400 600 800 1000 1200 1400 m/z 10 20 30 40 50 60 Time [min] Bottom-up proteomics Glycomics Top-down proteomics Functional genomics 15 Alain van Gool, Benelux Precision Medicine Forum, Utrecht, 13 June 2018
  • 16. Our functional Omics platforms Research Biomarkers Diagnostics Metabolomics Karlien Coene Leo Kluijtmans Ron Wevers 16 Alain van Gool, Benelux Precision Medicine Forum, Utrecht, 13 June 2018
  • 17. Data Analysis Data Interpretation QTOF Experiment ESI Pos+Neg HMDB Annotation Statistical Testing XCMS Alignment Raw Data Analytical QC check Interpretation Data Filtering Data Processing QC Check Raw Data Processing ‘OpenThe Metabolome’ → Identification of novel diagnostic and prognostic biomarkers WES Integration → Functional interpretation ofVUS IEM Panel Analysis → Broad metabolite screening Next Generation Metabolic Screening workflow 17 Karlien Coene, Udo Engelke Purva Kulkarni, Albert Gerritsen and others
  • 18. Our functional Omics platforms Research Biomarkers Diagnostics Glycomics Dirk Lefeber Glycoproteomics 500 1000 1500 2000 m/z 5 10 15 20 25 30 35 40 Time [min] 18 Alain van Gool, Benelux Precision Medicine Forum, Utrecht, 13 June 2018
  • 19. Glycoproteomics workflow Hans Wessels, Dirk Lefeber, Alain van Gool 19 Alain van Gool, Benelux Precision Medicine Forum, Utrecht, 13 June 2018
  • 20. 20 Alain van Gool, Benelux Precision Medicine Forum, Utrecht, 13 June 2018 Precision medicine in genetic-metabolic disease – current Personalized diagnosis Genomics (WES) Metabolomics New disease mechanisms Personalized therapies Nature Genetics 2018 NEJM 2014 Nature 2016 NEJM 2014 Genet Med 2017 Glycomics
  • 21. Precision medicine in genetic-metabolic disease - future Personalized diagnosis Genomics (WGS) Metabolomics New personalized therapies Glycomics Glycoproteomics Deep Learning Artificial Intelligence System biology Nature Genetics 2016 Pilot 2017 New disease mechanisms 21 Alain van Gool, Benelux Precision Medicine Forum, Utrecht, 13 June 2018
  • 22. High need to bring clinical X-omics to higher level • Technologies: Quality, harmonised, standardised, cheaper, higher throughput • Translation: Clinical and regulatory acceptance • Genomics is quite advanced • Proteomics, metabolomics (and other omics) much less so 22 Dynamic Static 1. Biology 2. Analytics • Samples • Preanalytical factors • Analytics • Data analysis • Interpretation 3. Implementation (democratization)
  • 23. 23 Alain van Gool, Benelux Precision Medicine Forum, Utrecht, 13 June 2018
  • 24. Progress further through collaboration European networks national local 24 Alain van Gool, Benelux Precision Medicine Forum, Utrecht, 13 June 2018
  • 26. Netherlands X-omics Initiative Quality Best practice Expertise Standards FAIR data Coordinator: Alain van Gool 26 Alain van Gool, Benelux Precision Medicine Forum, Utrecht, 13 June 2018
  • 27. X-omics infrastructure Quality Best practice Expertise • Helpdesk • Training • Community • Demonstrators (Cell, Individual, Population) • Data integration • Data analysis • Study design • Sample handling • Data stewardship • Resolution, sensitivity, coverage • Harmonisation, standardisation, data FAIR-at-source X-omics approach Push omics technologies Outreach 27 Alain van Gool, Benelux Precision Medicine Forum, Utrecht, 13 June 2018
  • 28. X-omics Festival 16 April 2019 • X-omics project kick-off • Sharing dreams and visions • Keynote lectures • Interactive sessions • Meet & greet experts • Technology demo’s 28 Alain van Gool, Benelux Precision Medicine Forum, Utrecht, 13 June 2018
  • 29. X-omics summer school July 2019 1. Biomarkers 2. Next gen sequencing 3. Mass spectrometry 4. Data integration & analysis 5. Case studies 5 days @Radboud University Nijmegen 1-5 July 2019 Theory + Hands-on www.x-omics.nl www Radboud University. Quick link: goo.gl/pyrvS6 29 Alain van Gool, Benelux Precision Medicine Forum, Utrecht, 13 June 2018
  • 30. X-omics next steps 1. Advancing X-omics technologies far beyond state-of-the-art 2. Realizing a genuinely integrated X-omics infrastructure in Netherlands 3. Driving best science and impact Other networks & infrastructures Consortium kick-off Nijmegen, 14 Sept 2018 30 Alain van Gool, Benelux Precision Medicine Forum, Utrecht, 13 June 2018
  • 31. Collaboration in United for Metabolic Disease • Netherlands multidisciplinary collaboration • Clinicians + laboratory specialists + patients • Step-wise focus: 1. Awareness 2. Diagnosis 3. Understanding 4. Therapies 5. Care and prevention • Link to technology in Netherlands X-omics Initiative 31 Alain van Gool, Benelux Precision Medicine Forum, Utrecht, 13 June 2018
  • 32. New: Handbook of Biomarkers and Precision Medicine 70 manuscripts from experts in pharma, diagnostics, clinic, technology 1. What is a biomarker and their role in drug development? 2. Biomarkers in preclinical sciences 3. Biomarkers in translational sciences 4. Biomarker-informed clinical trials 5. The road ahead in precision medicine 6. Lessons from the past and pioneers of the future 7. Emerging technologies 8. The next frontiers in therapeutic target areas 9. Lessons learned and what’s next? Publication data May 3rd 2019 32 Alain van Gool, Benelux Precision Medicine Forum, Utrecht, 13 June 2018
  • 33. Afterthought: there is no single one reflection of health • Funhouse mirror effect • Multiple sources of your data • Multiple Omics • Clinical chemistry • Electronic Patient Dossier • Wearables • Digital biomarkers • Commercial health tests • Social media • Surrounding • Each are a skewed image of you • How to deal with all of this for your personal health(care)? {Mira Vegter, Hub Zwart, Alain van Gool, in prep} 33 Alain van Gool, Benelux Precision Medicine Forum, Utrecht, 13 June 2018
  • 34. Acknowledgements Translational Metabolic Laboratory Hans Wessels Dirk Lefeber Karlien Coene Leo Kluijtmans Richard Rodenburg Jolein Gloerich Roel Tans Esther Willems Omar Tutakhel Marek Noga Albert Gerritsen Purva Kulkarni and others Edwin Cuppen Albert Heck Thomas Hankemeier Peter Bram ‘t Hoen Daniella Kasteel and others Collaborators/funders Human Genetics Nijmegen Helger Ijntema Marcel Nelen Alexander Hoischen Lisenka Vissers Christian Gillisen Han Brunner and others alain.vangool@radboudumc.nl www.radboudumc.nl/en/people/alain-van-gool www.slideshare.net/alainvangool CarTarDis Dapha Habets Irene Keularts and others Rainer Bischoff Theo Luider and others