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Innovation within the
Netherlands X-omics Initiative
Prof Alain van Gool
Professor Personalized Healthcare
Head Translational Metabolic Laboratory
Strategic advisor of the executive board
Coordinator Radboudumc Technology Centers
CHAINS 2018
4 Dec 2018, Veldhoven
www.radboudumc.nl
Role of molecular biomarkers in Personalized Healthcare
Personalized diagnosis
Personalized therapy
= Personalized healthcare
+Patient participation
X-Omics
Therapy monitoring
3 Alain van Gool, CHAINS 2018, Veldhoven, 4 Dec 2018
Genomic impact in Personalized Health(care)
Personalized medicine:
B-RAFV600E drugs for melanoma
Personalized health:
BRCA-driven preventive surgery
4 Alain van Gool, CHAINS 2018, Veldhoven, 4 Dec 2018
Genomics developments
More and longer reads at lower costs
5 Alain van Gool, CHAINS 2018, Veldhoven, 4 Dec 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
6 Alain van Gool, CHAINS 2018, Veldhoven, 4 Dec 2018
Next: Whole Genome Sequencing
Circus plots of Whole Genome Sequences of two metastatic cancer patients
Source: prof Edwin Cuppen, Hartwig Medical Foundation
7 Alain van Gool, CHAINS 2018, Veldhoven, 4 Dec 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
8 Alain van Gool, CHAINS 2018, Veldhoven, 4 Dec 2018
The DNA-RNA-protein-metabolite dogma
Text book
DNA
RNA
Protein
Metabolite
Reality
{Karr, Cell 2012}Environment
9 Alain van Gool, CHAINS 2018, Veldhoven, 4 Dec 2018
Complexity in protein biology
21.000 genes
1.000.000 -2.000.000
protein forms
N-Glycosylation
Truncation
Phosphorylation
Acetylation
Ubiquitination
…
10 Alain van Gool, CHAINS 2018, Veldhoven, 4 Dec 2018
Our functional Omics platforms
Research Biomarkers Diagnostics
Translational Metabolic Laboratory (www.youtube.com/watch?v=yhLbuX0H7rg)
Glycopeptidomics
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
11 Alain van Gool, CHAINS 2018, Veldhoven, 4 Dec 2018
12 Alain van Gool, CHAINS 2018, Veldhoven, 4 Dec 2018
Uric acid
Human
samples
Plasma, CSF (urine)
Controls vs. patient
QTOF Mass Spectrometry
- Reverse phase liquid chromatography
- Positive and negative mode
- Features
XCMS
Alignment
Peak comparison
> 10,000 Features
Xanthine
Whole Exome Sequencing
Karlien Coene
Leo Kluijtmans
Ron Wevers
Genomics & Metabolomics
Genomics & Glycomics
SLC8A6
GlycoModelControl(n=40)
SLC10A7-CDG
(n=4)
O
therCDG
-II(n=21)
-150
-100
-50
0
50
100
P33
P32
P17
P39
Modelvalues
99 patients; 47 without known gene defect
- Glycomics profiling on 99
- Intact transferrin glycoprofiling on 99
- Whole Exome Sequencing for 32 cases
PGM1: New Eng J Med 2014
Man1B1: Brain 2014
More subtle changes: here
(manuscript in prep)
Dirk Lefeber
Monique van
Scherpenzeel
13 Alain van Gool, CHAINS 2018, Veldhoven, 4 Dec 2018
Genomics & Glycoproteomics
• 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 !?
Hans Wessels, Alain van Gool, Dirk Lefeber
14 Alain van Gool, CHAINS 2018, Veldhoven, 4 Dec 2018
Functional genomics
functional validation
of variants with unknown
significance
CRISPR/Cas9
rescue
biomarkers
animal model
iPSC
+nGFP +nGFP +TAZ
contr BTH BTH
PTPS deficiency PTPS deficiency-Corr#1
TH/βIII-tubulin/DAPI
complementation
Control clpb MO
mdh1Δ
mdh1-P128L
mdh1-P202L
mdh1-G30R
hMDH2
MDH1
-
YPD
fermentation
YPD
respiration
Îą-actinin
Îą-ManNAc
CH3
β-ManNAc
CH3
2.10 2.05 2.00
{Rodenburg,
J Inherit Metab Dis, 2018}
micro-organism model
Richard Rodenburg
Omar Tutakhel
15 Alain van Gool, CHAINS 2018, Veldhoven, 4 Dec 2018
Precision medicine in genetic-metabolic disease – current
Personalized diagnosis
Genomics
(WES)
Metabolomics
(IEM panel)
New disease
mechanisms
Personalized therapies
Nature Genetics 2018
NEJM 2014
Nature 2016
NEJM 2014
Genet Med 2017
16 Alain van Gool, CHAINS 2018, Veldhoven, 4 Dec 2018
Diagnostic glycoproteomics pipeline
Comprehensive QC analytics
Diagnostic glycoproteomics pipeline
Comprehensive QC analytics
Precision medicine in genetic-metabolic disease - future
Personalized diagnosis
Genomics
(WGS)
Metabolomics
(more panels)
New personalized
therapies
Glycomics
Glycoproteomics
Deep Learning
Artificial Intelligence
System biology
Nature Genetics 2016 Pilot 2017
New disease
mechanisms
19 Alain van Gool, CHAINS 2018, Veldhoven, 4 Dec 2018
Progress further through collaboration
European networks
national
local
20 Alain van Gool, CHAINS 2018, Veldhoven, 4 Dec 2018
National large-scale scientific infrastructures
www.nwo.nl21 Alain van Gool, CHAINS 2018, Veldhoven, 4 Dec 2018
Netherlands X-omics Initiative
www.x-omics.nl
• Access
• Helpdesk / training
• Collaboration
22 Alain van Gool, CHAINS 2018, Veldhoven, 4 Dec 2018
23 Alain van Gool, CHAINS 2018, Veldhoven, 4 Dec 2018
Netherlands X-omics Initiative
Push omics
technologies
• Resolution
• Sensitivity
• Coverage
Genomics
Proteomics
Metabolomics
• Quality
• Standards
• Data FAIR
at source
X-omics
• Study design
• Sample handling
• Data cataloging
• Quality
• Expertise
• Best practice
• Data integration
• Data analysis
• Best practice
• Access
• Helpdesk / training
• Collaboration
24 Alain van Gool, CHAINS 2018, Veldhoven, 4 Dec 2018
X-omics demonstrators
www.x-omics.nl
1. Cell/organoid
• Understanding cancer drug response and resistance
• Drug-induced dynamic pathway analysis
2. Individual
• Understanding personalized differences in rare diseases
• Systemic changes to biological challenges
3. Population
• Understanding genetic variants in Dutch population
• Statistical correlations
To showcase and field test new X-omics capabilities
25 Alain van Gool, CHAINS 2018, Veldhoven, 4 Dec 2018
Objectives next years
www.x-omics.nl26 Alain van Gool, Benelux Precision Medicine Forum, Utrecht, 13 June 2018
1. Advancing X-omics technologies far
beyond state-of-the-art
2. Realizing a genuinely integrated X-omics
infrastructure in Netherlands
3. Use infrastructure for new biology
Consortium kick-off
Nijmegen, 14 Sept 2018
Other
networks,
infrastructures,
cohorts,
projects
Acknowledgements
Translational Metabolic Laboratory
Hans Wessels
Dirk Lefeber
Karlien Coene
Leo Kluijtmans
Richard Rodenburg
Jolein Gloerich
Anouk Suppers
Purva Kulkarni
Albert Gerritsen
Roel Tans
Esther Willems
Ron Wevers
and others
Edwin Cuppen
Albert Heck
Thomas Hankemeier
Peter Bram ‘t Hoen
Daniella Kasteel
and others
Collaborators/funders
Human Genetics Nijmegen
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
Irene Keularts
Hans Scheffer
and others
Rainer Bischoff
Theo Luider
and others

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2018 12-04 CHAINS X-omics workshop lecture, Veldhoven, Alain van Gool

  • 1. Innovation within the Netherlands X-omics Initiative Prof Alain van Gool Professor Personalized Healthcare Head Translational Metabolic Laboratory Strategic advisor of the executive board Coordinator Radboudumc Technology Centers CHAINS 2018 4 Dec 2018, Veldhoven
  • 3. Role of molecular biomarkers in Personalized Healthcare Personalized diagnosis Personalized therapy = Personalized healthcare +Patient participation X-Omics Therapy monitoring 3 Alain van Gool, CHAINS 2018, Veldhoven, 4 Dec 2018
  • 4. Genomic impact in Personalized Health(care) Personalized medicine: B-RAFV600E drugs for melanoma Personalized health: BRCA-driven preventive surgery 4 Alain van Gool, CHAINS 2018, Veldhoven, 4 Dec 2018
  • 5. Genomics developments More and longer reads at lower costs 5 Alain van Gool, CHAINS 2018, Veldhoven, 4 Dec 2018
  • 6. 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 6 Alain van Gool, CHAINS 2018, Veldhoven, 4 Dec 2018
  • 7. Next: Whole Genome Sequencing Circus plots of Whole Genome Sequences of two metastatic cancer patients Source: prof Edwin Cuppen, Hartwig Medical Foundation 7 Alain van Gool, CHAINS 2018, Veldhoven, 4 Dec 2018
  • 8. 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 8 Alain van Gool, CHAINS 2018, Veldhoven, 4 Dec 2018
  • 9. The DNA-RNA-protein-metabolite dogma Text book DNA RNA Protein Metabolite Reality {Karr, Cell 2012}Environment 9 Alain van Gool, CHAINS 2018, Veldhoven, 4 Dec 2018
  • 10. Complexity in protein biology 21.000 genes 1.000.000 -2.000.000 protein forms N-Glycosylation Truncation Phosphorylation Acetylation Ubiquitination … 10 Alain van Gool, CHAINS 2018, Veldhoven, 4 Dec 2018
  • 11. Our functional Omics platforms Research Biomarkers Diagnostics Translational Metabolic Laboratory (www.youtube.com/watch?v=yhLbuX0H7rg) Glycopeptidomics 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 11 Alain van Gool, CHAINS 2018, Veldhoven, 4 Dec 2018
  • 12. 12 Alain van Gool, CHAINS 2018, Veldhoven, 4 Dec 2018 Uric acid Human samples Plasma, CSF (urine) Controls vs. patient QTOF Mass Spectrometry - Reverse phase liquid chromatography - Positive and negative mode - Features XCMS Alignment Peak comparison > 10,000 Features Xanthine Whole Exome Sequencing Karlien Coene Leo Kluijtmans Ron Wevers Genomics & Metabolomics
  • 13. Genomics & Glycomics SLC8A6 GlycoModelControl(n=40) SLC10A7-CDG (n=4) O therCDG -II(n=21) -150 -100 -50 0 50 100 P33 P32 P17 P39 Modelvalues 99 patients; 47 without known gene defect - Glycomics profiling on 99 - Intact transferrin glycoprofiling on 99 - Whole Exome Sequencing for 32 cases PGM1: New Eng J Med 2014 Man1B1: Brain 2014 More subtle changes: here (manuscript in prep) Dirk Lefeber Monique van Scherpenzeel 13 Alain van Gool, CHAINS 2018, Veldhoven, 4 Dec 2018
  • 14. Genomics & Glycoproteomics • 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 !? Hans Wessels, Alain van Gool, Dirk Lefeber 14 Alain van Gool, CHAINS 2018, Veldhoven, 4 Dec 2018
  • 15. Functional genomics functional validation of variants with unknown significance CRISPR/Cas9 rescue biomarkers animal model iPSC +nGFP +nGFP +TAZ contr BTH BTH PTPS deficiency PTPS deficiency-Corr#1 TH/βIII-tubulin/DAPI complementation Control clpb MO mdh1Δ mdh1-P128L mdh1-P202L mdh1-G30R hMDH2 MDH1 - YPD fermentation YPD respiration Îą-actinin Îą-ManNAc CH3 β-ManNAc CH3 2.10 2.05 2.00 {Rodenburg, J Inherit Metab Dis, 2018} micro-organism model Richard Rodenburg Omar Tutakhel 15 Alain van Gool, CHAINS 2018, Veldhoven, 4 Dec 2018
  • 16. Precision medicine in genetic-metabolic disease – current Personalized diagnosis Genomics (WES) Metabolomics (IEM panel) New disease mechanisms Personalized therapies Nature Genetics 2018 NEJM 2014 Nature 2016 NEJM 2014 Genet Med 2017 16 Alain van Gool, CHAINS 2018, Veldhoven, 4 Dec 2018
  • 19. Precision medicine in genetic-metabolic disease - future Personalized diagnosis Genomics (WGS) Metabolomics (more panels) New personalized therapies Glycomics Glycoproteomics Deep Learning Artificial Intelligence System biology Nature Genetics 2016 Pilot 2017 New disease mechanisms 19 Alain van Gool, CHAINS 2018, Veldhoven, 4 Dec 2018
  • 20. Progress further through collaboration European networks national local 20 Alain van Gool, CHAINS 2018, Veldhoven, 4 Dec 2018
  • 21. National large-scale scientific infrastructures www.nwo.nl21 Alain van Gool, CHAINS 2018, Veldhoven, 4 Dec 2018
  • 22. Netherlands X-omics Initiative www.x-omics.nl • Access • Helpdesk / training • Collaboration 22 Alain van Gool, CHAINS 2018, Veldhoven, 4 Dec 2018
  • 23. 23 Alain van Gool, CHAINS 2018, Veldhoven, 4 Dec 2018
  • 24. Netherlands X-omics Initiative Push omics technologies • Resolution • Sensitivity • Coverage Genomics Proteomics Metabolomics • Quality • Standards • Data FAIR at source X-omics • Study design • Sample handling • Data cataloging • Quality • Expertise • Best practice • Data integration • Data analysis • Best practice • Access • Helpdesk / training • Collaboration 24 Alain van Gool, CHAINS 2018, Veldhoven, 4 Dec 2018
  • 25. X-omics demonstrators www.x-omics.nl 1. Cell/organoid • Understanding cancer drug response and resistance • Drug-induced dynamic pathway analysis 2. Individual • Understanding personalized differences in rare diseases • Systemic changes to biological challenges 3. Population • Understanding genetic variants in Dutch population • Statistical correlations To showcase and field test new X-omics capabilities 25 Alain van Gool, CHAINS 2018, Veldhoven, 4 Dec 2018
  • 26. Objectives next years www.x-omics.nl26 Alain van Gool, Benelux Precision Medicine Forum, Utrecht, 13 June 2018 1. Advancing X-omics technologies far beyond state-of-the-art 2. Realizing a genuinely integrated X-omics infrastructure in Netherlands 3. Use infrastructure for new biology Consortium kick-off Nijmegen, 14 Sept 2018 Other networks, infrastructures, cohorts, projects
  • 27. Acknowledgements Translational Metabolic Laboratory Hans Wessels Dirk Lefeber Karlien Coene Leo Kluijtmans Richard Rodenburg Jolein Gloerich Anouk Suppers Purva Kulkarni Albert Gerritsen Roel Tans Esther Willems Ron Wevers and others Edwin Cuppen Albert Heck Thomas Hankemeier Peter Bram ‘t Hoen Daniella Kasteel and others Collaborators/funders Human Genetics Nijmegen 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 Irene Keularts Hans Scheffer and others Rainer Bischoff Theo Luider and others