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Integration of ‘omics data
towards integrated
personalized diagnostics
Alain van Gool
Professor Personalized Healthcare
Head Translational Metabolic Laboratory
Belfast, 28 Nov 2017
1st European Alliance for Personalised Medicine Congress
https://www.youtube.com/watch?v=yhLbuX0H7rg (search TML on Youtube)
2 Alain van Gool, EAPM, Belfast, 28 Nov 2017
www.radboudumc.nl
Our ambition to X-Omics in Personalized Healthcare’
• Personalized diagnosis
• Personalized therapy
= Personalized healthcare
+
• Patient participation
X-Omics
4 Alain van Gool, EAPM, Belfast, 28 Nov 2017
X-omics in (functional) genome diagnostics
Agilent V4  V5
0
100
200
300
400
500
600
700
january
februari
march
april
may
june
july
august
september
october
november
december
january
februari
march
april
may
june
july
august
september
october
november
december
january
februari
march
april
may
june
july
august
september
october
november
december
january
februari
march
april
may
june
july
2013
(n=1,533)
2014
(n=4,213)
2015
(n=5,964)
Q1-Q2 2016
(n=3,543)
#clinicalexomes/month
Outsourcing to BGI
Agilent V4
Hiseq2000 Hiseq
2000 
4000
Human Genetics Nijmegen (Lisenka Vissers, Marcel Nelen, Han Brunner et al)
5 Alain van Gool, EAPM, Belfast, 28 Nov 2017
Added value of WES
Total number of patients
with a possible diagnosis: 41
Diagnostic yield WES in retrospective ID cohort (n=150)
Whole Exome Sequencing testing
Total number of tests: 150 (x3)
Average #tests/patient: 1
Genetic cause identified: 44
Standard GENETIC testing
Total number of tests: 810
Average #tests/patient: 5.4 (1-28)
Genetic cause identified: 11
Human Genetics Nijmegen (Lisenka Vissers, Marcel Nelen, Han Brunner et al)
6 Alain van Gool, EAPM, Belfast, 28 Nov 2017
Our functional Omics platforms
Research Biomarkers Diagnostics
Translational Metabolic Laboratory (www.youtube.com/watch?v=yhLbuX0H7rg)
Targeted proteomics
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
8 Alain van Gool, EAPM, Belfast, 28 Nov 2017
9 Alain van Gool, EAPM, Belfast, 28 Nov 2017
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
Leo Kluijtmans,
Ron Wevers
Genomics & Metabolomics
10 Alain van Gool, EAPM, Belfast, 28 Nov 2017
Genomics & Glycomics
SLC8A6
GlycoModelC
ontrol(n=40)
SLC
10A
7-C
D
G
(n=4)
O
therC
D
G
-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)
Moving to Genomics & Glycoproteomics
Gene
Protein
N-Glycosylation
11 Alain van Gool, EAPM, Belfast, 28 Nov 2017
Comprehensive glycopeptide profiling workflow
• 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, Dirk Lefeber}
12 Alain van Gool, EAPM, Belfast, 28 Nov 2017
Comprehensive glycopeptide profiling workflow
{Hans Wessels, Anouk Suppers,
Dirk Lefeber, Monique van Scherpenzeel}
Performance Glycopeptide profiling versus Glycomics
GlycomicsGlycopeptide
profiling
14 Alain van Gool, EAPM, Belfast, 28 Nov 2017
Basis for Personalized Medicine
{Dirk Lefeber, Monique van Scherpenzeel}
• Rare disease: liver disease and dilated cardiomyopathy (5-20 years)
• Specific sugar loss of serum transferrin identified via glycoproteomics
• Genetic defect in glycosylation enzyme (PGM1) identified via exome sequencing
• Outcome 1: Explanation of disease
• Outcome 2: Dietary intervention as succesful personalized therapy
• Outcome 3: Glycoprofile of intact transferrin protein (80 kDa) applied as diagnostic test
15 Alain van Gool, EAPM, Belfast, 28 Nov 2017
Progress further through collaboration
(local)
(European)
(national)
(global)
16 Alain van Gool, EAPM, Belfast, 28 Nov 2017
Collaboration towards Good Biomarker Practices
{van Gool et al, Nature Reviews Drug Discovery, Apr 2017}
COST action CA16113
http://clinimark.eu
17 Alain van Gool, EAPM, Belfast, 28 Nov 2017
Collaboration towards a Netherlands X-omics Initiative
www.x-omics.nl
18 Alain van Gool, EAPM, Belfast, 28 Nov 2017
Collaboration towards nationwide programs
Health-RI conference
Utrecht
8th Dec 2017
19 Alain van Gool, EAPM, Belfast, 28 Nov 2017
health-ri.org
Acknowledgements
Hans Wessels Jolein Gloerich
Roel Tans Esther Willems
Maurice van Dael Jenneke Keizer
Dirk Lefeber Monique van
Scherpenzeel
Leo Kluijtmans Ron Wevers
Marcel Verbeek Lucien Engelen
Jan Kremer Bas Bloem
Nathalie Bovy Paul Smits
the Radboudumc Technology Centers
and many others
Jan van der Greef Ben van Ommen
Ivana Bobeldijk Hans Princen
Lars Verschuren Marjan van Erk
Suzan Wopereis Heleen Wortelboer
Wessel Kraaij Ronald Mooi
Peter van Dijken Cyrille Krul
and many others
Ruben Kok Barend Mons
Jaap Heringa Merlijn van Rijswijk and
many others
Anton Ussi Florence Bietrix
Laura Bermejo Andreas Scherer
Sulev Koks Marian Hajduch
Giovanni Migliaccio
and many others
20 Alain van Gool, ODDP, Amsterdam 24 Nov 2017
Collaborators/funders
CarTarDis
alain.vangool@radboudumc.nl
www.linkedIn.com
www.slideshare.net/alainvangool

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2021 06-14 EATRIS-Plus summer school, Alain van Gool
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2021 03-25 11th World Clinical Biomarkers & Companion Diagnostics, Alain van ...
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2020 08-28 SensUs Event 2020 keynote, Eindhoven, Alain van Gool
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2019 10-14 2nd Int Congress on Precision Medicine, Munich, Alain van Gool
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2019 09-23 COST CliniMARK summerschool, Spetses, Alain van Gool
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2019 09-05 Health Insurers Day Radboudumc, Nijmegen, Alain van Gool
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2019 06-19 Dutch association for clinical chemistry and laboratory medicine -...
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2019 03-14 Health Valley Event 2019, Nijmegen, Alain van Gool
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2019 01-19 Retina symposium 2019, Amsterdam, Alain van Gool
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2018 12-07 Danone-Nutricia Precision Nutrition Forum, Utrecht, Alain van Gool
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2018 11-28 SAB Interreg BIC project Baltic Sea Region, Copenhagen, Alain van ...
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2017 11-28 European Alliance for Personalised Medicine Congressm 2017, Belfast, Alain van Gool

  • 1. Integration of ‘omics data towards integrated personalized diagnostics Alain van Gool Professor Personalized Healthcare Head Translational Metabolic Laboratory Belfast, 28 Nov 2017 1st European Alliance for Personalised Medicine Congress
  • 2. https://www.youtube.com/watch?v=yhLbuX0H7rg (search TML on Youtube) 2 Alain van Gool, EAPM, Belfast, 28 Nov 2017
  • 4. Our ambition to X-Omics in Personalized Healthcare’ • Personalized diagnosis • Personalized therapy = Personalized healthcare + • Patient participation X-Omics 4 Alain van Gool, EAPM, Belfast, 28 Nov 2017
  • 5. X-omics in (functional) genome diagnostics Agilent V4  V5 0 100 200 300 400 500 600 700 january februari march april may june july august september october november december january februari march april may june july august september october november december january februari march april may june july august september october november december january februari march april may june july 2013 (n=1,533) 2014 (n=4,213) 2015 (n=5,964) Q1-Q2 2016 (n=3,543) #clinicalexomes/month Outsourcing to BGI Agilent V4 Hiseq2000 Hiseq 2000  4000 Human Genetics Nijmegen (Lisenka Vissers, Marcel Nelen, Han Brunner et al) 5 Alain van Gool, EAPM, Belfast, 28 Nov 2017
  • 6. Added value of WES Total number of patients with a possible diagnosis: 41 Diagnostic yield WES in retrospective ID cohort (n=150) Whole Exome Sequencing testing Total number of tests: 150 (x3) Average #tests/patient: 1 Genetic cause identified: 44 Standard GENETIC testing Total number of tests: 810 Average #tests/patient: 5.4 (1-28) Genetic cause identified: 11 Human Genetics Nijmegen (Lisenka Vissers, Marcel Nelen, Han Brunner et al) 6 Alain van Gool, EAPM, Belfast, 28 Nov 2017
  • 7.
  • 8. Our functional Omics platforms Research Biomarkers Diagnostics Translational Metabolic Laboratory (www.youtube.com/watch?v=yhLbuX0H7rg) Targeted proteomics 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 8 Alain van Gool, EAPM, Belfast, 28 Nov 2017
  • 9. 9 Alain van Gool, EAPM, Belfast, 28 Nov 2017 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 Leo Kluijtmans, Ron Wevers Genomics & Metabolomics
  • 10. 10 Alain van Gool, EAPM, Belfast, 28 Nov 2017 Genomics & Glycomics SLC8A6 GlycoModelC ontrol(n=40) SLC 10A 7-C D G (n=4) O therC D G -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)
  • 11. Moving to Genomics & Glycoproteomics Gene Protein N-Glycosylation 11 Alain van Gool, EAPM, Belfast, 28 Nov 2017
  • 12. Comprehensive glycopeptide profiling workflow • 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, Dirk Lefeber} 12 Alain van Gool, EAPM, Belfast, 28 Nov 2017
  • 13. Comprehensive glycopeptide profiling workflow {Hans Wessels, Anouk Suppers, Dirk Lefeber, Monique van Scherpenzeel}
  • 14. Performance Glycopeptide profiling versus Glycomics GlycomicsGlycopeptide profiling 14 Alain van Gool, EAPM, Belfast, 28 Nov 2017
  • 15. Basis for Personalized Medicine {Dirk Lefeber, Monique van Scherpenzeel} • Rare disease: liver disease and dilated cardiomyopathy (5-20 years) • Specific sugar loss of serum transferrin identified via glycoproteomics • Genetic defect in glycosylation enzyme (PGM1) identified via exome sequencing • Outcome 1: Explanation of disease • Outcome 2: Dietary intervention as succesful personalized therapy • Outcome 3: Glycoprofile of intact transferrin protein (80 kDa) applied as diagnostic test 15 Alain van Gool, EAPM, Belfast, 28 Nov 2017
  • 16. Progress further through collaboration (local) (European) (national) (global) 16 Alain van Gool, EAPM, Belfast, 28 Nov 2017
  • 17. Collaboration towards Good Biomarker Practices {van Gool et al, Nature Reviews Drug Discovery, Apr 2017} COST action CA16113 http://clinimark.eu 17 Alain van Gool, EAPM, Belfast, 28 Nov 2017
  • 18. Collaboration towards a Netherlands X-omics Initiative www.x-omics.nl 18 Alain van Gool, EAPM, Belfast, 28 Nov 2017
  • 19. Collaboration towards nationwide programs Health-RI conference Utrecht 8th Dec 2017 19 Alain van Gool, EAPM, Belfast, 28 Nov 2017 health-ri.org
  • 20. Acknowledgements Hans Wessels Jolein Gloerich Roel Tans Esther Willems Maurice van Dael Jenneke Keizer Dirk Lefeber Monique van Scherpenzeel Leo Kluijtmans Ron Wevers Marcel Verbeek Lucien Engelen Jan Kremer Bas Bloem Nathalie Bovy Paul Smits the Radboudumc Technology Centers and many others Jan van der Greef Ben van Ommen Ivana Bobeldijk Hans Princen Lars Verschuren Marjan van Erk Suzan Wopereis Heleen Wortelboer Wessel Kraaij Ronald Mooi Peter van Dijken Cyrille Krul and many others Ruben Kok Barend Mons Jaap Heringa Merlijn van Rijswijk and many others Anton Ussi Florence Bietrix Laura Bermejo Andreas Scherer Sulev Koks Marian Hajduch Giovanni Migliaccio and many others 20 Alain van Gool, ODDP, Amsterdam 24 Nov 2017 Collaborators/funders CarTarDis alain.vangool@radboudumc.nl www.linkedIn.com www.slideshare.net/alainvangool