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The future of precision medicine:
Moving omics into personalized health(care)
Leiden Drug Development Conference
“The future of Drug Development”
Leiden, 27 September 2022
Prof. Alain van Gool
Professor Personalized Healthcare
Translational Metabolic Laboratory
Radboudumc Technology Centers
Netherlands X-omics Initiative
EATRIS Biomarker Platform
Exponential developments in omics technologies
Genomics
Testing 3.000.000.000 DNA bases
in 1 assay
Proteomics, glycomics, metabolomics
Testing of 10.000-50.000 proteins and
metabolites in 1 assay
500
1000
1500
2000
m/z
5 10 15 20 25 30 35 40 Time [min]
{Source: prof. Edwin Cuppen,
Hartwig}
{Source: dr Hans Wessels,
Radboudumc}
3 Leiden Drug Development Conference, Leiden, 27 Sept 2022. Alain van Gool
Role of molecular (Omics) biomarker data in Personalized Healthcare
Personalized diagnosis
Personalized therapy
= Personalized healthcare
+
Personal participation
X-Omics
Therapy monitoring
4 Leiden Drug Development Conference, Leiden, 27 Sept 2022. Alain van Gool
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}
A short story:
5 Leiden Drug Development Conference, Leiden, 27 Sept 2022. Alain van Gool
Lab tests
• ATP production ↓, Creatine phosphate production ↓ in blood
• But OXPHOS enzyme complex I-V normal in fibroblasts
• Candidate gene sequencing: no variant
• Mechanism of disease?
{medicalxpress.com}
{Rodenburg, Biochim
Biophys Acta, 2016}
• In 2010: Whole Exome Sequencing - WARS2 mutations
New mechanism of disease • WARS2 is mtDNA-coded tryptophanyl-tRNA synthase
• Novel mutation causes instability of WARS2 protein
• Less charging of Trp-tRNATrp
• New prenatal genetic test !
{Wortmann et al, Human Biology 2017}
7 Leiden Drug Development Conference, Leiden, 27 Sept 2022. Alain van Gool
8
Meet & greet @ Translational Metabolic Laboratory
Leiden Drug Development Conference, Leiden, 27 Sept 2022. Alain van Gool
Lessons learned
• Technology innovation in omics 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 needed
9 Leiden Drug Development Conference, Leiden, 27 Sept 2022. Alain van Gool
10
Personalized healthcare in rare metabolic diseases
Uridine treatment for Uridine Monophosphate Synthase (UMPS) deficiency
An other short story:
Dr. Lonneke de Boer
Pediatrician
Metabolic Disorders,
Radboudumc
Leiden Drug Development Conference, Leiden, 27 Sept 2022. Alain van Gool
11
Personalized healthcare in rare metabolic diseases
Uridine treatment for Uridine Monophosphate Synthase (UMPS) deficiency
An other short story:
Parents
Leiden Drug Development Conference, Leiden, 27 Sept 2022. Alain van Gool
Personalized healthcare in rare metabolic diseases
Personalized diagnosis:
• High orotic acid
Personalized therapy:
• Uridine supplementation
Diagnosis:
• Genetic screening:
• Result trio WES: no distinct genetic cause
• Heterozygous mutation in SEC23B, associated with dyserythropoietic anemia type II (CSAII) in case of
bi-allelic mutations
• Metabolic screening:
• Urine organic acids and purine/pyrimidine analysis: very high orotic acid: 3404 μmol/mmol kreat –
reference 0-4, without indication in serum amino acids for a urea cycle disorder
• Diagnosis: Uridine monophosphate synthase (UMPS) deficiency / hereditary orotic aciduria
12 Leiden Drug Development Conference, Leiden, 27 Sept 2022. Alain van Gool
Treatment of Uridine monophosphate synthase (UMPS) deficiency
• 1969 Becroft et al: Hereditary orotic aciduria: long term therapy with uridine and a trial of uracil
• 2014 Balasubramaniam et al: Inborn errors of pyrimidine metabolism, clinical update and therapy
• 15 cases reported, in the Netherlands in meanwhile 2 newly diagnosed patients
• Uridine tri acetate (Xuriden), registered in USA, 800.000 euro/year/patient (!!)
• Not registered in NL
• Route to obtain therapeutic drug difficult (import, insurances)
13 Leiden Drug Development Conference, Leiden, 27 Sept 2022. Alain van Gool
Treatment of Uridine monophosphate synthase (UMPS) deficiency
Alternative:
• Food supplement@local drugstore, good for concentration, €36,95 for 50 gram
• Started on 60 mg/kg in January 2020
• Effect:
• From blood transfusions every 5-7 weeks, no blood transfusions needed now for one year
• Reticulocytes and leucocytes increased
• Much more energy, eating improved, growth improved
• But orotic acid levels are still high, effect on kidney to be seen
• Relatively high dose uridine
14 Leiden Drug Development Conference, Leiden, 27 Sept 2022. Alain van Gool
Personalized healthcare in rare metabolic diseases
Uridine treatment for Uridine Monophosphate Synthase (UMPS) deficiency
15
Parents
Leiden Drug Development Conference, Leiden, 27 Sept 2022. Alain van Gool
Lessons learned
On personalized diagnosis:
• Metabolic screening adds strongly to genetic screening in identifying
mechanism of disease
On personalized medicine:
• Impressive effects of uridine therapy,
• Increase quality of life for patient and family
• Frequent issues regarding expensive medication versus cheap supplements
Advantages in using hollistic omics methods in clinical diagnostics
16 Leiden Drug Development Conference, Leiden, 27 Sept 2022. Alain van Gool
The power of omics in diagnostics
Single
biomarker
Omics
panel
Patient 1
Patient 2
• Higher diagnostic yield
• Contextualisation of change
↑ increase
↓ decrease
biomarker x
17 Leiden Drug Development Conference, Leiden, 27 Sept 2022. Alain van Gool
18 Alain van Gool, ODDP, Amsterdam 18 Nov 2021
Clinical omics data to drive personalized healthcare
Personalized analysis
Genomics
Metabolomics
Glycomics
Glycoproteomics
Deep Learning/ AI
Integrated diagnostics
System biology
Diagnosis of (new)
disease mechanisms
Transcriptomics
Proteomics
Epigenetics
Cellomics
…-omics
Initiation and monitoring of
(new) personalized therapies
18 Leiden Drug Development Conference, Leiden, 27 Sept 2022. Alain van Gool
Things to do still
• Further improve omics technologies (cell, individual, population)
• Increase analytical robustness of omics platforms
• Fully implement FAIR-data at source
• Increase capabilities to combine omics with other data
• Design and build improved (AI) models for complex data analysis
• Implement from research in health(care)
• Share and use lessons learned
19 www.slideshare.net/alainvangool
Leiden Drug Development Conference, Leiden, 27 Sept 2022. Alain van Gool
20 Alain van Gool, ODDP, Amsterdam 18 Nov 2021
{van Gool et al, Nature Reviews Drug Discovery, Apr 2017}
We need to join forces in quality, not quantity
20 Leiden Drug Development Conference, Leiden, 27 Sept 2022. Alain van Gool
The Netherlands X-omics Initiative
• National Roadmap Large Scale
Research Infrastructure
• 2018-2029
• €40M, partially funded by NWO
Objectives:
1. Advance X-omics technologies far beyond
state-of-the-art
2. Realize a genuinely integrated X-omics
infrastructure in NL
3. Develop and demonstrate impact of robust X-
omics analysis
Coordinator:
Alain van Gool
X-omics community
• Information
• Exciting news
• New science
• Workshops, training
• Expert posts
• Events
• Etc
X-omics.nl
…
European X-omics initiative:
Data Stewardship
& Integration
(WP2)
Quality Assessment
(WP3)
Multi-omic
technologies (WP1)
Data Generation
Data Curation
Quality Assessment
Data Variability
• SOPs
• Guidelines for best practices
• Reference materials
• Quality parameters
Multi-Omic Toolbox
Academia Industry
Consensus
workshops
• Data analytical tools
• Criteria for reference values
• Troubleshooting guidelines
• Repository of multi-omic data
Pilot Access Pilot Access
• 19 partners (including 13 EATRIS nodes)
• 4 years of funding (2020-2023) - €4,9 million
• 2020 - 2024
23
There is no single one reflection of health
• ‘Funhouse mirror effect’
• Multiple sources of your data
• Clinical chemistry
• Omics analyses
• Digital biomarkers/ wearables
• Self-testing health checks
• 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, Life Sci Soc Policy, 2021}
24
Afterthought:
Leiden Drug Development Conference, Leiden, 27 Sept 2022. Alain van Gool
Acknowledgements
Hans Wessels
Jolein Gloerich
Dirk Lefeber
Karlien Coene
Purva Kulkarni
Gadi Armony
Richard Rodenburg
Bert van den Heuvel
and others
Marcel Nelen
Albert Heck
Thomas Hankemeier
Peter Bram ‘t Hoen
Daniella Kasteel
Jessie Smits
and others
Collaborators/funders
Helger Ijntema
Alexander Hoischen
Lisenka Vissers
Christian Gillisen
Janneke Weiss
Han Brunner
alain.vangool@radboudumc.nl
www.radboudumc.nl/en/people/alain-van-gool
www.slideshare.net/alainvangool
Dapha Habets
Irene Keularts
Marek Noga
and others
Gary Kruppa
Pierre-Olivier Schmit
Dennis Trede
and others
Toni Andreu
Florence Bietrix
Emanuela Oldoni
Laura Garcia Bermejo
Andreas Scherer
Eliis Keidong
and others
Peter-Bram ‘t Hoen
Anna Niehues
Xiaofeng Liao
Casper de Vries
Junda Huang
Translational Metabolic Laboratory
Human Genetics Nijmegen
Center for Molecular and Biomolecular Informatics

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2022-09-27 Leiden Drug Development Conference, Alain van Gool.pdf

  • 1. The future of precision medicine: Moving omics into personalized health(care) Leiden Drug Development Conference “The future of Drug Development” Leiden, 27 September 2022 Prof. Alain van Gool Professor Personalized Healthcare Translational Metabolic Laboratory Radboudumc Technology Centers Netherlands X-omics Initiative EATRIS Biomarker Platform
  • 2.
  • 3. Exponential developments in omics technologies Genomics Testing 3.000.000.000 DNA bases in 1 assay Proteomics, glycomics, metabolomics Testing of 10.000-50.000 proteins and metabolites in 1 assay 500 1000 1500 2000 m/z 5 10 15 20 25 30 35 40 Time [min] {Source: prof. Edwin Cuppen, Hartwig} {Source: dr Hans Wessels, Radboudumc} 3 Leiden Drug Development Conference, Leiden, 27 Sept 2022. Alain van Gool
  • 4. Role of molecular (Omics) biomarker data in Personalized Healthcare Personalized diagnosis Personalized therapy = Personalized healthcare + Personal participation X-Omics Therapy monitoring 4 Leiden Drug Development Conference, Leiden, 27 Sept 2022. Alain van Gool
  • 5. 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} A short story: 5 Leiden Drug Development Conference, Leiden, 27 Sept 2022. Alain van Gool
  • 6. Lab tests • ATP production ↓, Creatine phosphate production ↓ in blood • But OXPHOS enzyme complex I-V normal in fibroblasts • Candidate gene sequencing: no variant • Mechanism of disease? {medicalxpress.com} {Rodenburg, Biochim Biophys Acta, 2016} • In 2010: Whole Exome Sequencing - WARS2 mutations
  • 7. New mechanism of disease • WARS2 is mtDNA-coded tryptophanyl-tRNA synthase • Novel mutation causes instability of WARS2 protein • Less charging of Trp-tRNATrp • New prenatal genetic test ! {Wortmann et al, Human Biology 2017} 7 Leiden Drug Development Conference, Leiden, 27 Sept 2022. Alain van Gool
  • 8. 8 Meet & greet @ Translational Metabolic Laboratory Leiden Drug Development Conference, Leiden, 27 Sept 2022. Alain van Gool
  • 9. Lessons learned • Technology innovation in omics 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 needed 9 Leiden Drug Development Conference, Leiden, 27 Sept 2022. Alain van Gool
  • 10. 10 Personalized healthcare in rare metabolic diseases Uridine treatment for Uridine Monophosphate Synthase (UMPS) deficiency An other short story: Dr. Lonneke de Boer Pediatrician Metabolic Disorders, Radboudumc Leiden Drug Development Conference, Leiden, 27 Sept 2022. Alain van Gool
  • 11. 11 Personalized healthcare in rare metabolic diseases Uridine treatment for Uridine Monophosphate Synthase (UMPS) deficiency An other short story: Parents Leiden Drug Development Conference, Leiden, 27 Sept 2022. Alain van Gool
  • 12. Personalized healthcare in rare metabolic diseases Personalized diagnosis: • High orotic acid Personalized therapy: • Uridine supplementation Diagnosis: • Genetic screening: • Result trio WES: no distinct genetic cause • Heterozygous mutation in SEC23B, associated with dyserythropoietic anemia type II (CSAII) in case of bi-allelic mutations • Metabolic screening: • Urine organic acids and purine/pyrimidine analysis: very high orotic acid: 3404 μmol/mmol kreat – reference 0-4, without indication in serum amino acids for a urea cycle disorder • Diagnosis: Uridine monophosphate synthase (UMPS) deficiency / hereditary orotic aciduria 12 Leiden Drug Development Conference, Leiden, 27 Sept 2022. Alain van Gool
  • 13. Treatment of Uridine monophosphate synthase (UMPS) deficiency • 1969 Becroft et al: Hereditary orotic aciduria: long term therapy with uridine and a trial of uracil • 2014 Balasubramaniam et al: Inborn errors of pyrimidine metabolism, clinical update and therapy • 15 cases reported, in the Netherlands in meanwhile 2 newly diagnosed patients • Uridine tri acetate (Xuriden), registered in USA, 800.000 euro/year/patient (!!) • Not registered in NL • Route to obtain therapeutic drug difficult (import, insurances) 13 Leiden Drug Development Conference, Leiden, 27 Sept 2022. Alain van Gool
  • 14. Treatment of Uridine monophosphate synthase (UMPS) deficiency Alternative: • Food supplement@local drugstore, good for concentration, €36,95 for 50 gram • Started on 60 mg/kg in January 2020 • Effect: • From blood transfusions every 5-7 weeks, no blood transfusions needed now for one year • Reticulocytes and leucocytes increased • Much more energy, eating improved, growth improved • But orotic acid levels are still high, effect on kidney to be seen • Relatively high dose uridine 14 Leiden Drug Development Conference, Leiden, 27 Sept 2022. Alain van Gool
  • 15. Personalized healthcare in rare metabolic diseases Uridine treatment for Uridine Monophosphate Synthase (UMPS) deficiency 15 Parents Leiden Drug Development Conference, Leiden, 27 Sept 2022. Alain van Gool
  • 16. Lessons learned On personalized diagnosis: • Metabolic screening adds strongly to genetic screening in identifying mechanism of disease On personalized medicine: • Impressive effects of uridine therapy, • Increase quality of life for patient and family • Frequent issues regarding expensive medication versus cheap supplements Advantages in using hollistic omics methods in clinical diagnostics 16 Leiden Drug Development Conference, Leiden, 27 Sept 2022. Alain van Gool
  • 17. The power of omics in diagnostics Single biomarker Omics panel Patient 1 Patient 2 • Higher diagnostic yield • Contextualisation of change ↑ increase ↓ decrease biomarker x 17 Leiden Drug Development Conference, Leiden, 27 Sept 2022. Alain van Gool
  • 18. 18 Alain van Gool, ODDP, Amsterdam 18 Nov 2021 Clinical omics data to drive personalized healthcare Personalized analysis Genomics Metabolomics Glycomics Glycoproteomics Deep Learning/ AI Integrated diagnostics System biology Diagnosis of (new) disease mechanisms Transcriptomics Proteomics Epigenetics Cellomics …-omics Initiation and monitoring of (new) personalized therapies 18 Leiden Drug Development Conference, Leiden, 27 Sept 2022. Alain van Gool
  • 19. Things to do still • Further improve omics technologies (cell, individual, population) • Increase analytical robustness of omics platforms • Fully implement FAIR-data at source • Increase capabilities to combine omics with other data • Design and build improved (AI) models for complex data analysis • Implement from research in health(care) • Share and use lessons learned 19 www.slideshare.net/alainvangool Leiden Drug Development Conference, Leiden, 27 Sept 2022. Alain van Gool
  • 20. 20 Alain van Gool, ODDP, Amsterdam 18 Nov 2021 {van Gool et al, Nature Reviews Drug Discovery, Apr 2017} We need to join forces in quality, not quantity 20 Leiden Drug Development Conference, Leiden, 27 Sept 2022. Alain van Gool
  • 21. The Netherlands X-omics Initiative • National Roadmap Large Scale Research Infrastructure • 2018-2029 • €40M, partially funded by NWO Objectives: 1. Advance X-omics technologies far beyond state-of-the-art 2. Realize a genuinely integrated X-omics infrastructure in NL 3. Develop and demonstrate impact of robust X- omics analysis Coordinator: Alain van Gool
  • 22. X-omics community • Information • Exciting news • New science • Workshops, training • Expert posts • Events • Etc X-omics.nl …
  • 23. European X-omics initiative: Data Stewardship & Integration (WP2) Quality Assessment (WP3) Multi-omic technologies (WP1) Data Generation Data Curation Quality Assessment Data Variability • SOPs • Guidelines for best practices • Reference materials • Quality parameters Multi-Omic Toolbox Academia Industry Consensus workshops • Data analytical tools • Criteria for reference values • Troubleshooting guidelines • Repository of multi-omic data Pilot Access Pilot Access • 19 partners (including 13 EATRIS nodes) • 4 years of funding (2020-2023) - €4,9 million • 2020 - 2024 23
  • 24. There is no single one reflection of health • ‘Funhouse mirror effect’ • Multiple sources of your data • Clinical chemistry • Omics analyses • Digital biomarkers/ wearables • Self-testing health checks • 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, Life Sci Soc Policy, 2021} 24 Afterthought: Leiden Drug Development Conference, Leiden, 27 Sept 2022. Alain van Gool
  • 25. Acknowledgements Hans Wessels Jolein Gloerich Dirk Lefeber Karlien Coene Purva Kulkarni Gadi Armony Richard Rodenburg Bert van den Heuvel and others Marcel Nelen Albert Heck Thomas Hankemeier Peter Bram ‘t Hoen Daniella Kasteel Jessie Smits and others Collaborators/funders Helger Ijntema Alexander Hoischen Lisenka Vissers Christian Gillisen Janneke Weiss Han Brunner alain.vangool@radboudumc.nl www.radboudumc.nl/en/people/alain-van-gool www.slideshare.net/alainvangool Dapha Habets Irene Keularts Marek Noga and others Gary Kruppa Pierre-Olivier Schmit Dennis Trede and others Toni Andreu Florence Bietrix Emanuela Oldoni Laura Garcia Bermejo Andreas Scherer Eliis Keidong and others Peter-Bram ‘t Hoen Anna Niehues Xiaofeng Liao Casper de Vries Junda Huang Translational Metabolic Laboratory Human Genetics Nijmegen Center for Molecular and Biomolecular Informatics