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Exome sequencing for diagnostics



         Christian Gilissen

   Radboud University Nijmegen Medical Center
        Department of Human Genetics
            c.gilissen@gen.umcn.nl
Published exome sequencing studies




                                Gilissen et al. Genome Biology, 2011
Strategies to prioritize variants from exome studies
                                      SETBP1 – Schinzel Giedion syndrome
                                      Hoischen et al. Nat gen. 2010

                                      WDR35 – Sensenbrenner syndrome
                                      Gilissen et al. AJHG 2010

                                      DYNC1H1 etc. – Intellectual disability
                                      Vissers et al. Nat gen. 2010

                                      SERPIN1F – Osteogenisis Imperfecta
                                      Becker et al. AJHG 2011

                                      ASXL1 – Bohring-Opitz syndrome
                                      Hoischen et al. Nat gen. 2011

                                      IMPAD1 - Chondrodysplasia
                                      Vissers et al. AJHG 2011

                                      ACTB/ACTG – Baraitser-Winter syn.
                                      Riviere et al Nat gen. 2012

                                      ABCC9 - Cantu syndrome
                                      Van Bon et al. AJHG 2012


Gilissen et al. EJHG, 2012
Diagnostics




Can we use sequencing technologies for the
  diagnosis of genetically heterogeneous
  diseases were current tests have a low
             diagnostic yield?
Targeted versus whole exome


• Targeted:
   • Low chance of incidental findings
   • Easy analysis
   • Cheap (?)
• Exome:
   • Unbiased, not dependent on a gene set
   • Uniform approach for all diseases
   • Synergy
Approaches

Gene package approach
   • Exome sequence a single individual with a specific
     indication
       •In vitro enrichment for known disease genes
       •Prioritization for obvious candidates outside of known
        genes

De novo approach
   • Exome sequence patient-parent trio
       •In vitro enrichment for known disease genes
       •De novo candidates
       •X-linked and recessive candidates
       •Prioritization for obvious candidates outside of known
        genes
How to implement Exome sequencing for diagnostics


 1.Increase diagnostic yield
 3.Prevent incidental findings
 5.Quality control of sample
 7.Easy and standardized interpretation
Results


• Proof of Concept: 50 samples for 5 genetically
  heterogeneous disorders
Analysis

1.Quality control
3.Coverage of gene packages
5.Interpretation
7.Visualization
1. Quality Control


• QC statistics
• Gender match
• 12 SNP pyrosequencing test
• Trio concordance
2. Coverage of disease gene package
2. Disease gene coverage
Disease gene coverage - Agilent SureSelect version 4
% reads showing          Known
                 variant               SNP
                                              HGMD
  Kegg


   GO                                            Exonic /
                                                Splice site
  OMIM


                                                  Protein
  Mouse
                                                 domains
phenotypes

                               Other exomes
                                              Grantham
             Conservation
3. Interpretation



•   Automated annotation per indication
    •  Database of known disease genes

•   Automated prioritization

•   Graphical user interface
    •  Stand-alone web-application
    •  Flexible with respect to input files
    •  Prevent unrelated findings
    •  Flexible with respect prioritization
    •  Allow for quality control
4. Visualization
Results – variants requiring attention
Results – diagnostic yield?


• Exact diagnostic yield is still being calculated
• Preliminary results indicate that:
   • Yield varies considerably per gene package
   • Considerably higher than with current diagnostic tests
   • E.g. blindness package: > 40% positive reports
Conclusion


• We designed and implemented an analysis for exome
  sequencing based genetic diagnosis of genetically
  heterogeneous disorders.


   • Minimizes risk of incidental findings
   • Allows for strict quality control
   • Standardized interpretation
Acknowledgments

• Rick de Reuver
• Marisol del Rosario
• Nienke Wieskamp
• Yannick Smits
• Joris Veltman
• Marcel Nelen
• Hans Scheffer
• Genomic disorders group
• DNA Diagnostics Nijmegen
Prioritization of variants causing genetic disease


• Number of coding variants:
   ~ 12,000


• Private* non-synonymous
   variants:
   ~ 150-200

*Not detected in dbSNP or other control
data.

         How to identify the 1 causative variant?

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Exome sequencing for disease gene identification and patient diagnostics, Genomic Disorders Nijmegen, Radboud University Nijmegen Medical Centre, Christian Gillisen, Copenhagenomics 2012

  • 1. Exome sequencing for diagnostics Christian Gilissen Radboud University Nijmegen Medical Center Department of Human Genetics c.gilissen@gen.umcn.nl
  • 2. Published exome sequencing studies Gilissen et al. Genome Biology, 2011
  • 3. Strategies to prioritize variants from exome studies SETBP1 – Schinzel Giedion syndrome Hoischen et al. Nat gen. 2010 WDR35 – Sensenbrenner syndrome Gilissen et al. AJHG 2010 DYNC1H1 etc. – Intellectual disability Vissers et al. Nat gen. 2010 SERPIN1F – Osteogenisis Imperfecta Becker et al. AJHG 2011 ASXL1 – Bohring-Opitz syndrome Hoischen et al. Nat gen. 2011 IMPAD1 - Chondrodysplasia Vissers et al. AJHG 2011 ACTB/ACTG – Baraitser-Winter syn. Riviere et al Nat gen. 2012 ABCC9 - Cantu syndrome Van Bon et al. AJHG 2012 Gilissen et al. EJHG, 2012
  • 4. Diagnostics Can we use sequencing technologies for the diagnosis of genetically heterogeneous diseases were current tests have a low diagnostic yield?
  • 5. Targeted versus whole exome • Targeted: • Low chance of incidental findings • Easy analysis • Cheap (?) • Exome: • Unbiased, not dependent on a gene set • Uniform approach for all diseases • Synergy
  • 6. Approaches Gene package approach • Exome sequence a single individual with a specific indication •In vitro enrichment for known disease genes •Prioritization for obvious candidates outside of known genes De novo approach • Exome sequence patient-parent trio •In vitro enrichment for known disease genes •De novo candidates •X-linked and recessive candidates •Prioritization for obvious candidates outside of known genes
  • 7. How to implement Exome sequencing for diagnostics 1.Increase diagnostic yield 3.Prevent incidental findings 5.Quality control of sample 7.Easy and standardized interpretation
  • 8. Results • Proof of Concept: 50 samples for 5 genetically heterogeneous disorders
  • 9. Analysis 1.Quality control 3.Coverage of gene packages 5.Interpretation 7.Visualization
  • 10. 1. Quality Control • QC statistics • Gender match • 12 SNP pyrosequencing test • Trio concordance
  • 11. 2. Coverage of disease gene package
  • 12. 2. Disease gene coverage
  • 13. Disease gene coverage - Agilent SureSelect version 4
  • 14. % reads showing Known variant SNP HGMD Kegg GO Exonic / Splice site OMIM Protein Mouse domains phenotypes Other exomes Grantham Conservation
  • 15. 3. Interpretation • Automated annotation per indication • Database of known disease genes • Automated prioritization • Graphical user interface • Stand-alone web-application • Flexible with respect to input files • Prevent unrelated findings • Flexible with respect prioritization • Allow for quality control
  • 17. Results – variants requiring attention
  • 18. Results – diagnostic yield? • Exact diagnostic yield is still being calculated • Preliminary results indicate that: • Yield varies considerably per gene package • Considerably higher than with current diagnostic tests • E.g. blindness package: > 40% positive reports
  • 19. Conclusion • We designed and implemented an analysis for exome sequencing based genetic diagnosis of genetically heterogeneous disorders. • Minimizes risk of incidental findings • Allows for strict quality control • Standardized interpretation
  • 20. Acknowledgments • Rick de Reuver • Marisol del Rosario • Nienke Wieskamp • Yannick Smits • Joris Veltman • Marcel Nelen • Hans Scheffer • Genomic disorders group • DNA Diagnostics Nijmegen
  • 21.
  • 22. Prioritization of variants causing genetic disease • Number of coding variants: ~ 12,000 • Private* non-synonymous variants: ~ 150-200 *Not detected in dbSNP or other control data. How to identify the 1 causative variant?

Editor's Notes

  1. What to talk about, clinical session: Intro. Exome in research many approaches and successes. How to set this up in diagnostics: targeted vs exome Strategies: gene package + de novo strategy Quality control Results: coverage gene packages, # samples done
  2. Blindness: 144 genes Deafness: 98 genes Ataxia’s / movement disorders: 152 genes Mitochondrial diseases: 207 genes Hertitable cancer: 115 genes