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Fundamentals of Analysis of Exomes
            Diego Forero, MD, PhD
                   Assistant Professor
    Director, Laboratory of NeuroPsychiatric Genetics
            Director, Medical Research Office
                   School of Medicine
                Antonio Nariño University
                    Bogotá, Colombia
                 Editor, hum-molgen.org

             diego.forero@uan.edu.co
CAUSAL GENES FOR MENDELIAN
            DISORDERS



 Mendelian      Autosomal        Sex-linked         Total
 Disorders
Causal Gene        3.175             266            3.441
  Known
Causal Gene        1.633             140            1.773
 Unknown
              Online Mendelian Inheritance in Man
Exomes: Publication Trends
         600
                         Total: 925 (Oct 2012)
         500

         400
Papers




         300

         200

         100

           0
           2005   2006    2007    2008    2009     2010   2011   2012   2013
                                          Year



                                                            2013: ~ 800 papers
                                                            2014: ~ 1200 papers


                                 Forero DA, 2012
GENOMICS: PLATFORMS
Majewski, J Med Genet 2011
Majewski, J Med Genet 2011
From Data Generation to Data Analysis
A timeline illustrating technological breakthroughs and
   hallmark publications for Mendelian disease gene
                       identification




                  Gilissen, Genom Biol 2011
A timeline illustrating technological breakthroughs and
   hallmark publications for Mendelian disease gene
                       identification




                  Gilissen, Genom Biol 2011
First Published Exome




"We focus here on the variants in a person’s ‘exome,’ which is
              the set of exons in a genome..."

                     Ng, PLoS Genet 2008
A representation of the relationship between the size of
 the mutational target and the frequency of disease for
       disorders caused by de novo mutations




                  Gilissen, Genom Biol 2011
Majewski, J Med Genet 2011
Strategies for finding disease-causing rare variants
             using exome sequencing




              Bamshad, Nat Rev Genet 2011
Typical heuristic filtering applied to exome sequencing
 projects aimed at novel gene discovery for Mendelian
                         disorders




                  Stitziel, Genom Biol 2011
Mean number of coding variants in two populations




              Bamshad, Nat Rev Genet 2011
First identification of the causal gene for a monogenic disorder
                       by exome sequencing




                 Freeman–Sheldon syndrome (MYH3)


                          Ng, Nature 2009
Exome Analysis for One Patient




    Perrault syndrome (HSD17B4)


    Pierce, Am J Hum Genet 2010
Useful In Silico Tools


                        VarSifter
http://research.nhgri.nih.gov/software/VarSifter/index.shtml




          Exome Variant Server (6503 exomes)
    http://evs.gs.washington.edu/EVS/



                     wANNOVAR
                 http://wannovar.usc.edu/
Useful In Silico Tools

                            Atlas2 Suite
http://sourceforge.net/p/atlas2/wiki/Atlas2%20Suite/

                                IBD2
http://compbio.charite.de/contao/index.php/ibd2.html


                                 EVA
http://plateforme-genomique-irib.univ-rouen.fr/EVA/index.php

                                TREAT
http://ndc.mayo.edu/mayo/research/biostat/stand-alone-packages.cfm

                               KGGSeq
http://statgenpro.psychiatry.hku.hk/limx/kggseq/
Exomes-Service Providers
                      Axeq (USA)
50x; Illumina TrueSeq/HiSeq200. $2,300 USD per sample

                   Macrogen (Korea)
50x; Illumina TrueSeq/HiSeq200. $2,499 USD per sample

               BaseClear (Netherlands)
      30x; Nimblegen/Illumina. € 2,499 per sample

                   PerkinElmer (USA)
     30x; Agilent/Illumina. $3,500 USD per sample

                 BGI Americas (USA)
             30x; $3,500 USD per sample

                  EdgeBio (USA)
        50x; SOLiD 4. $5,500 USD per sample

                 DNAVision (Belgium)
       30x; Agilent/Illumina. 5,990 € per sample

                     Knome (USA)
         30x; Illumina. $8,750 USD per sample

                Source BioScience (UK)
      50x; Agilent/Illumina. 5,850GBP per sample
Example of Data Provided




    http://www.ncbi.nlm.nih.gov/omim

     Need for in-house exome data.
  Possible Noise from dbSNP and OMIM

Data from Human Gene Mutation Database?
Candidate genes prioritization
                               Endeavour
http://homes.esat.kuleuven.be/~bioiuser/endeavour/tool/endeavourweb.php

                               ToppGene
               http://toppgene.cchmc.org/prioritization.jsp
Tools for mutation pathogenicity prediction




                    Thusberg J, Olatubosun A, Vihinen M.
Performance of mutation pathogenicity prediction methods on missense variants.
                     Hum Mutat. 2011 Apr;32(4):358-68.
Tools for mutation pathogenicity prediction


                  MutPred
           http://mutpred.mutdb.org/

                 SNPs&GO
http://snps-and-go.biocomp.unibo.it/snps-and-go/

               PolyPhen-2
 http://genetics.bwh.harvard.edu/pph2/

                     SIFT
        http://sift.bii.a-star.edu.sg/
www.daforerog.co.cc




“This is an excellent resource for anyone who is generally interested in
how these technologies work”.
Stephen Turner, PhD
Center for Human Genetics Research, Vanderbilt University.
www.daforerog.co.cc

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Fundamentals of Exome Analysis

  • 1. Fundamentals of Analysis of Exomes Diego Forero, MD, PhD Assistant Professor Director, Laboratory of NeuroPsychiatric Genetics Director, Medical Research Office School of Medicine Antonio Nariño University Bogotá, Colombia Editor, hum-molgen.org diego.forero@uan.edu.co
  • 2. CAUSAL GENES FOR MENDELIAN DISORDERS Mendelian Autosomal Sex-linked Total Disorders Causal Gene 3.175 266 3.441 Known Causal Gene 1.633 140 1.773 Unknown Online Mendelian Inheritance in Man
  • 3. Exomes: Publication Trends 600 Total: 925 (Oct 2012) 500 400 Papers 300 200 100 0 2005 2006 2007 2008 2009 2010 2011 2012 2013 Year 2013: ~ 800 papers 2014: ~ 1200 papers Forero DA, 2012
  • 5. Majewski, J Med Genet 2011
  • 6. Majewski, J Med Genet 2011
  • 7. From Data Generation to Data Analysis
  • 8. A timeline illustrating technological breakthroughs and hallmark publications for Mendelian disease gene identification Gilissen, Genom Biol 2011
  • 9. A timeline illustrating technological breakthroughs and hallmark publications for Mendelian disease gene identification Gilissen, Genom Biol 2011
  • 10. First Published Exome "We focus here on the variants in a person’s ‘exome,’ which is the set of exons in a genome..." Ng, PLoS Genet 2008
  • 11. A representation of the relationship between the size of the mutational target and the frequency of disease for disorders caused by de novo mutations Gilissen, Genom Biol 2011
  • 12. Majewski, J Med Genet 2011
  • 13. Strategies for finding disease-causing rare variants using exome sequencing Bamshad, Nat Rev Genet 2011
  • 14. Typical heuristic filtering applied to exome sequencing projects aimed at novel gene discovery for Mendelian disorders Stitziel, Genom Biol 2011
  • 15. Mean number of coding variants in two populations Bamshad, Nat Rev Genet 2011
  • 16. First identification of the causal gene for a monogenic disorder by exome sequencing Freeman–Sheldon syndrome (MYH3) Ng, Nature 2009
  • 17. Exome Analysis for One Patient Perrault syndrome (HSD17B4) Pierce, Am J Hum Genet 2010
  • 18. Useful In Silico Tools VarSifter http://research.nhgri.nih.gov/software/VarSifter/index.shtml Exome Variant Server (6503 exomes) http://evs.gs.washington.edu/EVS/ wANNOVAR http://wannovar.usc.edu/
  • 19. Useful In Silico Tools Atlas2 Suite http://sourceforge.net/p/atlas2/wiki/Atlas2%20Suite/ IBD2 http://compbio.charite.de/contao/index.php/ibd2.html EVA http://plateforme-genomique-irib.univ-rouen.fr/EVA/index.php TREAT http://ndc.mayo.edu/mayo/research/biostat/stand-alone-packages.cfm KGGSeq http://statgenpro.psychiatry.hku.hk/limx/kggseq/
  • 20. Exomes-Service Providers Axeq (USA) 50x; Illumina TrueSeq/HiSeq200. $2,300 USD per sample Macrogen (Korea) 50x; Illumina TrueSeq/HiSeq200. $2,499 USD per sample BaseClear (Netherlands) 30x; Nimblegen/Illumina. € 2,499 per sample PerkinElmer (USA) 30x; Agilent/Illumina. $3,500 USD per sample BGI Americas (USA) 30x; $3,500 USD per sample EdgeBio (USA) 50x; SOLiD 4. $5,500 USD per sample DNAVision (Belgium) 30x; Agilent/Illumina. 5,990 € per sample Knome (USA) 30x; Illumina. $8,750 USD per sample Source BioScience (UK) 50x; Agilent/Illumina. 5,850GBP per sample
  • 21. Example of Data Provided http://www.ncbi.nlm.nih.gov/omim Need for in-house exome data. Possible Noise from dbSNP and OMIM Data from Human Gene Mutation Database?
  • 22. Candidate genes prioritization Endeavour http://homes.esat.kuleuven.be/~bioiuser/endeavour/tool/endeavourweb.php ToppGene http://toppgene.cchmc.org/prioritization.jsp
  • 23. Tools for mutation pathogenicity prediction Thusberg J, Olatubosun A, Vihinen M. Performance of mutation pathogenicity prediction methods on missense variants. Hum Mutat. 2011 Apr;32(4):358-68.
  • 24. Tools for mutation pathogenicity prediction MutPred http://mutpred.mutdb.org/ SNPs&GO http://snps-and-go.biocomp.unibo.it/snps-and-go/ PolyPhen-2 http://genetics.bwh.harvard.edu/pph2/ SIFT http://sift.bii.a-star.edu.sg/
  • 25. www.daforerog.co.cc “This is an excellent resource for anyone who is generally interested in how these technologies work”. Stephen Turner, PhD Center for Human Genetics Research, Vanderbilt University.