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New methods diploid assembly with graphs

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New methods diploid assembly with graphs

  1. 1. A cost-effective approach to diploid genome assembly using sequence graphs Shilpa Garg Postdoc Church lab Harvard Medical School 1
  2. 2. Diploid genome assembly A C G T C T C C G T A T C G T A C G T A T T A C G T A T C C G T A T G T Input: Reads Diploid assemblies Applications: ● Personalized medicine ● Human migration, evolutionary selection and population structure 2
  3. 3. Different approaches Reference-based haplotyping Reference genome Aligned reads Haplotypes Drawbacks ● Reference bias ● Does not work for structural variants (SVs) Tools: WhatsHap, HapCut, HapCol 3
  4. 4. De novo assembly Different approaches Reference-based haplotyping Reference genome Aligned reads Haplotypes Drawbacks ● Reference bias ● Does not work for structural variants (SVs) r1 r2 r3 r4 r5 r1 r2 r3 r4r5 Assembly graph Reads Tools: WhatsHap, HapCut, HapCol 4
  5. 5. 5
  6. 6. De novo assembly Different approaches Reference-based haplotyping Reference genome Aligned reads Haplotypes Drawbacks ● Reference bias ● Does not work for structural variants (SVs) r1 r2 r3 r4 r5 r1 r2 r3 r4r5 Assembly graph assembly Reads Tools: WhatsHap, HapCut, HapCol 6
  7. 7. De novo assembly Different approaches Reference-based haplotyping Reference genome Aligned reads Haplotypes Drawbacks ● Reference bias ● Does not work for structural variants (SVs) Drawbacks ● Assumption: haploid assembly ● Require high coverage data r1 r2 r3 r4 r5 r1 r2 r3 r4r5 Assembly graph assembly Reads Tools: WhatsHap, HapCut, HapCol Tools: Genome assembly: Canu, SPAdes… Diploid genome assembly: Falcon Unzip, TrioCanu 7
  8. 8. Why graph-based approach? SNV SV SV SNV 8
  9. 9. Phasing bubble chains SNV SV SV SNV 9
  10. 10. Phasing bubble chains SNV SV SV SNV 10
  11. 11. Our diploid assembly pipeline 11 Single individual
  12. 12. Our diploid assembly pipeline 12 Single individual Trios
  13. 13. Advantages - Generalized to be applied to genomes of any complexity - Different het rate and repeat content - Phase complex SVs 13
  14. 14. Results We require as low as 15x coverage of long reads from each individual in a trio 14
  15. 15. Conclusion - Apply pipeline on GIAB trio samples from PGP - Fill gaps in PGP-1 genome and other variety of samples - Apply haplotype-aware assembly to diverse human genomes, including clinically relevant regions, to understand complex biology 16 - Developed pipeline for diploid assembly for single individuals and trios - Demonstrated on genomes with various het rate Next steps: Open for collaborations and recruiting people at Church lab
  16. 16. Acknowledgements George Church Tobias Marschall Richard Durbin ... 17
  17. 17. 18 Thanks

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