~/talk

Fundamental Algorithms in Deep Sequencing I: Assembly

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Covers concrete algorithmic steps and measured results: SPAdes assembler handles extreme coverage variation and chimeric reads to produce nearly complete single‑cell genomes (often ~90% recovered) and discovers previously unsequenced clades like TM6. Describes the metagenomic bottleneck: NRP synthetase genes span ~60 kb so fragmented assemblies prevent linking genomes to mass spectra. Demonstrates TruSPAdes virtual long reads (80% of barcode span ≥1.5 kb, 40% ≥8 kb, base accuracy ~10× better) and shows these improve recovery of rare species and biosynthetic contexts.

AI-written summary · about

  1. 0:00Disclosure
  2. 2:23Learning breakdown
  3. 4:58I give a lecture
  4. 8:58How I run flip classes
  5. 11:38Attendance
  6. 14:45Frederick Sanger
  7. 16:10Nobel Prize
  8. 16:41Cultural Revolution
  9. 19:00Peptides
  10. 21:03Evolutionary Story
  11. 32:33The Challenge
  12. 34:48Single Cell Assembly
  13. 42:49Universal Assembly
  14. 43:16Metagenomics Assembly
  15. 45:30Single Barcode Assembly
  16. 57:10Virtual Read Assembly
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