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Wednesday 
Mini Overview
Congrats! 
• first ever genome assembly 
• complete approach 
• with real-world cutting edge tools 
• Some shortcuts: 
• we used 2% of a eukaryotic (ant) genome 
• only 1 type of paired reads 
• only used “one-step” software.
So you want to do sequence a 
genome… 
• Sampling? 
• algorithms prefer low diversity 
• Sequencing approach? 
• paired end? 
• which sequencer? 
• what is needed for scaffolding?
Scaffolding
So you want to do sequence a 
genome… 
• Sampling? 
• algorithms prefer low diversity 
• Sequencing approach? 
• paired end? 
• which sequencer? 
• what is needed for scaffolding? 
• input data Q/A? 
• sequencer statistics 
fastqc 
Unable to detect all errors! 
• • bio-relevant measurements? (e.g. % mapping to known data)
So you want to do sequence a 
genome… 
• trimming/deduplicating/filtering 
• removing excess/redundant data 
• removing errors 
•Which assembler? 
• used by others? (publications/ online list/ forum/ 
assemblathon) 
• something new? 
! 
• assembly result QA 
• sequence statistics (e.g., QUAST) 
• bio-relevant measures (e.g. ,CEGMA)
Perfect parameters 
• Instead: need to test many combinations 
• of trimming 
• of filtering 
• different assembly software
Take home messages 
• No “best way” 
• Need to install a lot of software 
• A lot of work in UNIX - to launch software, to convert 
formats… 
• Need to test many parameters 
• Be careful with qualities!
No need to understand 
everything! 
20% effort for 80% result
Calling variants
Downloaded from www.sciencemag.org on March 12, 2013 Solenopsis invicta fire ants are 
REPORTS 
a big problem! 
very well studied! 
Ascunce et al 2011
Solenopsis invicta fire ant: 
two social forms 
Single-queen form: Multiple-queen form: 
! 
•1 large queen 
•Independent founding 
•Highly territorial 
•Many sizes of workers 
! •2-100 smaller queens 
•Dependent founding 
•No inter-colony aggression 
•All workers similar size
Mini Genome Assembly Overview Wednesday

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Mini Genome Assembly Overview Wednesday

  • 2.
  • 3. Congrats! • first ever genome assembly • complete approach • with real-world cutting edge tools • Some shortcuts: • we used 2% of a eukaryotic (ant) genome • only 1 type of paired reads • only used “one-step” software.
  • 4. So you want to do sequence a genome… • Sampling? • algorithms prefer low diversity • Sequencing approach? • paired end? • which sequencer? • what is needed for scaffolding?
  • 6. So you want to do sequence a genome… • Sampling? • algorithms prefer low diversity • Sequencing approach? • paired end? • which sequencer? • what is needed for scaffolding? • input data Q/A? • sequencer statistics fastqc Unable to detect all errors! • • bio-relevant measurements? (e.g. % mapping to known data)
  • 7. So you want to do sequence a genome… • trimming/deduplicating/filtering • removing excess/redundant data • removing errors •Which assembler? • used by others? (publications/ online list/ forum/ assemblathon) • something new? ! • assembly result QA • sequence statistics (e.g., QUAST) • bio-relevant measures (e.g. ,CEGMA)
  • 8. Perfect parameters • Instead: need to test many combinations • of trimming • of filtering • different assembly software
  • 9. Take home messages • No “best way” • Need to install a lot of software • A lot of work in UNIX - to launch software, to convert formats… • Need to test many parameters • Be careful with qualities!
  • 10. No need to understand everything! 20% effort for 80% result
  • 12.
  • 13. Downloaded from www.sciencemag.org on March 12, 2013 Solenopsis invicta fire ants are REPORTS a big problem! very well studied! Ascunce et al 2011
  • 14. Solenopsis invicta fire ant: two social forms Single-queen form: Multiple-queen form: ! •1 large queen •Independent founding •Highly territorial •Many sizes of workers ! •2-100 smaller queens •Dependent founding •No inter-colony aggression •All workers similar size