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Stacking up RADSeq assembly programs: From complete hit to completely abysmal.

Annarita Marrano1, Alice E Palmer1, Brook T Moyers1

  • 1Department of Biology, University of Massachusetts Boston, Boston, MA, USA.

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Summary

Researchers evaluated assembly programs for reduced representation sequencing libraries (RRLs), essential for genotyping without a reference genome. CD-HIT performed best, highlighting the need for careful program selection in bioinformatics.

Keywords:
bioinfomatics/phyloinfomaticsde novo assemblygenomics/proteomicsgenotyping by sequencingreduced representation libraryrestriction-site associated DNA sequencing

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Area of Science:

  • Genomics
  • Bioinformatics
  • Molecular Ecology

Background:

  • Decreasing sequencing costs fuel novel genotyping methods like reduced representation sequencing libraries (RRLs).
  • RRLs, also known as genotyping by sequencing or restriction-site associated DNA sequencing, generate genome-wide data.
  • Assembling RRL data de novo is challenging without a reference genome, with limited knowledge of program effectiveness.

Purpose of the Study:

  • To systematically evaluate the performance of six common assembly programs for RRL data.
  • To assess the impact of two key parameters on assembly completeness and accuracy.
  • To provide recommendations for best practices in RRL data assembly and program evaluation.

Main Methods:

  • Simulated double digests of Homo sapiens and Arabidopsis thaliana genomes were used.
  • Varied mutation rates and types were incorporated into the simulated data.
  • Six commonly used assembly programs and two parameters were tested for their effectiveness.

Main Results:

  • Substantial variation in assembly performance was observed across different programs.
  • The CD-HIT assembler demonstrated consistently high performance, though it is infrequently used.
  • Several other tested assemblers failed to produce complete and accurate assemblies under various conditions.

Conclusions:

  • The choice of assembly program significantly impacts the quality of RRL data analysis.
  • CD-HIT is recommended as a highly effective assembler for RRL data.
  • Standardized evaluation methods and best practices are crucial for future RRL assembly studies.