LazyB: fast and cheap genome assembly.
Thomas Gatter1, Sarah von Löhneysen2, Jörg Fallmann2
1Bioinformatics Group, Department of Computer Science, and Interdisciplinary Center for Bioinformatics, Universität Leipzig, Härtelstraße 16-18, 04107, Leipzig, Germany. thomas@bioinf.uni-leipzig.de.
Algorithms for Molecular Biology : AMB
|June 2, 2021
Summary
LazyB is a new genome assembler that efficiently handles large genomes and low-coverage sequencing data. This novel approach improves assembly accuracy and reduces computational costs for complex genomes.
Area of Science:
- Genomics
- Bioinformatics
- Computational Biology
Background:
- Genome sequencing costs have decreased, shifting focus to computational challenges in genome assembly.
- Large and complex genomes (e.g., plant, animal) require more efficient and accurate assembly methods.
- Hybrid assembly methods integrating short and long reads offer a promising solution.
Purpose of the Study:
- To develop a novel hybrid genome assembler, LazyB, optimized for low-coverage short and long reads.
- To improve the accuracy and efficiency of genome assembly for complex genomes.
Main Methods:
- LazyB utilizes a bipartite overlap graph between long reads and filtered short-read unitigs.
- It employs a novel subgraph extraction strategy to identify paths, avoiding traditional local feature removal.
- The method involves creating a consistently oriented subgraph, reducing it to a directed acyclic graph, and extracting contigs as maximum weight paths.
Main Results:
- LazyB achieves significantly more accurate genome assemblies for yeast and fruit fly compared to existing pipelines.
- The Python-implemented prototype demonstrates substantially lower computational effort.
- The assembler effectively utilizes low-coverage short and long reads.
Conclusions:
- LazyB is a cost-effective genome assembler adept at handling large genomes and low-coverage data.
- Its innovative path-reduction approach to overlap graphs presents new opportunities for advancing genome assembly.
- The tool is available as an open-source prototype.
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