Lecture notes in computer scienceBioinformaticsPeer-reviewed journal article
Improving Metagenomic Assemblies Through Data Partitioning: a GC content approach
Fábio Malcher MirandaiD, Cassio BatistaiD, Artur SilvaiD, Jefferson Magalhaes De MoraisiD, Nelson NetoiD, Rommel Thiago Jucá RamosiD
Abstract
Assembling metagenomic data sequenced by NGS platforms poses significant computational challenges, especially due to large volumes of data, sequencing errors, and variations in size, complexity, diversity and abundance of organisms present in a given metagenome. To overcome these problems, this work proposes an open-source, bioinfor-matic tool called GCSplit, which partitions metagenomic sequences into subsets using a computationally inexpensive metric: the GC content. Experiments performed on real data show that preprocessing short reads with GCSplit prior to assembly reduces memory consumption and generates higher quality results, such as an increase in the N50 metric and the reduction in both the L50 value and the total number of contigs produced in the assembly. GCSplit is available at https://github.com/mirand863/gcsplit.
- assay: metagenomics
- research focus: benchmarking
- research focus: software / tool
- approach: statistical model
- Citations
- 2
- FWCI
- 2.11
- Field percentile
- top 13%
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