AI Article Synopsis

  • Metagenomic sequencing is revealing many new bacterial genomes and their associated plasmids, which are small DNA molecules that can spread antibiotic resistance but are less understood than bacteria.
  • The SCAPP tool was developed to improve plasmid sequence assembly from metagenomic data by using biological insights, and it showed better performance compared to existing tools in various tests.
  • SCAPP is a user-friendly, open-source Python package that successfully assembles full plasmid sequences and has identified new, clinically relevant plasmids, making it a valuable resource for researchers.

Article Abstract

Background: Metagenomic sequencing has led to the identification and assembly of many new bacterial genome sequences. These bacteria often contain plasmids: usually small, circular double-stranded DNA molecules that may transfer across bacterial species and confer antibiotic resistance. These plasmids are generally less studied and understood than their bacterial hosts. Part of the reason for this is insufficient computational tools enabling the analysis of plasmids in metagenomic samples.

Results: We developed SCAPP (Sequence Contents-Aware Plasmid Peeler)-an algorithm and tool to assemble plasmid sequences from metagenomic sequencing. SCAPP builds on some key ideas from the Recycler algorithm while improving plasmid assemblies by integrating biological knowledge about plasmids. We compared the performance of SCAPP to Recycler and metaplasmidSPAdes on simulated metagenomes, real human gut microbiome samples, and a human gut plasmidome dataset that we generated. We also created plasmidome and metagenome data from the same cow rumen sample and used the parallel sequencing data to create a novel assessment procedure. Overall, SCAPP outperformed Recycler and metaplasmidSPAdes across this wide range of datasets.

Conclusions: SCAPP is an easy to use Python package that enables the assembly of full plasmid sequences from metagenomic samples. It outperformed existing metagenomic plasmid assemblers in most cases and assembled novel and clinically relevant plasmids in samples we generated such as a human gut plasmidome. SCAPP is open-source software available from: https://github.com/Shamir-Lab/SCAPP . Video abstract.

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Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC8228940PMC
http://dx.doi.org/10.1186/s40168-021-01068-zDOI Listing

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