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  1. ...: assembly graph constructionIn the initial step, we construct an assembly graph in order to leverage graph features for repeat detection. To do so, we assemble the input reads to contigs and obtain the assembly graph as illustrated in Figure 2A. Here, we use the popular metagenomic assembler, metaSPAdes...
  2. ..., Pevzner PA. 2017. metaSPAdes: a new versatile metagenomic assembler. Genome Res 27: 824–834. doi:10.1101/gr.213959.116 ↵Nurk S, Koren S, Rhie A, Rautiainen M, Bzikadze AV, Mikheenko A, Vollger MR, Altemose N, Uralsky L, Gershman A, et al. 2022. The complete sequence of a human . Science 376: 44–53. doi:10...
  3. ...of metaplasmidSPAdes. From a practical perspective, metaplasmidSPAdes introduces an unnecessary dependency on the metaSPAdes assembler.Application of our approach to 32 environmental samples uncovered 20 clades of ecMGEs (primarily gut and sewage plasmids), showcasing the strength of metagenomic approaches...
  4. ...extraordinarily high Nubeam within-sample diversities. We thus performed de novo assembly using state-of-the-art metagenomics assembler metaSPAdes (Nurk et al. 2017) for all unmapped reads to produce contigs (minimum length 228 bp) and remapped reads to contigs. To our surprise, 54% of the reads fail...
  5. ...and international high-risk clones in the spread of multidrug-resistant Enterobacteriaceae. Clin Microbiol Rev 28: 565–591. doi:10.1128/CMR.00116-14 ↵Nurk S, Meleshko D, Korobeynikov A, Pevzner PA. 2017. metaSPAdes: a new versatile metagenomic assembler. Genome Res 27: 824–834. doi:10.1101/gr.213959.116 ↵Ondov BD...
  6. ...: assembling genomic/metagenomic reads with SPAdes/metaSPAdes; identifying domain-edges in the assembly graph; extracting BGC subgraphs from the assembly graph; restoring collapsed domains in the assembly graph; constructing the scaffolding graph; and constructing putative BGCs by solving the Rural Postman...
  7. ...Ecol 52: 443–454. doi:10.1111/1365-2664.12380 ↵Nurk S, Meleshko D, Korobeynikov A, Pevzner PA. 2017. metaSPAdes: a new versatile metagenomic assembler. Genome Res 27: 824–834. doi:10.1101/gr.213959.116 ↵O'Leary NA, Wright MW, Brister JR, Ciufo S, Haddad D, McVeigh R, Rajput B, Robbertse B, Smith...
  8. ...reads alone remains challenging: Short-read metagenomic studies rarely result in the complete assembly of even a single meta-assembled (MAG) (Nurk et al. 2017). The recent emergence of the long and accurate Pacific Biosciences (PacBio) high-fidelity (HiFi) reads (Wenger et al. 2019) has led to the era...
  9. ...for circularization (see below). The single scaffold should be checked for complete coverage and support of the consensus. Gaps or local assembly errors must be dealt with before the is classified as curated and complete (some additional checks are described below).Some assemblers (e.g., IDBA-UD, metaSPAdes) retain...
  10. ...://github.com/biobakery/kneaddata). De novo assembly of the metas was performed using metaSPAdes (Nurk et al. 2017), and a separate assembly was performed for each sample. The resulting assemblies were binned using MetaWRAP (Uritskiy et al. 2018). fastANI (Jain et al. 2018) was used to dereplicate highly similar bins (≥95% ANI), likely...
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