Abstract
Recent advances in single-cell genomics provide an alternative to largely gene-centric metagenomics studies, enabling whole-genome sequencing of uncultivated bacteria. However, single-cell assembly projects are challenging due to (i) the highly nonuniform read coverage and (ii) a greatly elevated number of chimeric reads and read pairs. While recently developed single-cell assemblers have addressed the former challenge, methods for assembling highly chimeric reads remain poorly explored. We present algorithms for identifying chimeric edges and resolving complex bulges in de Bruijn graphs, which significantly improve single-cell assemblies. We further describe applications of the single-cell assembler SPAdes to a new approach for capturing and sequencing "microbial dark matter" that forms small pools of randomly selected single cells (called a mini-metagenome) and further sequences all genomes from the mini-metagenome at once. On single-cell bacterial datasets, SPAdes improves on the recently developed E+V-SC and IDBA-UD assemblers specifically designed for single-cell sequencing. For standard (cultivated monostrain) datasets, SPAdes also improves on A5, ABySS, CLC, EULER-SR, Ray, SOAPdenovo, and Velvet. Thus, recently developed single-cell assemblers not only enable single-cell sequencing, but also improve on conventional assemblers on their own turf. SPAdes is available for free online download under a GPLv2 license.
MeSH Terms
Algorithms
Base Composition
Computational Biology
Contig Mapping/methods
DNA, Bacterial/genetics
DNA, Concatenated/genetics
Escherichia coli/genetics
Gene Library
Genome, Bacterial
High-Throughput Nucleotide Sequencing
Nucleic Acid Amplification Techniques
Pedobacter/genetics
Prochlorococcus/genetics
Sequence Analysis, DNA
Single-Cell Analysis
Chemicals
DNA, Bacterial
DNA, Concatenated
Authors & Affiliations
18 authors, click to expand affiliations / ORCID
Nurk Sergey
1 Algorithmic Biology Laboratory, St. Petersburg Academic University , Russian Academy of Sciences, St. Petersburg, Russia .
Bankevich Anton
Antipov Dmitry
Gurevich Alexey A
Korobeynikov Anton
Lapidus Alla
Prjibelski Andrey D
Pyshkin Alexey
Sirotkin Alexander
Sirotkin Yakov
Stepanauskas Ramunas
Clingenpeel Scott R
Woyke Tanja
McLean Jeffrey S
Lasken Roger
Tesler Glenn
Alekseyev Max A
Pevzner Pavel A
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