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Ariadne: synthetic long read deconvolution using assembly graphs.

Lauren Mak1,2, Dmitry Meleshko3,4, David C Danko3,4

  • 1Tri-Institutional Computational Biology & Medicine Program, Weill Cornell Medicine of Cornell University, New York, USA. lam4003@med.cornell.edu.

Genome Biology
|August 28, 2023
PubMed
Summary
This summary is machine-generated.

Synthetic long read sequencing offers high resolution but struggles with read linkage. Ariadne, a new algorithm, deconvolutes these reads for better analysis of complex populations like metagenomes.

Keywords:
Assembly graphsBarcode deconvolutionMetagenomicsSynthetic long read

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Area of Science:

  • Genomics
  • Bioinformatics
  • Computational Biology

Background:

  • Synthetic long read sequencing (e.g., TELL-Seq, LoopSeq) links short reads using 3' barcoding for improved resolution.
  • A key challenge is the lack of a 1:1 mapping between long fragments and unique molecular identifiers, hindering accurate read linkage.

Purpose of the Study:

  • To introduce Ariadne, a novel algorithm for deconvoluting synthetic long reads.
  • To enable the extraction of single-species read-clouds from complex datasets.

Main Methods:

  • Development of Ariadne, an assembly graph-based deconvolution algorithm.
  • Application of Ariadne to synthetic long read datasets.

Main Results:

  • Ariadne effectively deconvolutes synthetic long reads by resolving linkage ambiguities.
  • The algorithm facilitates the isolation of single-species read-clouds.

Conclusions:

  • Ariadne improves taxonomic classification and de novo assembly for complex populations.
  • This method enhances the utility of synthetic long read sequencing for metagenomic studies.