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Scalable, ultra-fast, and low-memory construction of compacted de Bruijn graphs with Cuttlefish 2

View ORCID ProfileJamshed Khan, View ORCID ProfileMarek Kokot, View ORCID ProfileSebastian Deorowicz, View ORCID ProfileRob Patro
doi: https://doi.org/10.1101/2021.12.14.472718
Jamshed Khan
1Department of Computer Science, University of Maryland, College Park, Maryland, USA
2Center for Bioinformatics and Computational Biology, University of Maryland, College Park, Maryland, USA
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Marek Kokot
3Faculty of Automatic Control, Electronics and Computer Science, Silesian University of Technology, Gliwice, Poland
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Sebastian Deorowicz
3Faculty of Automatic Control, Electronics and Computer Science, Silesian University of Technology, Gliwice, Poland
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Rob Patro
1Department of Computer Science, University of Maryland, College Park, Maryland, USA
2Center for Bioinformatics and Computational Biology, University of Maryland, College Park, Maryland, USA
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  • For correspondence: rob@cs.umd.edu
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Abstract

The de Bruijn graph is a key data structure in modern computational genomics, and construction of its compacted variant resides upstream of many genomic analyses. As the quantity of genomic data grows rapidly, this often forms a computational bottleneck.

We present Cuttlefish 2, significantly advancing the state-of-the-art for this problem. On a commodity server, it reduces the graph construction time for 661K bacterial genomes, of size 2.58Tbp, from 4.5 days to 17–23 hours; and it constructs the graph for 1.52Tbp white spruce reads in ∼10 hours, while the closest competitor requires 54–58 hours, using considerably more memory.

Competing Interest Statement

RP is a co-founder of Ocean Genomics, inc.

Footnotes

  • Improved exposition and clarified details of filtering and implications of vertex vs. edge-centric de Bruijn graphs. Added experiments on new data type (RNA-seq). Added experiments using unitig and maximal path construction upstream of associative k-mer indexing. Revised results using updated versions of several tools. Fixed various typos.

  • https://github.com/COMBINE-lab/cuttlefish

Copyright 
The copyright holder for this preprint is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under a CC-BY-NC-ND 4.0 International license.
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Posted June 19, 2022.
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Scalable, ultra-fast, and low-memory construction of compacted de Bruijn graphs with Cuttlefish 2
Jamshed Khan, Marek Kokot, Sebastian Deorowicz, Rob Patro
bioRxiv 2021.12.14.472718; doi: https://doi.org/10.1101/2021.12.14.472718
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Scalable, ultra-fast, and low-memory construction of compacted de Bruijn graphs with Cuttlefish 2
Jamshed Khan, Marek Kokot, Sebastian Deorowicz, Rob Patro
bioRxiv 2021.12.14.472718; doi: https://doi.org/10.1101/2021.12.14.472718

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