4.5 Article

Lighter: fast and memory-efficient sequencing error correction without counting

Journal

GENOME BIOLOGY
Volume 15, Issue 11, Pages -

Publisher

BMC
DOI: 10.1186/s13059-014-0509-9

Keywords

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Funding

  1. National Science Foundation [ABI-1159078, IIS-1349906]
  2. Sloan Research Fellowship
  3. Direct For Biological Sciences [1159078] Funding Source: National Science Foundation
  4. Direct For Computer & Info Scie & Enginr [1349906] Funding Source: National Science Foundation

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Lighter is a fast, memory-efficient tool for correcting sequencing errors. Lighter avoids counting k-mers. Instead, it uses a pair of Bloom filters, one holding a sample of the input k-mers and the other holding k-mers likely to be correct. As long as the sampling fraction is adjusted in inverse proportion to the depth of sequencing, Bloom filter size can be held constant while maintaining near-constant accuracy. Lighter is parallelized, uses no secondary storage, and is both faster and more memory-efficient than competing approaches while achieving comparable accuracy.

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