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PFP-FM: An Accelerated FM-index.

Aaron Hong1, Marco Oliva1, Dominik Köppl2,3

  • 1Department of Computer and Information Science and Engineering University of Florida, Gainesville, 32611, Florida, USA.

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|November 14, 2023
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Summary
This summary is machine-generated.

Prefix-free parsing accelerates DNA alignment searches using FM-indexes. This method significantly speeds up queries for patterns of a few hundred characters, outperforming existing techniques.

Keywords:
FM-indexpangenomicsrandom accessword-based indexing

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Area of Science:

  • Bioinformatics
  • Computational Biology
  • Genomic Data Analysis

Background:

  • FM-indexes are vital for DNA alignment but often require numerous random accesses per query character.
  • Word-based FM-indexes offer faster searches but necessitate effective DNA parsing due to the absence of natural word boundaries.

Approach:

  • This study introduces prefix-free parsing as an alternative to induced suffix sorting for creating word-based FM-indexes.
  • The prefix-free parsing method allows parameter tuning to control average phrase length, optimizing index performance.

Key Points:

  • Prefix-free parsing significantly accelerates FM-index searches for shorter patterns (a few hundred characters) compared to induced suffix sorting.
  • The proposed method demonstrates 3x to 18x speedup on GRCh38 queries and consistent performance gains on large SARS-CoV-2 genome datasets.
  • This approach enhances counting query performance across state-of-the-art methods with only a marginal increase in memory usage.

Conclusions:

  • Prefix-free parsing offers a substantial performance improvement for FM-index-based DNA sequence searching.
  • The method is efficient for various genomic datasets, including large-scale viral genome analyses.
  • The PFP-FM source code is publicly available, facilitating further research and application.