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Fast and efficient short read mapping based on a succinct hash index.

Haowen Zhang1, Yuandong Chan2, Kaichao Fan2

  • 1School of Computational Science and Engineering, Georgia Institute of Technology, Atlanta, 30332, GA, USA.

BMC Bioinformatics
|March 11, 2018
PubMed
Summary
This summary is machine-generated.

We developed a novel succinct hash index for next-generation sequencing read mapping. This efficient data structure significantly improves mapping speed and reduces memory usage compared to existing tools.

Keywords:
Hash indexNext-generation sequencingRead mappingSeed selection

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Area of Science:

  • Bioinformatics
  • Computational Biology
  • Genomics

Background:

  • Next-generation sequencing (NGS) read mapping tools utilize various indexing techniques.
  • The selection of indexing data structures involves a trade-off between memory usage, mapping speed, and index construction time.

Purpose of the Study:

  • To introduce a novel, memory-efficient data structure for read mapping.
  • To develop a high-performance read mapper utilizing this new index.

Main Methods:

  • Implementation of a succinct hash index, a variant of the q-gram index, with a reduced memory footprint (3.5-5.3 GB for human genome).
  • Development of novel seed selection algorithms (group seeding, variable-length seeding).
  • Design of an efficient parallel construction algorithm for the index.
  • Creation of the Fast and Efficient read Mapper (FEM) using the succinct hash index.

Main Results:

  • The succinct hash index offers a feasible q-gram index implementation with low memory requirements.
  • FEM demonstrates scalability and superior performance in speed and memory footprint compared to state-of-the-art all-mappers.
  • FEM achieves significant speedups: an order of magnitude faster than Masai (single-thread) and two orders of magnitude faster (multi-thread), up to 2.8-fold faster than BitMapper, and an order of magnitude faster than BitMapper2 and Hobbes3.

Conclusions:

  • The succinct hash index represents a breakthrough in memory-efficient indexing for read mapping.
  • FEM provides a highly efficient and scalable solution for read mapping, outperforming existing methods.
  • FEM is available as open-source software for the research community.