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Short Read Alignment Based on Maximal Approximate Match Seeds.

Wei Quan1, Dengfeng Guan1,2, Guangri Quan1

  • 1School of Computer Science and Technology, Harbin Institute of Technology, Harbin, China.

Frontiers in Molecular Biosciences
|November 30, 2020
PubMed
Summary
This summary is machine-generated.

This study introduces MAM, a novel algorithm for DNA sequence alignment that efficiently handles repetitive genomic regions. MAM improves speed and accuracy by using maximal approximate matches (MAMs) as seeds, outperforming existing tools.

Keywords:
FM-indexnext-generation sequencingrepeatssequence alignmentwhole-genome resequencing

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Area of Science:

  • Genomics
  • Bioinformatics
  • Computational Biology

Background:

  • Sequence alignment is crucial for genomic studies like variant calling and RNA-seq analysis.
  • Repetitive sequences in reference genomes pose significant challenges, leading to computational burdens and potential missed alignments.
  • Existing methods often discard repetitive seeds or use maximal exact matches (MEMs) which can fail due to errors.

Purpose of the Study:

  • To develop a novel and efficient sequence alignment algorithm capable of handling repetitive genomic sequences.
  • To improve the speed and accuracy of short DNA sequence alignment.

Main Methods:

  • The proposed algorithm, MAM, utilizes a modified Burrows-Wheeler transform (BWT) for accelerated approximate seed matching.
  • It employs maximal approximate matches (MAMs) as seeds to reduce candidate alignment locations.
  • Affine-gap-penalty dynamic programming is used to extend these MAM seeds.

Main Results:

  • MAM demonstrates superior speed performance compared to state-of-the-art alignment tools.
  • Experimental results on simulated and real sequencing data validate the algorithm's effectiveness.
  • The algorithm successfully addresses challenges posed by repetitive sequences.

Conclusions:

  • MAM offers an efficient solution for sequence alignment, particularly in the presence of repetitive genomic elements.
  • The algorithm provides a valuable advancement for genomic research, enhancing speed and potentially accuracy.
  • The source code is publicly available for further research and application.