Storage and Retrieval of Individual Genomes

  • Veli Mäkinen
  • Gonzalo Navarro
  • Jouni Sirén
  • Niko Välimäki
Conference paper

DOI: 10.1007/978-3-642-02008-7_9

Part of the Lecture Notes in Computer Science book series (LNCS, volume 5541)
Cite this paper as:
Mäkinen V., Navarro G., Sirén J., Välimäki N. (2009) Storage and Retrieval of Individual Genomes. In: Batzoglou S. (eds) Research in Computational Molecular Biology. RECOMB 2009. Lecture Notes in Computer Science, vol 5541. Springer, Berlin, Heidelberg

Abstract

A repetitive sequence collection is one where portions of a base sequence of length n are repeated many times with small variations, forming a collection of total length N. Examples of such collections are version control data and genome sequences of individuals, where the differences can be expressed by lists of basic edit operations. Flexible and efficient data analysis on a such typically huge collection is plausible using suffix trees. However, suffix tree occupies O(N logN) bits, which very soon inhibits in-memory analyses. Recent advances in full-text self-indexing reduce the space of suffix tree to O(N logσ) bits, where σ is the alphabet size. In practice, the space reduction is more than 10-fold, for example on suffix tree of Human Genome. However, this reduction factor remains constant when more sequences are added to the collection.

We develop a new family of self-indexes suited for the repetitive sequence collection setting. Their expected space requirement depends only on the length n of the base sequence and the number s of variations in its repeated copies. That is, the space reduction factor is no longer constant, but depends on N/n.

We believe the structures developed in this work will provide a fundamental basis for storage and retrieval of individual genomes as they become available due to rapid progress in the sequencing technologies.

Keywords

Comparative genomics full-text indexing suffix tree compressed data structures 

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Copyright information

© Springer-Verlag Berlin Heidelberg 2009

Authors and Affiliations

  • Veli Mäkinen
    • 1
  • Gonzalo Navarro
    • 2
  • Jouni Sirén
    • 1
  • Niko Välimäki
    • 1
  1. 1.Department of Computer ScienceUniversity of HelsinkiFinland
  2. 2.Department of Computer ScienceUniversity of ChileChile

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