Storage and retrieval of individual genomes


Autoria(s): Mäkinen, Veli; Navarro, Gonzalo; Sirén, Jouni; Välimäki, Niko
Contribuinte(s)

University of Helsinki, Department of Computer Science

University of Helsinki, Department of Computer Science

University of Helsinki, Research Programs Unit

Data(s)

2009

Resumo

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 log N) bits, which very soon inhibits in-memory analyses. Recent advances in full-text self-indexing reduce the space of suffix tree to O(N log σ) 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.

Formato

17

Identificador

http://hdl.handle.net/10138/23701

Idioma(s)

eng

Relação

Research in Computational Molecular Biology 13th Annual International Conference, RECOMB 2009

Lecture Notes in Computer Science

Fonte

Mäkinen , V , Navarro , G , Sirén , J & Välimäki , N 2009 , ' Storage and retrieval of individual genomes ' in Research in Computational Molecular Biology : 13th Annual International Conference, RECOMB 2009 , pp. 121-137 Lecture Notes in Computer Science , no. 5541 . , 10.1007/978-3-642-02008-7_9

Palavras-Chave #113 Computer and information sciences
Tipo

A4 Article in conference publication (refereed)

info:eu-repo/semantics/conferencePaper

info:eu-repo/semantics/acceptedVersion