Nested Containment List (NCList): a new algorithm for accelerating interval query of genome alignment and interval databases
Open Access
- 18 January 2007
- journal article
- research article
- Published by Oxford University Press (OUP) in Bioinformatics
- Vol. 23 (11) , 1386-1393
- https://doi.org/10.1093/bioinformatics/btl647
Abstract
Motivation: The exponential growth of sequence databases poses a major challenge to bioinformatics tools for querying alignment and annotation databases. There is a pressing need for methods for finding overlapping sequence intervals that are highly scalable to database size, query interval size, result size and construction/updating of the interval database. Results: We have developed a new interval database representation, the Nested Containment List (NCList), whose query time is O(n + log N), where N is the database size and n is the size of the result set. In all cases tested, this query algorithm is 5–500-fold faster than other indexing methods tested in this study, such as MySQL multi-column indexing, MySQL binning and R-Tree indexing. We provide performance comparisons both in simulated datasets and real-world genome alignment databases, across a wide range of database sizes and query interval widths. We also present an in-place NCList construction algorithm that yields database construction times that are ∼100-fold faster than other methods available. The NCList data structure appears to provide a useful foundation for highly scalable interval database applications. Availability: NCList data structure is part of Pygr, a bioinformatics graph database library, available at http://sourceforge.net/projects/pygr Contact: leec@chem.ucla.edu Supplementary information: Supplementary data are available at Bioinformatics online.Keywords
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