Next Generation Indexing for Genomic Intervals

Vahid Jalili, Matteo Matteucci, Jeremy Goecks, Yashar Deldjoo, Stefano Ceri

Research output: Contribution to journalArticlepeer-review

4 Scopus citations

Abstract

One-dimensional intervals incremental inverted index (Di4) is a multi-resolution, single-dimension indexing framework for efficient, scalable, and extensible computation of genomic interval expressions. The framework has a tri-layer architecture: the semantic layer provides orthogonal and generic means (including the support of user-defined function) of sense-making and higher-lever reasoning from region-based datasets; the logical layer provides building blocks for region calculus and topological relations between intervals; the physical layer abstracts from persistence technology and makes the model adaptable to variety of persistence technologies, spanning from small-scale (e.g., B+tree) to large-scale (e.g., LevelDB). The extensibility of Di4 to application scenarios is shown with an example of comparative evaluation of ChIP-seq and DNase-Seq replicates. Performance of Di4 is benchmarked for small and large scale scenarios under common bioinformatics application scenarios. Di4 is freely available from https://genometric.github.io/Di4.

Original languageEnglish (US)
Article number8468044
Pages (from-to)2008-2021
Number of pages14
JournalIEEE Transactions on Knowledge and Data Engineering
Volume31
Issue number10
DOIs
StatePublished - Oct 1 2019

Keywords

  • Index structures
  • efficient query processing
  • genomic data management

ASJC Scopus subject areas

  • Information Systems
  • Computer Science Applications
  • Computational Theory and Mathematics

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