Piers

Author:

Cao Xia1,Li Shuai Cheng1,Ooi Beng Chin1,Tung Anthony K. H.1

Affiliation:

1. National University of Singapore, Singapore

Abstract

Growing interest in genomic research has resulted in the creation of huge biological sequence databases. In this paper, we present a hash-based pier model for efficient homology search in large DNA sequence databases. In our model, only certain segments in the databases called 'piers' need to be accessed during searches as opposite to other approaches which require a full scan on the biological sequence database. To further improve the search efficiency, the piers are stored in a specially designed hash table which helps to avoid expensive alignment operation. The has table is small enough to reside in main memory, hence avoiding I/O in the search steps. We show theoretically and empirically that the proposed approach can efficiently detect biological sequences that are similar to a query sequence with very high sensitivity.

Publisher

Association for Computing Machinery (ACM)

Subject

Information Systems,Software

Cited by 8 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Private Approximate Nearest Neighbor Search with Sublinear Communication;2022 IEEE Symposium on Security and Privacy (SP);2022-05

2. Private Approximate Nearest Neighbor Search with Sublinear Communication;P IEEE S SECUR PRIV;2022

3. Pigeonring;Proceedings of the VLDB Endowment;2018-09

4. ALAE;Proceedings of the VLDB Endowment;2012-07

5. An efficient similarity search based on indexing in large DNA databases;Computational Biology and Chemistry;2010-04

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