TRELLIS+: an effective approach for indexing genome-scale sequences using suffix trees
Benjarath Phoophakdee1, Mohammed J Zaki
1Dept. of Computer Science, Rensselaer Polytechnic Institute, Troy, NY 12180, USA. phoopb@cs.rpi.edu
Pacific Symposium on Biocomputing. Pacific Symposium on Biocomputing
|January 31, 2008
Summary
TRELLIS+ offers a novel disk-based suffix tree approach for managing massive sequence data. This method efficiently indexes genome-scale sequences with limited memory, outperforming existing techniques.
Area of Science:
- Bioinformatics
- Computational Biology
- Genomics
Background:
- High-throughput sequencing generates vast amounts of data, necessitating scalable data management solutions.
- Existing suffix tree approaches face challenges in handling genome-scale datasets due to memory limitations.
Purpose of the Study:
- To introduce TRELLIS+, a novel disk-based suffix tree approach for efficient sequence data management.
- To demonstrate the scalability and performance of TRELLIS+ for large-scale sequence indexing and retrieval.
Main Methods:
- Development of TRELLIS+, a disk-based suffix tree algorithm.
- Implementation of a novel string buffering strategy to manage large datasets with limited main memory.
- Experimental evaluation comparing TRELLIS+ against existing suffix tree methods.
Main Results:
- TRELLIS+ demonstrates superior performance compared to existing suffix tree approaches.
- The method successfully indexes genome-scale sequences, including the entire Human genome.
- Rapid query processing is achieved over the disk-based index.
Conclusions:
- TRELLIS+ provides a scalable and efficient solution for managing and analyzing massive sequence data.
- The approach overcomes memory constraints, enabling the indexing of large genomes.
- TRELLIS+ facilitates rapid sequence data retrieval and analysis in bioinformatics.
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