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On-Demand Indexing for Referential Compression of DNA Sequences
Fernando Alves1, Vinicius Cogo1, Sebastian Wandelt2
1LaSIGE, University of Lisbon, Lisbon, Portugal.
Plos One
|July 7, 2015
Summary
Genome sequencing generates vast data, requiring efficient storage. On-Demand Indexing (ODI) speeds up referential compression by optimizing reference indexing, reducing human chromosome compression time significantly.
Area of Science:
- Genomics
- Bioinformatics
- Computational Biology
Background:
- Decreasing genome sequencing costs necessitate scalable data storage and processing solutions.
- Referential compression leverages DNA similarity to reduce genome sequence storage demands significantly.
- Current referential compression methods are hindered by the computationally expensive complete reference indexing phase.
Purpose of the Study:
- To propose an improved method for referential compression performance.
- To address the bottleneck of complete reference indexing in existing methods.
- To accelerate the compression of large genomic datasets.
Main Methods:
- Development of the On-Demand Indexing (ODI) approach.
- Elimination of the complete reference indexing phase.
- Application of ODI to compress human chromosomes.
Main Results:
- On-Demand Indexing (ODI) achieves compression speeds five to ten times faster than state-of-the-art tools for human chromosomes.
- Similar compression ratios are maintained compared to existing methods.
- The proposed method significantly improves the performance of referential compression.
Conclusions:
- On-Demand Indexing (ODI) offers a substantial performance improvement for genomic data compression.
- The method effectively reduces storage requirements for large-scale genomic data.
- ODI presents a promising solution for managing the data deluge from genome sequencing.
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