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A new efficient referential genome compression technique for FastQ files.
Sanjeev Kumar1, Mukund Pratap Singh2, Soumya Ranjan Nayak3
1United University, Prayagraj, Uttar Pradesh, 211012, India.
A new method, RBFQC, efficiently compresses FastQ files using a reference genome. This novel approach significantly improves compression ratios and speeds up data handling for next-generation sequencing (NGS) data.
Area of Science:
- Bioinformatics
- Computational Biology
- Genomics
Background:
- Genomic data generation is rapidly increasing in healthcare and research.
- Existing compression methods are inefficient for specialized genomic data formats like FastQ.
- Efficient compression is crucial for managing storage, transmission, and processing costs.
Purpose of the Study:
- To develop a novel, high-performance compression technique for FastQ files.
- To reduce the storage and transmission burden of large-scale genomic datasets.
- To improve the speed and efficiency of genomic data processing.
Main Methods:
- A reference genome-based compression strategy for FastQ files.
- Splitting FastQ files into identifier, sequence, and quality score streams.
- Implementing a lightweight mapping mechanism for sequence stream compression.
Main Results:
- RBFQC demonstrates superior compression ratios compared to GZIP (80-140%).
- RBFQC offers significant speed improvements (10-25%) over existing domain-specific methods.
- The method maintains data quality without sacrificing compression efficiency.
Conclusions:
- RBFQC provides an effective solution for compressing FastQ genomic data.
- The technique offers substantial benefits in terms of storage, speed, and cost reduction.
- This advancement is vital for handling the growing volume of next-generation sequencing data.
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