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QualComp: a new lossy compressor for quality scores based on rate distortion theory

机译:QualComp:一种基于速率失真理论的新型有损压缩机用于质量得分

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摘要

BackgroundNext Generation Sequencing technologies have revolutionized many fields in biology by reducing the time and cost required for sequencing. As a result, large amounts of sequencing data are being generated. A typical sequencing data file may occupy tens or even hundreds of gigabytes of disk space, prohibitively large for many users. This data consists of both the nucleotide sequences and per-base quality scores that indicate the level of confidence in the readout of these sequences. Quality scores account for about half of the required disk space in the commonly used FASTQ format (before compression), and therefore the compression of the quality scores can significantly reduce storage requirements and speed up analysis and transmission of sequencing data.
机译:背景技术下一代测序技术通过减少测序所需的时间和成本,已经彻底改变了生物学的许多领域。结果,产生了大量的测序数据。典型的排序数据文件可能会占用数十甚至数百GB的磁盘空间,对于许多用户而言,这是过大的。该数据由核苷酸序列和每个碱基的质量得分组成,这些得分指示对这些序列的读出的置信度。在通常使用的FASTQ格式中(压缩之前),质量分数大约占所需磁盘空间的一半,因此,质量分数的压缩可以显着降低存储需求并加快序列数据的分析和传输速度。

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