An Evaluation Framework for Lossy Compression of Genome Sequencing Quality Values.

Proceedings. Data Compression Conference Pub Date : 2016-03-01 Epub Date: 2016-12-19 DOI:10.1109/DCC.2016.39
Claudio Alberti, Noah Daniels, Mikel Hernaez, Jan Voges, Rachel L Goldfeder, Ana A Hernandez-Lopez, Marco Mattavelli, Bonnie Berger
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Abstract

This paper provides the specification and an initial validation of an evaluation framework for the comparison of lossy compressors of genome sequencing quality values. The goal is to define reference data, test sets, tools and metrics that shall be used to evaluate the impact of lossy compression of quality values on human genome variant calling. The functionality of the framework is validated referring to two state-of-the-art genomic compressors. This work has been spurred by the current activity within the ISO/IEC SC29/WG11 technical committee (a.k.a. MPEG), which is investigating the possibility of starting a standardization activity for genomic information representation.

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基因组测序质量值的有损压缩评估框架。
本文为比较基因组测序质量值的有损压缩器提供了一个评估框架的规范和初步验证。其目的是定义参考数据、测试集、工具和指标,用于评估有损压缩质量值对人类基因组变异调用的影响。参照两个最先进的基因组压缩器对该框架的功能进行了验证。这项工作受到 ISO/IEC SC29/WG11 技术委员会(又称 MPEG)当前活动的推动,该委员会正在研究启动基因组信息表示标准化活动的可能性。
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