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HPC-REDItools: a novel HPC-aware tool for improved large scale RNA-editing analysis

机译:HPC-REDITOOLS:一种新型HPC感知工具可改善大规模RNA编辑分析

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摘要

Advances in next generation sequencing (NGS) technologies have led to the production of an unprecedented amount of omic data (including genomes, transcriptomes, epigenomes from cells, tissues and organisms) changing science and medicine in ways never seen before and entering the “big data” era. The scale and efficiency of NGS poses the relevant challenges of sharing, archiving, integrating and analyzing these vast collections of omic data. Although tools and algorithms to handle and analyse large NGS datasets are now appearing, widespread software for common NGS analyses are yet multi-threaded or serial and not ready for the “big data” era revolution. As a consequence, the investigation of specific and important biological phenomena in large NGS datasets from international projects - such as The Cancer Genome Atlas (TCGA) [ ] or The Genotype-Tissue Expression project (GTEx) [ ] - is somehow precluded and, thus, a thorough redesign of algorithms and efficient implementations on High Performance Computing (HPC) infrastructures are mandatory [ ]. Hereafter, we introduce and describe HPC-REDItools, a HPC tool for accurate detection of RNA-editing events from large data repositories.
机译:下一代测序(NGS)技术的进步导致生产前所未有的OMIC数据(包括基因组,来自细胞,组织和生物的表观胶质群体)在以前从未见过的方式改变科学和医学,并进入“大数据“ 时代。 NGS的规模和效率构成了共享,归档,集成和分析这些广泛的OMIC数据集的相关挑战。虽然现在出现了处理和分析大型NGS数据集的工具和算法,但是共同NGS分析的广泛软件还具有多线程或串行,而不是为“大数据”时代革命。因此,来自国际项目的大型NGS数据集的具体和重要生物现象 - 例如癌症基因组(TCGA)[]或基因型 - 组织表达项目(GTEX)[] - 以某种方式排除,因此,全面重新设计算法和高性能计算(HPC)基础架构的有效实现是强制性的[]。以下,我们介绍并描述了HPC-Reditools,一种HPC工具,可以精确地检测来自大数据存储库的RNA编辑事件。

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