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ulfasQTL: an ultra-fast method of composite splicing QTL analysis

机译:ulfasQTL:复合拼接QTL分析的超快速方法

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Background Alternative splicing plays important roles in many regulatory processes and diseases in human. Many genetic variants contribute to phenotypic differences in gene expression and splicing that determine variations in human traits. Detecting genetic variants that affect splicing phenotypes is essential for understanding the functional impact of genetic variations on alternative splicing. For many situations, the key phenotype is the relative splicing ratios of alternative isoforms rather than the expression values of individual isoforms. Splicing quantitative trait loci (sQTL) analysis methods have been proposed for detecting associations of genetic variants with the vectors of isoform splicing ratios of genes. We call this task as composite sQTL analysis. Existing methods are computationally intensive and cannot scale up for whole genome analysis. Results We developed an ultra-fast method named ulfasQTL for this task based on a previous method sQTLseekeR. It transforms tests of splicing ratios of multiple genes to a matrix form for efficient computation, and therefore can be applied for sQTL analysis at whole-genome scales at the speed thousands times faster than the existing method. We tested ulfasQTL on the data from the GEUVADIS project and compared it with an existing method. Conclusions ulfasQTL is a very efficient tool for composite splicing QTL analysis and can be applied on whole-genome analysis with acceptable time.
机译:背景技术选择性剪接在人类的许多调节过程和疾病中起着重要作用。许多遗传变异会导致基因表达和剪接的表型差异,从而决定人类特征的变异。检测影响剪接表型的遗传变异对于理解遗传变异对替代剪接的功能影响至关重要。在许多情况下,关键表型是替代同工型的相对剪接比,而不是各个同工型的表达值。已经提出了剪接定量性状基因座(sQTL)分析方法,用于检测遗传变异体与基因的同工型剪接比例载体的关联。我们将此任务称为复合sQTL分析。现有方法计算量大,无法扩展到整个基因组分析。结果我们在以前的方法sQTLseekeR的基础上,针对此任务开发了一种名为ulfasQTL的超快速方法。它可以将多个基因的剪接比测试转换为矩阵形式,以进行高效计算,因此可以以比现有方法快数千倍的速度用于全基因组规模的sQTL分析。我们根据GEUVADIS项目的数据测试了ulfasQTL,并将其与现有方法进行了比较。结论ulfasQTL是用于复合剪接QTL分析的非常有效的工具,可以在可接受的时间内用于全基因组分析。

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