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GeneiASE: Detection of condition-dependent and static allele-specific expression from RNA-seq data without haplotype information

机译:GeneiASE:从RNA-seq数据中检测无单倍型信息的条件依赖性和静态等位基因特异性表达

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摘要

Allele-specific expression (ASE) is the imbalance in transcription between maternal and paternal alleles at a locus and can be probed in single individuals using massively parallel DNA sequencing technology. Assessing ASE within a single sample provides a static picture of the ASE, but the magnitude of ASE for a given transcript may vary between different biological conditions in an individual. Such condition-dependent ASE could indicate a genetic variation with a functional role in the phenotypic difference. We investigated ASE through RNA-sequencing of primary white blood cells from eight human individuals before and after the controlled induction of an inflammatory response, and detected condition-dependent and static ASE at 211 and 13021 variants, respectively. We developed a method, GeneiASE, to detect genes exhibiting static or condition-dependent ASE in single individuals. GeneiASE performed consistently over a range of read depths and ASE effect sizes, and did not require phasing of variants to estimate haplotypes. We observed condition-dependent ASE related to the inflammatory response in 19 genes, and static ASE in 1389 genes. Allele-specific expression was confirmed by validation of variants through real-time quantitative RT-PCR, with RNA-seq and RT-PCR ASE effect-size correlations r = 0.67 and r = 0.94 for static and condition-dependent ASE, respectively.
机译:等位基因特异性表达(ASE)是一个位点的母本和父本等位基因之间的转录失衡,可以使用大规模并行DNA测序技术在单个个体中进行探测。评估单个样品中的ASE可以提供ASE的静态图片,但是给定转录本的ASE大小可能会因个体的不同生物学条件而异。这种与条件有关的ASE可能表明在表型差异中具有功能性作用的遗传变异。我们通过对8个人的原代白细胞进行RNA测序来研究ASE,可控制地诱导炎症反应之前和之后,并分别检测211和13021变体的条件依赖性和静态ASE。我们开发了一种GeneiASE方法,用于检测单个个体中表现出静态或条件依赖性ASE的基因。 GeneiASE在一定的读取深度和ASE效应大小范围内始终如一地执行,并且不需要分阶段进行变体来估计单倍型。我们观察到条件依赖性ASE与19个基因的炎症反应有关,而静态ASE在1389个基因中。通过实时定量RT-PCR验证变体,确认了等位基因特异性表达,其中RNA和seq和RT-PCR ASE效应大小相关性分别为静态和条件依赖性ASE的r = 0.67和r = 0.94。

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