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Critical Evaluation of Imprinted Gene Expression by RNA–Seq: A New Perspective

机译:RNA印记的印迹基因表达的批判性评估:一个新的视角

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摘要

In contrast to existing estimates of approximately 200 murine imprinted genes, recent work based on transcriptome sequencing uncovered parent-of-origin allelic effects at more than 1,300 loci in the developing brain and two adult brain regions, including hundreds present in only males or females. Our independent replication of the embryonic brain stage, where the majority of novel imprinted genes were discovered and the majority of previously known imprinted genes confirmed, resulted in only 12.9% concordance among the novel imprinted loci. Further analysis and pyrosequencing-based validation revealed that the vast majority of the novel reported imprinted loci are false-positives explained by technical and biological variation of the experimental approach. We show that allele-specific expression (ASE) measured with RNA–Seq is not accurately modeled with statistical methods that assume random independent sampling and that systematic error must be accounted for to enable accurate identification of imprinted expression. Application of a robust approach that accounts for these effects revealed 50 candidate genes where allelic bias was predicted to be parent-of-origin–dependent. However, 11 independent validation attempts through a range of allelic expression biases confirmed only 6 of these novel cases. The results emphasize the importance of independent validation and suggest that the number of imprinted genes is much closer to the initial estimates.
机译:与现有的大约200个鼠类印迹基因的现有估计相比,基于转录组测序的最新工作在发育中的大脑和两个成年大脑区域(包括数百个仅存在于男性或女性中)的1300多个基因座中发现了起源父本的等位基因效应。我们在胚胎脑阶段的独立复制,其中发现了大多数新的印迹基因,并且证实了大多数先前已知的印迹基因,导致在新型印迹基因座中的一致性仅为12.9%。进一步的分析和基于焦磷酸测序的验证表明,通过实验方法的技术和生物学变化,绝大多数报道的新型印迹基因位点均为假阳性。我们显示,用RNA–Seq测量的等位基因特异性表达(ASE)不能使用假定随机独立抽样的统计方法准确建模,并且必须考虑系统误差才能准确识别印迹表达。解决这些影响的可靠方法的应用揭示了50个候选基因,其中等位基因偏倚被预测为起源于母体。但是,通过一系列等位基因表达偏倚的11次独立验证尝试仅证实了这些新颖病例中的6个。结果强调了独立验证的重要性,并表明印迹基因的数量与初始估计值非常接近。

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