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The Usage of Exon-Exon Splice Junctions for the Detection of Alternative Splicing using the REIDS model

机译:使用REIDS模型将外显子-外显子接合点用于替代剪接的检测

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摘要

Alternative gene splicing is a common phenomenon in which a single gene gives rise to multiple transcript isoforms. The process is strictly guided and involves a multitude of proteins and regulatory complexes. Unfortunately, aberrant splicing events have been linked to genetic disorders. Therefore, understanding mechanisms of alternative splicing regulation and differences in splicing events between diseased and healthy tissues is crucial in advancing personalized medicine and drug developments. We propose a linear mixed model, Random Effects for the Identification of Differential Splicing (REIDS), for the identification of alternative splicing events using Human Transcriptome Arrays (HTA). For each exon, a splicing score is calculated based on two scores, an exon score and an array score. The junction information is used to rank the identified exons from strongly confident to less confident candidates for alternative splicing. The design of junctions was also discussed to highlight the complexity of exon-exon and exon-junction interactions. Based on a list of Rt-PCR validated probe sets, REIDS outperforms AltAnalyze and iGems in the % recall rate.
机译:替代性基因剪接是一种常见现象,其中单个基因会产生多个转录异构体。该过程受到严格指导,涉及多种蛋白质和调控复合物。不幸的是,异常的剪接事件已经与遗传疾病有关。因此,了解替代剪接调控的机制以及患病组织与健康组织之间剪接事件的差异对推进个性化医学和药物开发至关重要。我们提出了一种线性混合模型,即用于识别差异剪接(REIDS)的随机效应,用于使用人类转录组阵列(HTA)识别替代剪接事件。对于每个外显子,基于两个分数,外显子分数和阵列分数,计算拼接分数。交界点信息用于将识别出的外显子从强置信度到低置信度候补进行排序。还讨论了结的设计,以突出外显子-外显子和外显子-结相互作用的复杂性。根据经过Rt-PCR验证的探针集列表,REIDS在%召回率方面优于AltAnalyze和iGems。

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