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TranscriptAchilles: a genome-wide platform to predict isoform biomarkers of gene essentiality in cancer

机译:TranscriptAchilles:一个全基因组平台,可预测癌症中基因重要性的同工型生物标记

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Background Aberrant alternative splicing plays a key role in cancer development. In recent years, alternative splicing has been used as a prognosis biomarker, a therapy response biomarker, and even as a therapeutic target. Next-generation RNA sequencing has an unprecedented potential to measure the transcriptome. However, due to the complexity of dealing with isoforms, the scientific community has not sufficiently exploited this valuable resource in precision medicine. Findings We present TranscriptAchilles, the first large-scale tool to predict transcript biomarkers associated with gene essentiality in cancer. This application integrates 412 loss-of-function RNA interference screens of 17,000 genes, together with their corresponding whole-transcriptome expression profiling. Using this tool, we have studied which are the cancer subtypes for which alternative splicing plays a significant role to state gene essentiality. In addition, we include a case study of renal cell carcinoma that shows the biological soundness of the results. The databases, the source code, and a guide to build the platform within a Docker container are available at GitLab. The application is also available online. Conclusions TranscriptAchilles provides a user-friendly web interface to identify transcript or gene biomarkers of gene essentiality, which could be used as a starting point for a drug development project. This approach opens a wide range of translational applications in cancer.
机译:背景技术异常的可变剪接在癌症发展中起关键作用。近年来,替代剪接已被用作预后生物标志物,治疗反应生物标志物,甚至被用作治疗靶标。下一代RNA测序具有测量转录组的空前潜力。但是,由于处理同工型的复杂性,科学界尚未充分利用这种宝贵的资源用于精密医学。研究结果我们展示了TranscriptAchilles,这是第一个预测与癌症基因必需性相关的转录物生物标志物的大规模工具。此应用程序整合了> 17,000个基因的412个功能丧失的RNA干扰筛选,以及它们相应的全转录组表达谱。使用此工具,我们研究了哪些癌症亚型,其选择性剪接对陈述状态基因的重要性起着重要作用。此外,我们还进行了一项肾细胞癌案例研究,该研究表明了结果的生物学可靠性。 GitLab提供了数据库,源代码以及在Docker容器中构建平台的指南。该应用程序也可以在线获得。结论TranscriptAchilles提供了一个用户友好的Web界面,可识别具有基因重要性的转录本或基因生物标志物,可将其用作药物开发项目的起点。这种方法在癌症中开启了广泛的翻译应用。

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