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Systematic pan-cancer analysis of tumour purity

机译:肿瘤纯度的系统性全癌分析

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The tumour microenvironment is the non-cancerous cells present in and around a tumour, including mainly immune cells, but also fibroblasts and cells that comprise supporting blood vessels. These non-cancerous components of the tumour may play an important role in cancer biology. They also have a strong influence on the genomic analysis of tumour samples, and may alter the biological interpretation of results. Here we present a systematic analysis using different measurement modalities of tumour purity in > 10,000 samples across 21 cancer types from the Cancer Genome Atlas. Patients are stratified according to clinical features in an attempt to detect clinical differences driven by purity levels. We demonstrate the confounding effect of tumour purity on correlating and clustering tumours with transcriptomics data. Finally, using a differential expression method that accounts for tumour purity, we find an immunotherapy gene signature in several cancer types that is not detected by traditional differential expression analyses.
机译:肿瘤微环境是存在于肿瘤中及其周围的非癌细胞,主要包括免疫细胞,也包括成纤维细胞和包含支持血管的细胞。肿瘤的这些非癌性成分可能在癌症生物学中起重要作用。它们对肿瘤样品的基因组分析也有很大的影响,并可能改变结果的生物学解释。在这里,我们对来自癌症基因组图谱的21种癌症类型中的10,000多个样本中的肿瘤纯度使用不同的测量方式进行了系统分析。根据临床特征对患者进行分层,以尝试检测由纯度水平驱动的临床差异。我们用转录组学数据证明了肿瘤纯度对相关和聚类肿瘤的混杂作用。最后,使用说明肿瘤纯度的差异表达方法,我们发现了几种癌症类型中的免疫疗法基因标记,而传统的差异表达分析并未检测到这种标记。

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