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contamDE: differential expression analysis of RNA-seq data for contaminated tumor samples

机译:contamDE:受污染的肿瘤样品的RNA-seq数据的差异表达分析

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摘要

Motivation: Accurate detection of differentially expressed genes between tumor and normal samples is a primary approach of cancer-related biomarker identification. Due to the infiltration of tumor surrounding normal cells, the expression data derived from tumor samples would always be contaminated with normal cells. Ignoring such cellular contamination would deflate the power of detecting DE genes and further confound the biological interpretation of the analysis results. For the time being, there does not exists any differential expression analysis approach for RNA-seq data in literature that can properly account for the contamination of tumor samples.
机译:动机:准确检测肿瘤和正常样品之间差异表达的基因是癌症相关生物标志物鉴定的主要方法。由于正常细胞周围肿瘤的浸润,源自肿瘤样品的表达数据将总是被正常细胞污染。忽略这种细胞污染会降低检测DE基因的能力,并进一步混淆分析结果的生物学解释。暂时,文献中没有针对RNA-seq数据的任何差异表达分析方法,可以正确解释肿瘤样品的污染。

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