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Identifying factors associated with the direction and significance of microRNA tumor-normal expression differences in colorectal cancer

机译:大肠癌中与microRNA肿瘤正常表达差异的方向和意义相关的识别因素

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microRNAs are small non-protein-coding RNA molecules that regulate gene expression, and have a potential epigenetic role in disease progression and survival of colorectal cancer. In terms of tumor-normal expression differences, many microRNAs exhibit evidence of being up-regulated in some subjects but down-regulated in others, or are dysregulated only for a subset of the population. We present and implement an approach to identify factors (lifestyle, tumor molecular phenotype, and survival-related) that are associated with the direction and/or significance of these microRNAs’ tumor-normal expression differences in colorectal cancer. Using expression data for 1394 microRNAs and 1836 colorectal cancer subjects (each with both tumor and normal samples), we perform a dip test to identify microRNAs with multimodal distributions of tumor-normal expression differences. For proximal, distal, and rectal tumor sites separately, these microRNAs are tested for tumor-normal differential expression using a signed rank test, both overall and within levels of each lifestyle, tumor molecular phenotype, and survival-related factor. Appropriate adjustments are made to control the overall FDR. We identify hundreds of microRNAs whose direction and/or significance of tumor-normal differential expression is associated with one or more lifestyle, tumor molecular phenotype, or survival-related factors. The results of this study demonstrate the benefit to colorectal cancer researchers to consider multiple subject-level factors when studying dysregulation of microRNAs, whose tumor-related changes in expression can be associated with multiple factors. Our results will serve as a publicly-available resource to provide clarifying information about various factors associated with the direction and significance of tumor-normal differential expression of microRNAs in colorectal cancer.
机译:microRNA是调节基因表达的小分子非蛋白质RNA分子,在大肠癌的疾病进展和生存中具有潜在的表观遗传学作用。就肿瘤正常表达差异而言,许多microRNA表现出在某些受试者中表达上调但在另一些受试者中表达下调的证据,或仅针对一部分人群表达失调的证据。我们提出并实施一种方法来识别与这些microRNA在大肠癌中的正常表达差异的方向和/或意义相关的因素(生活方式,肿瘤分子表型和存活相关因素)。我们使用1394个microRNA和1836个结直肠癌受试者(每个都有肿瘤和正常样品)的表达数据,进行浸入试验以鉴定具有肿瘤正常表达差异的多峰分布的microRNA。对于近端,远端和直肠肿瘤位点,分别使用总体排序和在每种生活方式,肿瘤分子表型和生存相关因素水平内的有符号秩检验,对这些microRNA进行肿瘤正常差异表达的测试。进行了适当的调整以控制整个FDR。我们鉴定了数百个microRNA,其方向和/或肿瘤正常差异表达的意义与一种或多种生活方式,肿瘤分子表型或存活相关因素有关。这项研究的结果表明,大肠癌研究人员在研究microRNA失调时考虑多种受试者水平的因素是有益的,microRNA的肿瘤相关表达变化可能与多种因素有关。我们的结果将作为可公开获得的资源,以提供有关与大肠癌中microRNA的肿瘤正常差异表达的方向和意义相关的各种因素的澄清信息。

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