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A novel approach for increasing sensitivity and correcting saturation artifacts of radioactively labeled cDNA arrays

机译:一种提高灵敏度并纠正放射性标记的cDNA阵列的饱和伪影的新方法

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Motivation: The radioactivity labeled DNA array platform is a robust and accurate way for a high-throughput measurement of gene expression levels in biological samples. Despite its high degree of sensitivity and reproducibility, this platform has several sources of variation. These are related to the presence of saturation effects in the array images and impede the degree of accuracy at which gene expression levels are determined. Results: Here we describe a simple, but effective, approach for combining expression data from a series of autoradiographic exposures of variable length. This technique increases the sensitivity of this array platform by detecting low-expressed genes at longer exposures. It also improves the measurement accuracy of highly abundant genes by considering only values from the linear portion of dependency between the exposure times and gene intensities. As a result, the described approach improves the outcome of the subsequent steps of array data normalization and mining.
机译:动机:放射性标记的DNA阵列平台是一种高通量的生物样品中基因表达水平高通量测量方法。尽管其高度的敏感性和可重复性,该平台还是有多种变化来源。这些与阵列图像中饱和效应的存在有关,并妨碍确定基因表达水平的准确性。结果:在这里,我们描述了一种简单有效的方法,用于结合一系列可变长度的放射自显影照片中的表达数据。该技术通过在较长时间的暴露中检测低表达基因,从而提高了该阵列平台的灵敏度。通过仅考虑暴露时间和基因强度之间的线性依赖关系部分中的值,还可以提高高度丰富的基因的测量精度。结果,所描述的方法改善了阵列数据归一化和挖掘的后续步骤的结果。

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