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SPOT INTENSITY RATIO STATISTICS IN TWO-CHANNEL MICROARRAY EXPERIMENTS

机译:两通道微阵列实验中的点强度比统计

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摘要

In two-channel microarray experiments, the image analysis extracts red and green fluorescence intensities. The ratio of the two fluorescence intensities represents the relative abundance of the corresponding DNA sequence. The subsequent analysis is performed by taking a log-transformation of this ratio. Therefore, the statistical analyses depend on accuracy of the ratios calculated from the image analysis. However, not many studies have been proposed for developing more reliable ratio statistics. In this paper, we consider a new type of log-transformed ratio statistic. We compare the new ratio statistic with the conventional ratio statistic commonly used in two-channel microarray experiments. First, under the specific log-normal distributional assumption, we compare analytically the new statistics with the conventional ratio statistic. Second, we compare those ratio statistics using a two-channel microarray data obtained by hybridizing a mixture of mouse RNA and yeast in vitro transcript (IVT). Both comparisons show that the proposed ratio statistic performs better than the conventional one.
机译:在两通道微阵列实验中,图像分析提取了红色和绿色荧光强度。两种荧光强度的比率代表相应DNA序列的相对丰度。通过对该比率进行对数变换来执行后续分析。因此,统计分析取决于从图像分析计算出的比率的准确性。但是,没有提出很多研究来开发更可靠的比率统计数据。在本文中,我们考虑了一种新型的对数转换比率统计。我们将新的比率统计与两通道微阵列实验中常用的常规比率统计进行比较。首先,在特定的对数正态分布假设下,我们将新的统计数据与常规比率统计数据进行分析比较。第二,我们使用通过将小鼠RNA和酵母体外转录物(IVT)的混合物杂交获得的两通道微阵列数据,比较这些比率统计数据。两项比较均表明,提出的比率统计数据比常规统计数据更好。

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