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cDNA microarray data correction system, method, program, and memory medium

机译:cDNA微阵列数据校正系统,方法,程序和存储介质

摘要

More precise correction of global and local distortions of microarray data and correction of measurement errors caused by a difference in sensitivity between fluorescent dyes. A data standardization unit for a first process inputs gene expression intensity data from an input device, standardizes the gene expression intensity data by using grid-by-grid order statistics on the assumption that most genes are in a non-expression state, and outputs the standardized gene expression intensity data. A spot-position-based correction unit for a second process estimates a distortion depending on a spot position on a grid by grid basis by a nonparametric smoothing method and outputs gene expression intensity data whose distortion depending on the spot position has been corrected. An S-D-plot-based correction unit for a third process performs an S-D transformation, estimates a distortion caused by a difference in sensitivity between the fluorescent dyes by the nonparametric smoothing method, and outputs the gene expression intensity data whose distortion caused by the difference in sensitivity between the fluorescent dyes has been corrected to the output device.
机译:更精确地校正微阵列数据的整体和局部畸变,以及校正由荧光染料之间的灵敏度差异引起的测量误差。用于第一过程的数据标准化单元从输入设备输入基因表达强度数据,在大多数基因处于非表达状态的假设下,通过逐网格顺序统计来标准化基因表达强度数据,并输出标准化的基因表达强度数据。用于第二处理的基于点位置的校正单元通过非参数平滑方法逐个网格地估计取决于点位置的失真,并且输出其根据点位置而被校正的基因表达强度数据。用于第三处理的基于SD图的校正单元执行SD变换,通过非参数平滑法来估计由荧光染料之间的灵敏度差异引起的失真,并输出由该差异引起的基因表达强度数据。荧光染料之间的灵敏度已针对输出设备进行了校正。

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