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Spurious spatial periodicity of co-expression in microarray data due to printing design

机译:由于印刷设计,微阵列数据中共表达的虚假空间周期性

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Global transcriptome data is increasingly combined with sophisticated mathematical analyses to extract information about the functional state of a cell. Yet the extent to which the results reflect experimental bias at the expense of true biological information remains largely unknown. Here we show that the spatial arrangement of probes on microarrays and the particulars of the printing procedure significantly affect the log-ratio data of mRNA expression levels measured during the Saccharomyces cerevisiae cell cycle. We present a numerical method that filters out these technology-derived contributions from the existing transcriptome data, leading to improved functional predictions. The example presented here underlines the need to routinely search and compensate for inherent experimental bias when analyzing systematically collected, internally consistent biological data sets.
机译:全球转录组数据越来越多地与复杂的数学分析相结合,以提取有关细胞功能状态的信息。然而,结果在多大程度上反映了以真实生物学信息为代价的实验偏见仍是未知之数。在这里,我们显示了探针在微阵列上的空间排列以及打印过程的细节会显着影响酿酒酵母细胞周期中测得的mRNA表达水平的对数比数据。我们提出了一种数值方法,可以从现有的转录组数据中滤除这些技术衍生的贡献,从而改善功能预测。此处提供的示例强调了在分析系统收集的,内部一致的生物学数据集时需要例行搜索和补偿内在的实验偏差。

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