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External calibration with Drosophila whole-cell spike-ins delivers absolute mRNA fold changes from human RNA-Seq and qPCR data

机译:外部校准与果蝇全细胞尖峰 - INS从人RNA-SEQ和QPCR数据提供绝对mRNA折叠变化

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摘要

Gene expression measurements are typically performed on a fixed-weight aliquot of RNA, which assumes that the total number of transcripts per cell stays nearly constant across all conditions. In cases where this assumption does not hold (e.g., when comparing cell types with different cell sizes) the expression data provide a distorted view of cellular events. Assuming constant numbers of total transcripts, increases in expression of some RNAs must be compensated for by decreases in expression of others. Therefore, we propose calibrating gene expression data to an external reference point, the number of cells in the sample, using whole-cell spike-ins. In a systematic dilution experiment, we mixed varying numbers of human cells with fixed numbers of Drosophila melanogaster cells and scaled the expression levels of the human genes relative to those of the Drosophila genes. This approach restored the original gene expression ratios generated by the dilutions. We then used Drosophila whole-cell spike-ins to uncover non-symmetric gene expression changes, in this case much larger numbers of induced than repressed genes, under perturbations of the human cell line P493-6. Drosophila whole-cell spike-ins are an experimentally and computationally easy and low-priced method to derive mRNA fold changes of absolute abundances from RNA sequencing (RNA-Seq) and quantitative real-time PCR (qPCR) data.
机译:基因表达测量通常对固定重量的RNA进行,这假设每个电池的转录物总数在所有条件下保持几乎恒定。在这种假设不保持的情况下(例如,当比较具有不同小区尺寸的小区类型时)表达数据提供了蜂窝事件的扭曲视图。假设总转录物的恒定数量,必须通过其他RNA表达的表达的表达的增加。因此,我们将基因表达数据提出校准基因表达数据,使用全细胞尖峰 - INS,样品中的细胞数量。在系统稀释实验中,我们将不同数量的人细胞与固定数量的果蝇黑色转蛋白不能混合,并相对于果蝇基因的那些缩放人类基因的表达水平。该方法恢复了稀释液产生的原始基因表达比率。然后,我们使用果蝇的全细胞尖峰脱模来揭示非对称基因表达的变化,在这种情况下,在人细胞系P493-6的扰动下,抑制基因的诱导数量大得多。果蝇全胞间尖峰是一种实验和计算的容易和低价的方法,可从RNA测序(RNA-SEQ)和定量实时PCR(QPCR)数据导出绝对丰度的mRNA折叠变化。

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