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扩增效率:定量PCR数据分析中基线与偏差的关联

Amplification efficiency: linking baseline and bias in the analysis of quantitative PCR data.

作者信息

Ruijter J M, Ramakers C, Hoogaars W M H, Karlen Y, Bakker O, van den Hoff M J B, Moorman A F M

机构信息

Heart Failure Research Center, Academic Medical Center, University of Amsterdam, The Netherlands.

出版信息

Nucleic Acids Res. 2009 Apr;37(6):e45. doi: 10.1093/nar/gkp045. Epub 2009 Feb 22.

Abstract

Despite the central role of quantitative PCR (qPCR) in the quantification of mRNA transcripts, most analyses of qPCR data are still delegated to the software that comes with the qPCR apparatus. This is especially true for the handling of the fluorescence baseline. This article shows that baseline estimation errors are directly reflected in the observed PCR efficiency values and are thus propagated exponentially in the estimated starting concentrations as well as 'fold-difference' results. Because of the unknown origin and kinetics of the baseline fluorescence, the fluorescence values monitored in the initial cycles of the PCR reaction cannot be used to estimate a useful baseline value. An algorithm that estimates the baseline by reconstructing the log-linear phase downward from the early plateau phase of the PCR reaction was developed and shown to lead to very reproducible PCR efficiency values. PCR efficiency values were determined per sample by fitting a regression line to a subset of data points in the log-linear phase. The variability, as well as the bias, in qPCR results was significantly reduced when the mean of these PCR efficiencies per amplicon was used in the calculation of an estimate of the starting concentration per sample.

摘要

尽管定量聚合酶链反应(qPCR)在mRNA转录本定量中起着核心作用,但大多数qPCR数据的分析仍委托给qPCR仪器附带的软件。在荧光基线处理方面尤其如此。本文表明,基线估计误差直接反映在观察到的PCR效率值中,因此在估计的起始浓度以及“倍数差异”结果中呈指数级传播。由于基线荧光的来源和动力学未知,PCR反应初始循环中监测到的荧光值无法用于估计有用的基线值。开发了一种算法,通过从PCR反应的早期平台期向下重建对数线性期来估计基线,并证明该算法可得出非常可重复的PCR效率值。通过将回归线拟合到对数线性期的数据点子集来确定每个样本的PCR效率值。当在计算每个样本的起始浓度估计值时使用每个扩增子的这些PCR效率的平均值时,qPCR结果的变异性以及偏差显著降低。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/58d0/2665230/ce4a35da1113/gkp045f1.jpg

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