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使用稳健回归量化线粒体DNA拷贝数以解释实时PCR结果。

Quantifying mitochondrial DNA copy number using robust regression to interpret real time PCR results.

作者信息

Refinetti Paulo, Warren David, Morgenthaler Stephan, Ekstrøm Per O

机构信息

Ecole Polytechnique Féderale de Lausanne, 1015, Lausanne, Switzerland.

Department of Medical Biochemistry, Radiumhospital, 0379, Oslo, Norway.

出版信息

BMC Res Notes. 2017 Nov 13;10(1):593. doi: 10.1186/s13104-017-2913-1.

Abstract

BACKGROUND

Real time PCR (rtPCR) is a quantitative assay to determine the relative DNA copy number in a sample versus a reference. The [Formula: see text] method is the standard for the analysis of the output data generated by an rtPCR experiment. We developed an alternative based on fitting a robust regression to the rtPCR signal. This new data analysis tool reduces potential biases and does not require all of the compared DNA fragments to have the same PCR efficiency.

RESULTS

Comparing the two methods when analysing 96 identical PCR preparations showed similar distributions of the estimated copy numbers. Estimating the efficiency with the [Formula: see text] method, however, required a dilution series, which is not necessary for the robust regression method. We used rtPCR to quantify mitochondrial DNA (mtDNA) copy numbers in three different tissues types: breast, colon and prostate. For each type, normal tissue and a tumor from the same three patients were analysed. This gives a total of six samples. The mitochondrial copy number is estimated to lie between 200 and 300 copies per cell. Similar results are obtained when using the robust regression or the [Formula: see text] method. Confidence ratios were slightly narrower for the robust regression. The new data analysis method has been implemented as an R package.

摘要

背景

实时荧光定量聚合酶链反应(rtPCR)是一种定量分析方法,用于确定样本相对于参照的相对DNA拷贝数。[公式:见原文]方法是分析rtPCR实验产生的输出数据的标准方法。我们开发了一种基于对rtPCR信号进行稳健回归拟合的替代方法。这种新的数据分析工具减少了潜在偏差,并且不需要所有比较的DNA片段具有相同的PCR效率。

结果

在分析96份相同的PCR制备物时比较这两种方法,结果显示估计拷贝数的分布相似。然而,用[公式:见原文]方法估计效率需要一个稀释系列,而稳健回归方法则不需要。我们使用rtPCR对三种不同组织类型(乳腺、结肠和前列腺)中的线粒体DNA(mtDNA)拷贝数进行定量。对于每种类型,分析了来自相同三名患者的正常组织和肿瘤。这总共得到六个样本。线粒体拷贝数估计为每个细胞200至300个拷贝。使用稳健回归或[公式:见原文]方法时获得了相似的结果。稳健回归的置信比略窄。这种新的数据分析方法已作为一个R包实现。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/970d/5683470/bb97ef24d340/13104_2017_2913_Fig1_HTML.jpg

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