Literature DB >> 12930979

Kinetic Outlier Detection (KOD) in real-time PCR.

Tzachi Bar1, Anders Ståhlberg, Anders Muszta, Mikael Kubista.   

Abstract

Real-time PCR is becoming the method of choice for precise quantification of minute amounts of nucleic acids. For proper comparison of samples, almost all quantification methods assume similar PCR efficiencies in the exponential phase of the reaction. However, inhibition of PCR is common when working with biological samples and may invalidate the assumed similarity of PCR efficiencies. Here we present a statistical method, Kinetic Outlier Detection (KOD), to detect samples with dissimilar efficiencies. KOD is based on a comparison of PCR efficiency, estimated from the amplification curve of a test sample, with the mean PCR efficiency of samples in a training set. KOD is demonstrated and validated on samples with the same initial number of template molecules, where PCR is inhibited to various degrees by elevated concentrations of dNTP; and in detection of cDNA samples with an aberrant ratio of two genes. Translating the dissimilarity in efficiency to quantity, KOD identifies outliers that differ by 1.3-1.9-fold in their quantity from normal samples with a P-value of 0.05. This precision is higher than the minimal 2-fold difference in number of DNA molecules that real-time PCR usually aims to detect. Thus, KOD may be a useful tool for outlier detection in real-time PCR.

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Year:  2003        PMID: 12930979      PMCID: PMC212825          DOI: 10.1093/nar/gng106

Source DB:  PubMed          Journal:  Nucleic Acids Res        ISSN: 0305-1048            Impact factor:   16.971


  28 in total

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  37 in total

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6.  A new method for quantitative real-time polymerase chain reaction data analysis.

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8.  Shape based kinetic outlier detection in real-time PCR.

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9.  Efficiency clustering for low-density microarrays and its application to QPCR.

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

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