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

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 es...

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Autores principales: Ruijter, J. M., Ramakers, C., Hoogaars, W. M. H., Karlen, Y., Bakker, O., van den Hoff, M. J. B., Moorman, A. F. M.
Formato: Texto
Lenguaje:English
Publicado: Oxford University Press 2009
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2665230/
https://www.ncbi.nlm.nih.gov/pubmed/19237396
http://dx.doi.org/10.1093/nar/gkp045
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author Ruijter, J. M.
Ramakers, C.
Hoogaars, W. M. H.
Karlen, Y.
Bakker, O.
van den Hoff, M. J. B.
Moorman, A. F. M.
author_facet Ruijter, J. M.
Ramakers, C.
Hoogaars, W. M. H.
Karlen, Y.
Bakker, O.
van den Hoff, M. J. B.
Moorman, A. F. M.
author_sort Ruijter, J. M.
collection PubMed
description 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.
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spelling pubmed-26652302009-04-06 Amplification efficiency: linking baseline and bias in the analysis of quantitative PCR data Ruijter, J. M. Ramakers, C. Hoogaars, W. M. H. Karlen, Y. Bakker, O. van den Hoff, M. J. B. Moorman, A. F. M. Nucleic Acids Res Methods Online 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. Oxford University Press 2009-04 2009-02-22 /pmc/articles/PMC2665230/ /pubmed/19237396 http://dx.doi.org/10.1093/nar/gkp045 Text en © 2009 The Author(s) http://creativecommons.org/licenses/by-nc/2.0/uk/ This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/2.0/uk/) which permits unrestricted non-commercial use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Methods Online
Ruijter, J. M.
Ramakers, C.
Hoogaars, W. M. H.
Karlen, Y.
Bakker, O.
van den Hoff, M. J. B.
Moorman, A. F. M.
Amplification efficiency: linking baseline and bias in the analysis of quantitative PCR data
title Amplification efficiency: linking baseline and bias in the analysis of quantitative PCR data
title_full Amplification efficiency: linking baseline and bias in the analysis of quantitative PCR data
title_fullStr Amplification efficiency: linking baseline and bias in the analysis of quantitative PCR data
title_full_unstemmed Amplification efficiency: linking baseline and bias in the analysis of quantitative PCR data
title_short Amplification efficiency: linking baseline and bias in the analysis of quantitative PCR data
title_sort amplification efficiency: linking baseline and bias in the analysis of quantitative pcr data
topic Methods Online
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2665230/
https://www.ncbi.nlm.nih.gov/pubmed/19237396
http://dx.doi.org/10.1093/nar/gkp045
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