4.5 Article

Comprehensive algorithm for quantitative real-time polymerase chain reaction

期刊

JOURNAL OF COMPUTATIONAL BIOLOGY
卷 12, 期 8, 页码 1047-1064

出版社

MARY ANN LIEBERT, INC
DOI: 10.1089/cmb.2005.12.1047

关键词

quantitative polymerase chain reaction; four-parameter logistic model; three-parameter simple exponent model; noise-resistant algorithm

资金

  1. NEI NIH HHS [EY05051, R01 EY005051] Funding Source: Medline
  2. NINDS NIH HHS [R37 NS034950, R37 NS034950-15] Funding Source: Medline

向作者/读者索取更多资源

Quantitative real-time polymerase chain reactions (qRT-PCR) have become the method of choice for rapid, sensitive, quantitative comparison of RNA transcript abundance. Useful data from this method depend on fitting data to theoretical curves that allow computation of mRNA levels. Calculating accurate mRNA levels requires important parameters such as reaction efficiency and the fractional cycle number at threshold (CT) to be used; however, many algorithms currently in use estimate these important parameters. Here we describe an objective method for quantifying qRT-PCR results using calculations based on the kinetics of individual PCR reactions without the need of the standard curve, independent of any assumptions or subjective judgments which allow direct calculation of efficiency and CT. We use a four-parameter logistic model to fit the raw fluorescence data as a function of PCR cycles to identify the exponential phase of the reaction. Next, we use a three-parameter simple exponent model to fit the exponential phase using an iterative nonlinear regression algorithm. Within the exponential portion of the curve, our technique automatically identifies candidate regression values using the P-value of regression and then uses a weighted average to compute a final efficiency for quantification. For CT determination, we chose the first positive second derivative maximum from the logistic model. This algorithm provides an objective and noise-resistant method for quantification of qRT-PCR results that is independent of the specific equipment used to perform PCR reactions.

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