Model based analysis of real-time PCR data from DNA binding dye protocols

BMC Bioinformatics. 2007 Mar 9:8:85. doi: 10.1186/1471-2105-8-85.

Abstract

Background: Reverse transcription followed by real-time PCR is widely used for quantification of specific mRNA, and with the use of double-stranded DNA binding dyes it is becoming a standard for microarray data validation. Despite the kinetic information generated by real-time PCR, most popular analysis methods assume constant amplification efficiency among samples, introducing strong biases when amplification efficiencies are not the same.

Results: We present here a new mathematical model based on the classic exponential description of the PCR, but modeling amplification efficiency as a sigmoidal function of the product yield. The model was validated with experimental results and used for the development of a new method for real-time PCR data analysis. This model based method for real-time PCR data analysis showed the best accuracy and precision compared with previous methods when used for quantification of in-silico generated and experimental real-time PCR results. Moreover, the method is suitable for the analyses of samples with similar or dissimilar amplification efficiency.

Conclusion: The presented method showed the best accuracy and precision. Moreover, it does not depend on calibration curves, making it ideal for fully automated high-throughput applications.

Publication types

  • Evaluation Study

MeSH terms

  • Binding Sites
  • Computer Simulation
  • DNA / chemistry*
  • DNA / genetics*
  • Fluorescent Dyes / chemistry*
  • Kinetics
  • Models, Chemical*
  • Models, Genetic*
  • Reproducibility of Results
  • Reverse Transcriptase Polymerase Chain Reaction / methods*
  • Sensitivity and Specificity

Substances

  • Fluorescent Dyes
  • DNA