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Model based analysis of real-time PCR data from DNA binding dye protocols
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 anal...
Autores principales: | , , , , |
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Formato: | Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2007
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC1838433/ https://www.ncbi.nlm.nih.gov/pubmed/17349040 http://dx.doi.org/10.1186/1471-2105-8-85 |
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author | Alvarez, Mariano J Vila-Ortiz, Guillermo J Salibe, Mariano C Podhajcer, Osvaldo L Pitossi, Fernando J |
author_facet | Alvarez, Mariano J Vila-Ortiz, Guillermo J Salibe, Mariano C Podhajcer, Osvaldo L Pitossi, Fernando J |
author_sort | Alvarez, Mariano J |
collection | PubMed |
description | 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. |
format | Text |
id | pubmed-1838433 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2007 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-18384332007-04-04 Model based analysis of real-time PCR data from DNA binding dye protocols Alvarez, Mariano J Vila-Ortiz, Guillermo J Salibe, Mariano C Podhajcer, Osvaldo L Pitossi, Fernando J BMC Bioinformatics Methodology Article 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. BioMed Central 2007-03-09 /pmc/articles/PMC1838433/ /pubmed/17349040 http://dx.doi.org/10.1186/1471-2105-8-85 Text en Copyright © 2007 Alvarez et al; licensee BioMed Central Ltd. http://creativecommons.org/licenses/by/2.0 This is an Open Access article distributed under the terms of the Creative Commons Attribution License ( (http://creativecommons.org/licenses/by/2.0) ), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Methodology Article Alvarez, Mariano J Vila-Ortiz, Guillermo J Salibe, Mariano C Podhajcer, Osvaldo L Pitossi, Fernando J Model based analysis of real-time PCR data from DNA binding dye protocols |
title | Model based analysis of real-time PCR data from DNA binding dye protocols |
title_full | Model based analysis of real-time PCR data from DNA binding dye protocols |
title_fullStr | Model based analysis of real-time PCR data from DNA binding dye protocols |
title_full_unstemmed | Model based analysis of real-time PCR data from DNA binding dye protocols |
title_short | Model based analysis of real-time PCR data from DNA binding dye protocols |
title_sort | model based analysis of real-time pcr data from dna binding dye protocols |
topic | Methodology Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC1838433/ https://www.ncbi.nlm.nih.gov/pubmed/17349040 http://dx.doi.org/10.1186/1471-2105-8-85 |
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