Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Alvarez, Mariano J, Vila-Ortiz, Guillermo J, Salibe, Mariano C, Podhajcer, Osvaldo L, Pitossi, Fernando J
Formato: Texto
Lenguaje:English
Publicado: BioMed Central 2007
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
_version_ 1782132830198824960
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
work_keys_str_mv AT alvarezmarianoj modelbasedanalysisofrealtimepcrdatafromdnabindingdyeprotocols
AT vilaortizguillermoj modelbasedanalysisofrealtimepcrdatafromdnabindingdyeprotocols
AT salibemarianoc modelbasedanalysisofrealtimepcrdatafromdnabindingdyeprotocols
AT podhajcerosvaldol modelbasedanalysisofrealtimepcrdatafromdnabindingdyeprotocols
AT pitossifernandoj modelbasedanalysisofrealtimepcrdatafromdnabindingdyeprotocols