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Reducing Bias and Quantifying Uncertainty in Fluorescence Produced by PCR
We present a new approach for relating nucleic-acid content to fluorescence in a real-time Polymerase Chain Reaction (PCR) assay. By coupling a two-type branching process for PCR with a fluorescence analog of Beer’s Law, the approach reduces bias and quantifies uncertainty in fluorescence. As the tw...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer US
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10423706/ https://www.ncbi.nlm.nih.gov/pubmed/37574503 http://dx.doi.org/10.1007/s11538-023-01182-z |
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author | DeJaco, Robert F. Roberts, Matthew J. Romsos, Erica L. Vallone, Peter M. Kearsley, Anthony J. |
author_facet | DeJaco, Robert F. Roberts, Matthew J. Romsos, Erica L. Vallone, Peter M. Kearsley, Anthony J. |
author_sort | DeJaco, Robert F. |
collection | PubMed |
description | We present a new approach for relating nucleic-acid content to fluorescence in a real-time Polymerase Chain Reaction (PCR) assay. By coupling a two-type branching process for PCR with a fluorescence analog of Beer’s Law, the approach reduces bias and quantifies uncertainty in fluorescence. As the two-type branching process distinguishes between complementary strands of DNA, it allows for a stoichiometric description of reactions between fluorescent probes and DNA and can capture the initial conditions encountered in assays targeting RNA. Analysis of the expected copy-number identifies additional dynamics that occur at short times (or, equivalently, low cycle numbers), while investigation of the variance reveals the contributions from liquid volume transfer, imperfect amplification, and strand-specific amplification (i.e., if one strand is synthesized more efficiently than its complement). Linking the branching process to fluorescence by the Beer’s Law analog allows for an a priori description of background fluorescence. It also enables uncertainty quantification (UQ) in fluorescence which, in turn, leads to analytical relationships between amplification efficiency (probability) and limit of detection. This work sets the stage for UQ-PCR, where both the input copy-number and its uncertainty are quantified from fluorescence kinetics. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s11538-023-01182-z. |
format | Online Article Text |
id | pubmed-10423706 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Springer US |
record_format | MEDLINE/PubMed |
spelling | pubmed-104237062023-08-15 Reducing Bias and Quantifying Uncertainty in Fluorescence Produced by PCR DeJaco, Robert F. Roberts, Matthew J. Romsos, Erica L. Vallone, Peter M. Kearsley, Anthony J. Bull Math Biol Original Article We present a new approach for relating nucleic-acid content to fluorescence in a real-time Polymerase Chain Reaction (PCR) assay. By coupling a two-type branching process for PCR with a fluorescence analog of Beer’s Law, the approach reduces bias and quantifies uncertainty in fluorescence. As the two-type branching process distinguishes between complementary strands of DNA, it allows for a stoichiometric description of reactions between fluorescent probes and DNA and can capture the initial conditions encountered in assays targeting RNA. Analysis of the expected copy-number identifies additional dynamics that occur at short times (or, equivalently, low cycle numbers), while investigation of the variance reveals the contributions from liquid volume transfer, imperfect amplification, and strand-specific amplification (i.e., if one strand is synthesized more efficiently than its complement). Linking the branching process to fluorescence by the Beer’s Law analog allows for an a priori description of background fluorescence. It also enables uncertainty quantification (UQ) in fluorescence which, in turn, leads to analytical relationships between amplification efficiency (probability) and limit of detection. This work sets the stage for UQ-PCR, where both the input copy-number and its uncertainty are quantified from fluorescence kinetics. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s11538-023-01182-z. Springer US 2023-08-14 2023 /pmc/articles/PMC10423706/ /pubmed/37574503 http://dx.doi.org/10.1007/s11538-023-01182-z Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Original Article DeJaco, Robert F. Roberts, Matthew J. Romsos, Erica L. Vallone, Peter M. Kearsley, Anthony J. Reducing Bias and Quantifying Uncertainty in Fluorescence Produced by PCR |
title | Reducing Bias and Quantifying Uncertainty in Fluorescence Produced by PCR |
title_full | Reducing Bias and Quantifying Uncertainty in Fluorescence Produced by PCR |
title_fullStr | Reducing Bias and Quantifying Uncertainty in Fluorescence Produced by PCR |
title_full_unstemmed | Reducing Bias and Quantifying Uncertainty in Fluorescence Produced by PCR |
title_short | Reducing Bias and Quantifying Uncertainty in Fluorescence Produced by PCR |
title_sort | reducing bias and quantifying uncertainty in fluorescence produced by pcr |
topic | Original Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10423706/ https://www.ncbi.nlm.nih.gov/pubmed/37574503 http://dx.doi.org/10.1007/s11538-023-01182-z |
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