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Multisite Kinetic Modeling of (13)C Metabolic MR Using [1-(13)C]Pyruvate
Hyperpolarized (13)C imaging allows real-time in vivo measurements of metabolite levels. Quantification of metabolite conversion between [1-(13)C]pyruvate and downstream metabolites [1-(13)C]alanine, [1-(13)C]lactate, and [(13)C]bicarbonate can be achieved through kinetic modeling. Since pyruvate in...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi Publishing Corporation
2014
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4274847/ https://www.ncbi.nlm.nih.gov/pubmed/25548671 http://dx.doi.org/10.1155/2014/871619 |
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author | Gómez Damián, Pedro A. Sperl, Jonathan I. Janich, Martin A. Khegai, Oleksandr Wiesinger, Florian Glaser, Steffen J. Haase, Axel Schwaiger, Markus Schulte, Rolf F. Menzel, Marion I. |
author_facet | Gómez Damián, Pedro A. Sperl, Jonathan I. Janich, Martin A. Khegai, Oleksandr Wiesinger, Florian Glaser, Steffen J. Haase, Axel Schwaiger, Markus Schulte, Rolf F. Menzel, Marion I. |
author_sort | Gómez Damián, Pedro A. |
collection | PubMed |
description | Hyperpolarized (13)C imaging allows real-time in vivo measurements of metabolite levels. Quantification of metabolite conversion between [1-(13)C]pyruvate and downstream metabolites [1-(13)C]alanine, [1-(13)C]lactate, and [(13)C]bicarbonate can be achieved through kinetic modeling. Since pyruvate interacts dynamically and simultaneously with its downstream metabolites, the purpose of this work is the determination of parameter values through a multisite, dynamic model involving possible biochemical pathways present in MR spectroscopy. Kinetic modeling parameters were determined by fitting the multisite model to time-domain dynamic metabolite data. The results for different pyruvate doses were compared with those of different two-site models to evaluate the hypothesis that for identical data the uncertainty of a model and the signal-to-noise ratio determine the sensitivity in detecting small physiological differences in the target metabolism. In comparison to the two-site exchange models, the multisite model yielded metabolic conversion rates with smaller bias and smaller standard deviation, as demonstrated in simulations with different signal-to-noise ratio. Pyruvate dose effects observed previously were confirmed and quantified through metabolic conversion rate values. Parameter interdependency allowed an accurate quantification and can therefore be useful for monitoring metabolic activity in different tissues. |
format | Online Article Text |
id | pubmed-4274847 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | Hindawi Publishing Corporation |
record_format | MEDLINE/PubMed |
spelling | pubmed-42748472014-12-29 Multisite Kinetic Modeling of (13)C Metabolic MR Using [1-(13)C]Pyruvate Gómez Damián, Pedro A. Sperl, Jonathan I. Janich, Martin A. Khegai, Oleksandr Wiesinger, Florian Glaser, Steffen J. Haase, Axel Schwaiger, Markus Schulte, Rolf F. Menzel, Marion I. Radiol Res Pract Research Article Hyperpolarized (13)C imaging allows real-time in vivo measurements of metabolite levels. Quantification of metabolite conversion between [1-(13)C]pyruvate and downstream metabolites [1-(13)C]alanine, [1-(13)C]lactate, and [(13)C]bicarbonate can be achieved through kinetic modeling. Since pyruvate interacts dynamically and simultaneously with its downstream metabolites, the purpose of this work is the determination of parameter values through a multisite, dynamic model involving possible biochemical pathways present in MR spectroscopy. Kinetic modeling parameters were determined by fitting the multisite model to time-domain dynamic metabolite data. The results for different pyruvate doses were compared with those of different two-site models to evaluate the hypothesis that for identical data the uncertainty of a model and the signal-to-noise ratio determine the sensitivity in detecting small physiological differences in the target metabolism. In comparison to the two-site exchange models, the multisite model yielded metabolic conversion rates with smaller bias and smaller standard deviation, as demonstrated in simulations with different signal-to-noise ratio. Pyruvate dose effects observed previously were confirmed and quantified through metabolic conversion rate values. Parameter interdependency allowed an accurate quantification and can therefore be useful for monitoring metabolic activity in different tissues. Hindawi Publishing Corporation 2014 2014-12-08 /pmc/articles/PMC4274847/ /pubmed/25548671 http://dx.doi.org/10.1155/2014/871619 Text en Copyright © 2014 Pedro A. Gómez Damián et al. https://creativecommons.org/licenses/by/3.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Gómez Damián, Pedro A. Sperl, Jonathan I. Janich, Martin A. Khegai, Oleksandr Wiesinger, Florian Glaser, Steffen J. Haase, Axel Schwaiger, Markus Schulte, Rolf F. Menzel, Marion I. Multisite Kinetic Modeling of (13)C Metabolic MR Using [1-(13)C]Pyruvate |
title | Multisite Kinetic Modeling of (13)C Metabolic MR Using [1-(13)C]Pyruvate |
title_full | Multisite Kinetic Modeling of (13)C Metabolic MR Using [1-(13)C]Pyruvate |
title_fullStr | Multisite Kinetic Modeling of (13)C Metabolic MR Using [1-(13)C]Pyruvate |
title_full_unstemmed | Multisite Kinetic Modeling of (13)C Metabolic MR Using [1-(13)C]Pyruvate |
title_short | Multisite Kinetic Modeling of (13)C Metabolic MR Using [1-(13)C]Pyruvate |
title_sort | multisite kinetic modeling of (13)c metabolic mr using [1-(13)c]pyruvate |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4274847/ https://www.ncbi.nlm.nih.gov/pubmed/25548671 http://dx.doi.org/10.1155/2014/871619 |
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