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Quantitation of Multiple Injection Dynamic PET Scans: An Investigation of the Benefits of Pooling Data from Separate Scans when Mapping Kinetics

Multiple injection dynamic positron emission tomography (PET) scanning is used in the clinical management of certain groups of patients and in medical research. The analysis of these studies can be approached in two ways: (i) separate analysis of data from individual tracer injections, or (ii), conc...

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Autores principales: Gu, Fengyun, O’Sullivan, Finbarr, Muzi, Mark, Mankoff, David A.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8284854/
https://www.ncbi.nlm.nih.gov/pubmed/34049293
http://dx.doi.org/10.1088/1361-6560/ac0683
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author Gu, Fengyun
O’Sullivan, Finbarr
Muzi, Mark
Mankoff, David A.
author_facet Gu, Fengyun
O’Sullivan, Finbarr
Muzi, Mark
Mankoff, David A.
author_sort Gu, Fengyun
collection PubMed
description Multiple injection dynamic positron emission tomography (PET) scanning is used in the clinical management of certain groups of patients and in medical research. The analysis of these studies can be approached in two ways: (i) separate analysis of data from individual tracer injections, or (ii), concatenate/pool data from separate injections and carry out a combined analysis. The simplicity of separate analysis has some practical appeal but may not be statistically efficient. We use a linear model framework associated with a kinetic mapping scheme to develop a simplified theoretical understanding of separate and combined analysis. The theoretical framework is explored numerically using both 1-D and 2-D simulation models. These studies are motivated by the breast cancer flow-metabolism mismatch studies involving (15)O-Water (H(2)O) and (18)F-Fluorodeoxyglucose (FDG) and repeat (15)O-H(2)O injections used in brain activation investigations. Numerical results are found to be substantially in line with the simple theoretical analysis: mean square error (MSE) characteristics of alternative methods are well described by factors involving the local voxel-level resolution of the imaging data, the relative activities of the individual scans and the number of separate injections involved. While voxel-level resolution has dependence on scan dose, after adjustment for this effect, the impact of a combined analysis is understood in simple terms associated with the linear model used for kinetic mapping. This is true for both data reconstructed by direct filtered backprojection (FBP) or iterative maximum likelihood (ML). The proposed analysis has potential to be applied to the emerging long axial field-of-view PET scanners.
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spelling pubmed-82848542021-07-16 Quantitation of Multiple Injection Dynamic PET Scans: An Investigation of the Benefits of Pooling Data from Separate Scans when Mapping Kinetics Gu, Fengyun O’Sullivan, Finbarr Muzi, Mark Mankoff, David A. Phys Med Biol Article Multiple injection dynamic positron emission tomography (PET) scanning is used in the clinical management of certain groups of patients and in medical research. The analysis of these studies can be approached in two ways: (i) separate analysis of data from individual tracer injections, or (ii), concatenate/pool data from separate injections and carry out a combined analysis. The simplicity of separate analysis has some practical appeal but may not be statistically efficient. We use a linear model framework associated with a kinetic mapping scheme to develop a simplified theoretical understanding of separate and combined analysis. The theoretical framework is explored numerically using both 1-D and 2-D simulation models. These studies are motivated by the breast cancer flow-metabolism mismatch studies involving (15)O-Water (H(2)O) and (18)F-Fluorodeoxyglucose (FDG) and repeat (15)O-H(2)O injections used in brain activation investigations. Numerical results are found to be substantially in line with the simple theoretical analysis: mean square error (MSE) characteristics of alternative methods are well described by factors involving the local voxel-level resolution of the imaging data, the relative activities of the individual scans and the number of separate injections involved. While voxel-level resolution has dependence on scan dose, after adjustment for this effect, the impact of a combined analysis is understood in simple terms associated with the linear model used for kinetic mapping. This is true for both data reconstructed by direct filtered backprojection (FBP) or iterative maximum likelihood (ML). The proposed analysis has potential to be applied to the emerging long axial field-of-view PET scanners. 2021-07-01 /pmc/articles/PMC8284854/ /pubmed/34049293 http://dx.doi.org/10.1088/1361-6560/ac0683 Text en https://creativecommons.org/licenses/by/3.0/As the Version of Record of this article is going to be / has been published on a gold open access basis under a CC BY 3.0 licence, this Accepted Manuscript is available for reuse under a CC BY 3.0 licence immediately. Everyone is permitted to use all or part of the original content in this article, provided that they adhere to all the terms of the licence https://creativecommons.org/licences/by/3.0 (https://creativecommons.org/licenses/by/3.0/)
spellingShingle Article
Gu, Fengyun
O’Sullivan, Finbarr
Muzi, Mark
Mankoff, David A.
Quantitation of Multiple Injection Dynamic PET Scans: An Investigation of the Benefits of Pooling Data from Separate Scans when Mapping Kinetics
title Quantitation of Multiple Injection Dynamic PET Scans: An Investigation of the Benefits of Pooling Data from Separate Scans when Mapping Kinetics
title_full Quantitation of Multiple Injection Dynamic PET Scans: An Investigation of the Benefits of Pooling Data from Separate Scans when Mapping Kinetics
title_fullStr Quantitation of Multiple Injection Dynamic PET Scans: An Investigation of the Benefits of Pooling Data from Separate Scans when Mapping Kinetics
title_full_unstemmed Quantitation of Multiple Injection Dynamic PET Scans: An Investigation of the Benefits of Pooling Data from Separate Scans when Mapping Kinetics
title_short Quantitation of Multiple Injection Dynamic PET Scans: An Investigation of the Benefits of Pooling Data from Separate Scans when Mapping Kinetics
title_sort quantitation of multiple injection dynamic pet scans: an investigation of the benefits of pooling data from separate scans when mapping kinetics
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8284854/
https://www.ncbi.nlm.nih.gov/pubmed/34049293
http://dx.doi.org/10.1088/1361-6560/ac0683
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