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Parametric Mapping for TSPO PET Imaging with Spectral Analysis Impulsive Response Function
PURPOSE: The aim of this study was to investigate the use of spectral analysis (SA) for voxel-wise analysis of TSPO PET imaging studies. TSPO PET quantification is methodologically complicated by the heterogeneity of TSPO expression and its cell-dependent modulation during neuroinflammatory response...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer International Publishing
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8277653/ https://www.ncbi.nlm.nih.gov/pubmed/33475944 http://dx.doi.org/10.1007/s11307-020-01575-9 |
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author | Veronese, Mattia Tuosto, Marcello Marques, Tiago Reis Howes, Oliver Pascual, Belen Yu, Meixiang Masdeu, Joseph C. Turkheimer, Federico Bertoldo, Alessandra Zanotti-Fregonara, Paolo |
author_facet | Veronese, Mattia Tuosto, Marcello Marques, Tiago Reis Howes, Oliver Pascual, Belen Yu, Meixiang Masdeu, Joseph C. Turkheimer, Federico Bertoldo, Alessandra Zanotti-Fregonara, Paolo |
author_sort | Veronese, Mattia |
collection | PubMed |
description | PURPOSE: The aim of this study was to investigate the use of spectral analysis (SA) for voxel-wise analysis of TSPO PET imaging studies. TSPO PET quantification is methodologically complicated by the heterogeneity of TSPO expression and its cell-dependent modulation during neuroinflammatory response. Compartmental models to account for this complexity exist, but they are unreliable at the high noise typical of voxel data. On the contrary, SA is noise-robust for parametric mapping and provides useful information about tracer kinetics with a free compartmental structure. PROCEDURES: SA impulse response function (IRF) calculated at 90 min after tracer injection was used as main parameter of interest in 3 independent PET imaging studies to investigate its sensitivity to (1) a TSPO genetic polymorphism (rs6971) known to affect tracer binding in a cross-sectional analysis of healthy controls scanned with [11C]PBR28 PET; (2) TSPO density with [11C]PBR28 in a competitive blocking study with a TSPO blocker, XBD173; and (3) the higher affinity of a second radiotracer for TSPO, by using data from a head-to-head comparison between [11C]PBR28 and [11C]ER176 scans. RESULTS: SA-IRF produced parametric maps of visually good quality. These were sensitive to TSPO genotype (mean relative difference between high- and mixed-affinity binders = 25 %) and TSPO availability (mean signal displacement after 90 mg oral administration of XBD173 = 39 %). Regional averages of voxel-wise IRF estimates were strongly associated with regional total distribution volume (V(T)) estimated with a 2-tissue compartmental model with vascular compartment (Pearson’s r = 0.86 ± 0.11) but less strongly with standard 2TCM-V(T) (Pearson’s r = 0.76 ± 0.32). Finally, SA-IRF estimates for [11C]ER176 were significantly higher than [11C]PBR28 ones, consistent with the higher amount of specific binding of the former tracer. CONCLUSIONS: SA-IRF can be used for voxel-wise quantification of TSPO PET data because it generates high-quality parametric maps, it is sensitive to TSPO availability and genotype, and it accounts for the complexity of TSPO tracer kinetics with no additional assumptions. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s11307-020-01575-9. |
format | Online Article Text |
id | pubmed-8277653 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Springer International Publishing |
record_format | MEDLINE/PubMed |
spelling | pubmed-82776532021-07-20 Parametric Mapping for TSPO PET Imaging with Spectral Analysis Impulsive Response Function Veronese, Mattia Tuosto, Marcello Marques, Tiago Reis Howes, Oliver Pascual, Belen Yu, Meixiang Masdeu, Joseph C. Turkheimer, Federico Bertoldo, Alessandra Zanotti-Fregonara, Paolo Mol Imaging Biol Research Article PURPOSE: The aim of this study was to investigate the use of spectral analysis (SA) for voxel-wise analysis of TSPO PET imaging studies. TSPO PET quantification is methodologically complicated by the heterogeneity of TSPO expression and its cell-dependent modulation during neuroinflammatory response. Compartmental models to account for this complexity exist, but they are unreliable at the high noise typical of voxel data. On the contrary, SA is noise-robust for parametric mapping and provides useful information about tracer kinetics with a free compartmental structure. PROCEDURES: SA impulse response function (IRF) calculated at 90 min after tracer injection was used as main parameter of interest in 3 independent PET imaging studies to investigate its sensitivity to (1) a TSPO genetic polymorphism (rs6971) known to affect tracer binding in a cross-sectional analysis of healthy controls scanned with [11C]PBR28 PET; (2) TSPO density with [11C]PBR28 in a competitive blocking study with a TSPO blocker, XBD173; and (3) the higher affinity of a second radiotracer for TSPO, by using data from a head-to-head comparison between [11C]PBR28 and [11C]ER176 scans. RESULTS: SA-IRF produced parametric maps of visually good quality. These were sensitive to TSPO genotype (mean relative difference between high- and mixed-affinity binders = 25 %) and TSPO availability (mean signal displacement after 90 mg oral administration of XBD173 = 39 %). Regional averages of voxel-wise IRF estimates were strongly associated with regional total distribution volume (V(T)) estimated with a 2-tissue compartmental model with vascular compartment (Pearson’s r = 0.86 ± 0.11) but less strongly with standard 2TCM-V(T) (Pearson’s r = 0.76 ± 0.32). Finally, SA-IRF estimates for [11C]ER176 were significantly higher than [11C]PBR28 ones, consistent with the higher amount of specific binding of the former tracer. CONCLUSIONS: SA-IRF can be used for voxel-wise quantification of TSPO PET data because it generates high-quality parametric maps, it is sensitive to TSPO availability and genotype, and it accounts for the complexity of TSPO tracer kinetics with no additional assumptions. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s11307-020-01575-9. Springer International Publishing 2021-01-21 2021 /pmc/articles/PMC8277653/ /pubmed/33475944 http://dx.doi.org/10.1007/s11307-020-01575-9 Text en © The Author(s) 2021 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 | Research Article Veronese, Mattia Tuosto, Marcello Marques, Tiago Reis Howes, Oliver Pascual, Belen Yu, Meixiang Masdeu, Joseph C. Turkheimer, Federico Bertoldo, Alessandra Zanotti-Fregonara, Paolo Parametric Mapping for TSPO PET Imaging with Spectral Analysis Impulsive Response Function |
title | Parametric Mapping for TSPO PET Imaging with Spectral Analysis Impulsive Response Function |
title_full | Parametric Mapping for TSPO PET Imaging with Spectral Analysis Impulsive Response Function |
title_fullStr | Parametric Mapping for TSPO PET Imaging with Spectral Analysis Impulsive Response Function |
title_full_unstemmed | Parametric Mapping for TSPO PET Imaging with Spectral Analysis Impulsive Response Function |
title_short | Parametric Mapping for TSPO PET Imaging with Spectral Analysis Impulsive Response Function |
title_sort | parametric mapping for tspo pet imaging with spectral analysis impulsive response function |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8277653/ https://www.ncbi.nlm.nih.gov/pubmed/33475944 http://dx.doi.org/10.1007/s11307-020-01575-9 |
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