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Whole tumor kinetics analysis of (18)F-fluoromisonidazole dynamic PET scans of non-small cell lung cancer patients, and correlations with perfusion CT blood flow

BACKGROUND: To determine the relative abilities of compartment models to describe time-courses of 18F-fluoromisonidazole (FMISO) tumor uptake in patients with advanced stage non-small cell lung cancer (NSCLC) imaged using dynamic positron emission tomography (dPET), and study correlations between va...

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Autores principales: McGowan, Daniel R., Skwarski, Michael, Papiez, Bartlomiej W., Macpherson, Ruth E., Gleeson, Fergus V., Schnabel, Julia A., Higgins, Geoff S., Fenwick, John D.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer Berlin Heidelberg 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6070455/
https://www.ncbi.nlm.nih.gov/pubmed/30069753
http://dx.doi.org/10.1186/s13550-018-0430-4
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author McGowan, Daniel R.
Skwarski, Michael
Papiez, Bartlomiej W.
Macpherson, Ruth E.
Gleeson, Fergus V.
Schnabel, Julia A.
Higgins, Geoff S.
Fenwick, John D.
author_facet McGowan, Daniel R.
Skwarski, Michael
Papiez, Bartlomiej W.
Macpherson, Ruth E.
Gleeson, Fergus V.
Schnabel, Julia A.
Higgins, Geoff S.
Fenwick, John D.
author_sort McGowan, Daniel R.
collection PubMed
description BACKGROUND: To determine the relative abilities of compartment models to describe time-courses of 18F-fluoromisonidazole (FMISO) tumor uptake in patients with advanced stage non-small cell lung cancer (NSCLC) imaged using dynamic positron emission tomography (dPET), and study correlations between values of the blood flow-related parameter K(1) obtained from fits of the models and an independent blood flow measure obtained from perfusion CT (pCT). NSCLC patients had a 45-min dynamic FMISO PET/CT scan followed by two static PET/CT acquisitions at 2 and 4-h post-injection. Perfusion CT scanning was then performed consisting of a 45-s cine CT. Reversible and irreversible two-, three- and four-tissue compartment models were fitted to 30 time-activity-curves (TACs) obtained for 15 whole tumor structures in 9 patients, each imaged twice. Descriptions of the TACs provided by the models were compared using the Akaike and Bayesian information criteria (AIC and BIC) and leave-one-out cross-validation. The precision with which fitted model parameters estimated ground-truth uptake kinetics was determined using statistical simulation techniques. Blood flow from pCT was correlated with K(1) from PET kinetic models in addition to FMISO uptake levels. RESULTS: An irreversible three-tissue compartment model provided the best description of whole tumor FMISO uptake time-courses according to AIC, BIC, and cross-validation scores totaled across the TACs. The simulation study indicated that this model also provided more precise estimates of FMISO uptake kinetics than other two- and three-tissue models. The K(1) values obtained from fits of the irreversible three-tissue model correlated strongly with independent blood flow measurements obtained from pCT (Pearson r coefficient = 0.81). The correlation from the irreversible three-tissue model (r = 0.81) was stronger than that from than K(1) values obtained from fits of a two-tissue compartment model (r = 0.68), or FMISO uptake levels in static images taken at time-points from tracer injection through to 4 h later (maximum at 2 min, r = 0.70). CONCLUSIONS: Time-courses of whole tumor FMISO uptake by advanced stage NSCLC are described best by an irreversible three-tissue compartment model. The K(1) values obtained from fits of the irreversible three-tissue model correlated strongly with independent blood flow measurements obtained from perfusion CT (r = 0.81). ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s13550-018-0430-4) contains supplementary material, which is available to authorized users.
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spelling pubmed-60704552018-08-20 Whole tumor kinetics analysis of (18)F-fluoromisonidazole dynamic PET scans of non-small cell lung cancer patients, and correlations with perfusion CT blood flow McGowan, Daniel R. Skwarski, Michael Papiez, Bartlomiej W. Macpherson, Ruth E. Gleeson, Fergus V. Schnabel, Julia A. Higgins, Geoff S. Fenwick, John D. EJNMMI Res Original Research BACKGROUND: To determine the relative abilities of compartment models to describe time-courses of 18F-fluoromisonidazole (FMISO) tumor uptake in patients with advanced stage non-small cell lung cancer (NSCLC) imaged using dynamic positron emission tomography (dPET), and study correlations between values of the blood flow-related parameter K(1) obtained from fits of the models and an independent blood flow measure obtained from perfusion CT (pCT). NSCLC patients had a 45-min dynamic FMISO PET/CT scan followed by two static PET/CT acquisitions at 2 and 4-h post-injection. Perfusion CT scanning was then performed consisting of a 45-s cine CT. Reversible and irreversible two-, three- and four-tissue compartment models were fitted to 30 time-activity-curves (TACs) obtained for 15 whole tumor structures in 9 patients, each imaged twice. Descriptions of the TACs provided by the models were compared using the Akaike and Bayesian information criteria (AIC and BIC) and leave-one-out cross-validation. The precision with which fitted model parameters estimated ground-truth uptake kinetics was determined using statistical simulation techniques. Blood flow from pCT was correlated with K(1) from PET kinetic models in addition to FMISO uptake levels. RESULTS: An irreversible three-tissue compartment model provided the best description of whole tumor FMISO uptake time-courses according to AIC, BIC, and cross-validation scores totaled across the TACs. The simulation study indicated that this model also provided more precise estimates of FMISO uptake kinetics than other two- and three-tissue models. The K(1) values obtained from fits of the irreversible three-tissue model correlated strongly with independent blood flow measurements obtained from pCT (Pearson r coefficient = 0.81). The correlation from the irreversible three-tissue model (r = 0.81) was stronger than that from than K(1) values obtained from fits of a two-tissue compartment model (r = 0.68), or FMISO uptake levels in static images taken at time-points from tracer injection through to 4 h later (maximum at 2 min, r = 0.70). CONCLUSIONS: Time-courses of whole tumor FMISO uptake by advanced stage NSCLC are described best by an irreversible three-tissue compartment model. The K(1) values obtained from fits of the irreversible three-tissue model correlated strongly with independent blood flow measurements obtained from perfusion CT (r = 0.81). ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s13550-018-0430-4) contains supplementary material, which is available to authorized users. Springer Berlin Heidelberg 2018-08-01 /pmc/articles/PMC6070455/ /pubmed/30069753 http://dx.doi.org/10.1186/s13550-018-0430-4 Text en © The Author(s). 2018 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made.
spellingShingle Original Research
McGowan, Daniel R.
Skwarski, Michael
Papiez, Bartlomiej W.
Macpherson, Ruth E.
Gleeson, Fergus V.
Schnabel, Julia A.
Higgins, Geoff S.
Fenwick, John D.
Whole tumor kinetics analysis of (18)F-fluoromisonidazole dynamic PET scans of non-small cell lung cancer patients, and correlations with perfusion CT blood flow
title Whole tumor kinetics analysis of (18)F-fluoromisonidazole dynamic PET scans of non-small cell lung cancer patients, and correlations with perfusion CT blood flow
title_full Whole tumor kinetics analysis of (18)F-fluoromisonidazole dynamic PET scans of non-small cell lung cancer patients, and correlations with perfusion CT blood flow
title_fullStr Whole tumor kinetics analysis of (18)F-fluoromisonidazole dynamic PET scans of non-small cell lung cancer patients, and correlations with perfusion CT blood flow
title_full_unstemmed Whole tumor kinetics analysis of (18)F-fluoromisonidazole dynamic PET scans of non-small cell lung cancer patients, and correlations with perfusion CT blood flow
title_short Whole tumor kinetics analysis of (18)F-fluoromisonidazole dynamic PET scans of non-small cell lung cancer patients, and correlations with perfusion CT blood flow
title_sort whole tumor kinetics analysis of (18)f-fluoromisonidazole dynamic pet scans of non-small cell lung cancer patients, and correlations with perfusion ct blood flow
topic Original Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6070455/
https://www.ncbi.nlm.nih.gov/pubmed/30069753
http://dx.doi.org/10.1186/s13550-018-0430-4
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