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Assessing Tumour Haemodynamic Heterogeneity and Response to Choline Kinase Inhibition Using Clustered Dynamic Contrast Enhanced MRI Parameters in Rodent Models of Glioblastoma

SIMPLE SUMMARY: This study was designed to monitor changes in DCE-MRI-based parameters in preclinical GBM models in response to choline kinase inhibition using a cluster analysis approach. In terms of therapeutic response in F98 rat GBMs, a sustained decrease in permeability and perfusion and increa...

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Autores principales: Bhaduri, Sourav, Lesbats, Clémentine, Sharkey, Jack, Kelly, Claire Louise, Mukherjee, Soham, Taylor, Arthur, Delikatny, Edward J., Kim, Sungheon G., Poptani, Harish
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8909848/
https://www.ncbi.nlm.nih.gov/pubmed/35267531
http://dx.doi.org/10.3390/cancers14051223
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author Bhaduri, Sourav
Lesbats, Clémentine
Sharkey, Jack
Kelly, Claire Louise
Mukherjee, Soham
Taylor, Arthur
Delikatny, Edward J.
Kim, Sungheon G.
Poptani, Harish
author_facet Bhaduri, Sourav
Lesbats, Clémentine
Sharkey, Jack
Kelly, Claire Louise
Mukherjee, Soham
Taylor, Arthur
Delikatny, Edward J.
Kim, Sungheon G.
Poptani, Harish
author_sort Bhaduri, Sourav
collection PubMed
description SIMPLE SUMMARY: This study was designed to monitor changes in DCE-MRI-based parameters in preclinical GBM models in response to choline kinase inhibition using a cluster analysis approach. In terms of therapeutic response in F98 rat GBMs, a sustained decrease in permeability and perfusion and increased necrosis was observed during treatment with JAS239 as compared to control animals. No significant differences in these parameters were found for the GL261 mice GBMs. The study demonstrates that region-based clustered pharmacokinetic parameters obtained using DCE-MRI can be used for detecting and assessing tumour haemodynamic heterogeneity, which may be useful in assessing therapeutic response. ABSTRACT: To investigate the utility of DCE-MRI derived pharmacokinetic parameters in evaluating tumour haemodynamic heterogeneity and treatment response in rodent models of glioblastoma, imaging was performed on intracranial F98 and GL261 glioblastoma bearing rodents. Clustering of the DCE-MRI-based parametric maps (using Tofts, extended Tofts, shutter speed, two-compartment, and the second generation shutter speed models) was performed using a hierarchical clustering algorithm, resulting in areas with poor fit (reflecting necrosis), low, medium, and high valued pixels representing parameters [Formula: see text] , [Formula: see text] , K(ep,)  [Formula: see text] (,)  [Formula: see text] and [Formula: see text]. There was a significant increase in the number of necrotic pixels with increasing tumour volume and a significant correlation between [Formula: see text] and tumour volume suggesting increased extracellular volume in larger tumours. In terms of therapeutic response in F98 rat GBMs, a sustained decrease in permeability and perfusion and a reduced cell density was observed during treatment with JAS239 based on [Formula: see text] , [Formula: see text] and [Formula: see text] as compared to control animals. No significant differences in these parameters were found for the GL261 tumour, indicating that this model may be less sensitive to JAS239 treatment regarding changes in vascular parameters. This study demonstrates that region-based clustered pharmacokinetic parameters derived from DCE-MRI may be useful in assessing tumour haemodynamic heterogeneity with the potential for assessing therapeutic response.
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spelling pubmed-89098482022-03-11 Assessing Tumour Haemodynamic Heterogeneity and Response to Choline Kinase Inhibition Using Clustered Dynamic Contrast Enhanced MRI Parameters in Rodent Models of Glioblastoma Bhaduri, Sourav Lesbats, Clémentine Sharkey, Jack Kelly, Claire Louise Mukherjee, Soham Taylor, Arthur Delikatny, Edward J. Kim, Sungheon G. Poptani, Harish Cancers (Basel) Article SIMPLE SUMMARY: This study was designed to monitor changes in DCE-MRI-based parameters in preclinical GBM models in response to choline kinase inhibition using a cluster analysis approach. In terms of therapeutic response in F98 rat GBMs, a sustained decrease in permeability and perfusion and increased necrosis was observed during treatment with JAS239 as compared to control animals. No significant differences in these parameters were found for the GL261 mice GBMs. The study demonstrates that region-based clustered pharmacokinetic parameters obtained using DCE-MRI can be used for detecting and assessing tumour haemodynamic heterogeneity, which may be useful in assessing therapeutic response. ABSTRACT: To investigate the utility of DCE-MRI derived pharmacokinetic parameters in evaluating tumour haemodynamic heterogeneity and treatment response in rodent models of glioblastoma, imaging was performed on intracranial F98 and GL261 glioblastoma bearing rodents. Clustering of the DCE-MRI-based parametric maps (using Tofts, extended Tofts, shutter speed, two-compartment, and the second generation shutter speed models) was performed using a hierarchical clustering algorithm, resulting in areas with poor fit (reflecting necrosis), low, medium, and high valued pixels representing parameters [Formula: see text] , [Formula: see text] , K(ep,)  [Formula: see text] (,)  [Formula: see text] and [Formula: see text]. There was a significant increase in the number of necrotic pixels with increasing tumour volume and a significant correlation between [Formula: see text] and tumour volume suggesting increased extracellular volume in larger tumours. In terms of therapeutic response in F98 rat GBMs, a sustained decrease in permeability and perfusion and a reduced cell density was observed during treatment with JAS239 based on [Formula: see text] , [Formula: see text] and [Formula: see text] as compared to control animals. No significant differences in these parameters were found for the GL261 tumour, indicating that this model may be less sensitive to JAS239 treatment regarding changes in vascular parameters. This study demonstrates that region-based clustered pharmacokinetic parameters derived from DCE-MRI may be useful in assessing tumour haemodynamic heterogeneity with the potential for assessing therapeutic response. MDPI 2022-02-26 /pmc/articles/PMC8909848/ /pubmed/35267531 http://dx.doi.org/10.3390/cancers14051223 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Bhaduri, Sourav
Lesbats, Clémentine
Sharkey, Jack
Kelly, Claire Louise
Mukherjee, Soham
Taylor, Arthur
Delikatny, Edward J.
Kim, Sungheon G.
Poptani, Harish
Assessing Tumour Haemodynamic Heterogeneity and Response to Choline Kinase Inhibition Using Clustered Dynamic Contrast Enhanced MRI Parameters in Rodent Models of Glioblastoma
title Assessing Tumour Haemodynamic Heterogeneity and Response to Choline Kinase Inhibition Using Clustered Dynamic Contrast Enhanced MRI Parameters in Rodent Models of Glioblastoma
title_full Assessing Tumour Haemodynamic Heterogeneity and Response to Choline Kinase Inhibition Using Clustered Dynamic Contrast Enhanced MRI Parameters in Rodent Models of Glioblastoma
title_fullStr Assessing Tumour Haemodynamic Heterogeneity and Response to Choline Kinase Inhibition Using Clustered Dynamic Contrast Enhanced MRI Parameters in Rodent Models of Glioblastoma
title_full_unstemmed Assessing Tumour Haemodynamic Heterogeneity and Response to Choline Kinase Inhibition Using Clustered Dynamic Contrast Enhanced MRI Parameters in Rodent Models of Glioblastoma
title_short Assessing Tumour Haemodynamic Heterogeneity and Response to Choline Kinase Inhibition Using Clustered Dynamic Contrast Enhanced MRI Parameters in Rodent Models of Glioblastoma
title_sort assessing tumour haemodynamic heterogeneity and response to choline kinase inhibition using clustered dynamic contrast enhanced mri parameters in rodent models of glioblastoma
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8909848/
https://www.ncbi.nlm.nih.gov/pubmed/35267531
http://dx.doi.org/10.3390/cancers14051223
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