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Association between tumor architecture derived from generalized Q-space MRI and survival in glioblastoma

While it is recognized that the overall resistance of glioblastoma to treatment may be related to intra-tumor patterns of structural heterogeneity, imaging methods to assess such patterns remain rudimentary. Methods: We utilized a generalized Q-space imaging (GQI) algorithm to analyze magnetic reson...

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Autores principales: Taylor, Erik N., Ding, Yao, Zhu, Shan, Cheah, Eric, Alexander, Phillip, Lin, Leon, Aninwene, George E., Hoffman, Matthew P., Mahajan, Anita, Mohamed, Abdallah S.R., McDannold, Nathan, Fuller, Clifton D., Chen, Clark C., Gilbert, Richard J.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Impact Journals LLC 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5522030/
https://www.ncbi.nlm.nih.gov/pubmed/28404971
http://dx.doi.org/10.18632/oncotarget.16296
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author Taylor, Erik N.
Ding, Yao
Zhu, Shan
Cheah, Eric
Alexander, Phillip
Lin, Leon
Aninwene, George E.
Hoffman, Matthew P.
Mahajan, Anita
Mohamed, Abdallah S.R.
McDannold, Nathan
Fuller, Clifton D.
Chen, Clark C.
Gilbert, Richard J.
author_facet Taylor, Erik N.
Ding, Yao
Zhu, Shan
Cheah, Eric
Alexander, Phillip
Lin, Leon
Aninwene, George E.
Hoffman, Matthew P.
Mahajan, Anita
Mohamed, Abdallah S.R.
McDannold, Nathan
Fuller, Clifton D.
Chen, Clark C.
Gilbert, Richard J.
author_sort Taylor, Erik N.
collection PubMed
description While it is recognized that the overall resistance of glioblastoma to treatment may be related to intra-tumor patterns of structural heterogeneity, imaging methods to assess such patterns remain rudimentary. Methods: We utilized a generalized Q-space imaging (GQI) algorithm to analyze magnetic resonance imaging (MRI) derived from a rodent model of glioblastoma and 2 clinical datasets to correlate GQI, histology, and survival. Results: In a rodent glioblastoma model, GQI demonstrated a poorly coherent core region, consisting of diffusion tracts <5 mm, surrounded by a shell of highly coherent diffusion tracts, 6-25 mm. Histologically, the core region possessed a high degree of necrosis, whereas the shell consisted of organized sheets of anaplastic cells with elevated mitotic index. These attributes define tumor architecture as the macroscopic organization of variably aligned tumor cells. Applied to MRI data from The Cancer Imaging Atlas (TCGA), the core-shell diffusion tract-length ratio (c/s ratio) correlated linearly with necrosis, which, in turn, was inversely associated with survival (p = 0.00002). We confirmed in an independent cohort of patients (n = 62) that the c/s ratio correlated inversely with survival (p = 0.0004). Conclusions: The analysis of MR images by GQI affords insight into tumor architectural patterns in glioblastoma that correlate with biological heterogeneity and clinical outcome.
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spelling pubmed-55220302017-08-08 Association between tumor architecture derived from generalized Q-space MRI and survival in glioblastoma Taylor, Erik N. Ding, Yao Zhu, Shan Cheah, Eric Alexander, Phillip Lin, Leon Aninwene, George E. Hoffman, Matthew P. Mahajan, Anita Mohamed, Abdallah S.R. McDannold, Nathan Fuller, Clifton D. Chen, Clark C. Gilbert, Richard J. Oncotarget Priority Research Paper While it is recognized that the overall resistance of glioblastoma to treatment may be related to intra-tumor patterns of structural heterogeneity, imaging methods to assess such patterns remain rudimentary. Methods: We utilized a generalized Q-space imaging (GQI) algorithm to analyze magnetic resonance imaging (MRI) derived from a rodent model of glioblastoma and 2 clinical datasets to correlate GQI, histology, and survival. Results: In a rodent glioblastoma model, GQI demonstrated a poorly coherent core region, consisting of diffusion tracts <5 mm, surrounded by a shell of highly coherent diffusion tracts, 6-25 mm. Histologically, the core region possessed a high degree of necrosis, whereas the shell consisted of organized sheets of anaplastic cells with elevated mitotic index. These attributes define tumor architecture as the macroscopic organization of variably aligned tumor cells. Applied to MRI data from The Cancer Imaging Atlas (TCGA), the core-shell diffusion tract-length ratio (c/s ratio) correlated linearly with necrosis, which, in turn, was inversely associated with survival (p = 0.00002). We confirmed in an independent cohort of patients (n = 62) that the c/s ratio correlated inversely with survival (p = 0.0004). Conclusions: The analysis of MR images by GQI affords insight into tumor architectural patterns in glioblastoma that correlate with biological heterogeneity and clinical outcome. Impact Journals LLC 2017-03-16 /pmc/articles/PMC5522030/ /pubmed/28404971 http://dx.doi.org/10.18632/oncotarget.16296 Text en Copyright: © 2017 Taylor et al. http://creativecommons.org/licenses/by/3.0/ This article is distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/3.0/) (CC-BY), which permits unrestricted use and redistribution provided that the original author and source are credited.
spellingShingle Priority Research Paper
Taylor, Erik N.
Ding, Yao
Zhu, Shan
Cheah, Eric
Alexander, Phillip
Lin, Leon
Aninwene, George E.
Hoffman, Matthew P.
Mahajan, Anita
Mohamed, Abdallah S.R.
McDannold, Nathan
Fuller, Clifton D.
Chen, Clark C.
Gilbert, Richard J.
Association between tumor architecture derived from generalized Q-space MRI and survival in glioblastoma
title Association between tumor architecture derived from generalized Q-space MRI and survival in glioblastoma
title_full Association between tumor architecture derived from generalized Q-space MRI and survival in glioblastoma
title_fullStr Association between tumor architecture derived from generalized Q-space MRI and survival in glioblastoma
title_full_unstemmed Association between tumor architecture derived from generalized Q-space MRI and survival in glioblastoma
title_short Association between tumor architecture derived from generalized Q-space MRI and survival in glioblastoma
title_sort association between tumor architecture derived from generalized q-space mri and survival in glioblastoma
topic Priority Research Paper
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5522030/
https://www.ncbi.nlm.nih.gov/pubmed/28404971
http://dx.doi.org/10.18632/oncotarget.16296
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