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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...
Autores principales: | , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Impact Journals LLC
2017
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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. |
format | Online Article Text |
id | pubmed-5522030 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Impact Journals LLC |
record_format | MEDLINE/PubMed |
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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