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Whole brain apparent diffusion coefficient measurements correlate with survival in glioblastoma patients

INTRODUCTION: Glioblastoma (GBM) is the most common malignant primary brain tumor, and methods to improve the early detection of disease progression and evaluate treatment response are highly desirable. We therefore explored changes in whole-brain apparent diffusion coefficient (ADC) values with res...

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Autores principales: Rulseh, Aaron Michael, Vymazal, Josef
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer US 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6938471/
https://www.ncbi.nlm.nih.gov/pubmed/31797235
http://dx.doi.org/10.1007/s11060-019-03357-y
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author Rulseh, Aaron Michael
Vymazal, Josef
author_facet Rulseh, Aaron Michael
Vymazal, Josef
author_sort Rulseh, Aaron Michael
collection PubMed
description INTRODUCTION: Glioblastoma (GBM) is the most common malignant primary brain tumor, and methods to improve the early detection of disease progression and evaluate treatment response are highly desirable. We therefore explored changes in whole-brain apparent diffusion coefficient (ADC) values with respect to survival (progression-free [PFS], overall [OS]) in a cohort of GBM patients followed at regular intervals until disease progression. METHODS: A total of 43 subjects met inclusion criteria and were analyzed retrospectively. Histogram data were extracted from standardized whole-brain ADC maps including skewness, kurtosis, entropy, median, mode, 15th percentile (p15) and 85th percentile (p85) values, and linear regression slopes (metrics versus time) were fitted. Regression slope directionality (positive/negative) was subjected to univariate Cox regression. The final model was determined by aLASSO on metrics above threshold. RESULTS: Skewness, kurtosis, median, p15 and p85 were all below threshold for both PFS and OS and were analyzed further. Median regression slope directionality best modeled PFS (p = 0.001; HR 3.3; 95% CI 1.6–6.7), while p85 was selected for OS (p = 0.002; HR 0.29; 95% CI 0.13–0.64). CONCLUSIONS: Our data show tantalizing potential in the use of whole-brain ADC measurements in the follow up of GBM patients, specifically serial median ADC values which correlated with PFS, and serial p85 values which correlated with OS. Whole-brain ADC measurements are fast and easy to perform, and free of ROI-placement bias.
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spelling pubmed-69384712020-01-14 Whole brain apparent diffusion coefficient measurements correlate with survival in glioblastoma patients Rulseh, Aaron Michael Vymazal, Josef J Neurooncol Clinical Study INTRODUCTION: Glioblastoma (GBM) is the most common malignant primary brain tumor, and methods to improve the early detection of disease progression and evaluate treatment response are highly desirable. We therefore explored changes in whole-brain apparent diffusion coefficient (ADC) values with respect to survival (progression-free [PFS], overall [OS]) in a cohort of GBM patients followed at regular intervals until disease progression. METHODS: A total of 43 subjects met inclusion criteria and were analyzed retrospectively. Histogram data were extracted from standardized whole-brain ADC maps including skewness, kurtosis, entropy, median, mode, 15th percentile (p15) and 85th percentile (p85) values, and linear regression slopes (metrics versus time) were fitted. Regression slope directionality (positive/negative) was subjected to univariate Cox regression. The final model was determined by aLASSO on metrics above threshold. RESULTS: Skewness, kurtosis, median, p15 and p85 were all below threshold for both PFS and OS and were analyzed further. Median regression slope directionality best modeled PFS (p = 0.001; HR 3.3; 95% CI 1.6–6.7), while p85 was selected for OS (p = 0.002; HR 0.29; 95% CI 0.13–0.64). CONCLUSIONS: Our data show tantalizing potential in the use of whole-brain ADC measurements in the follow up of GBM patients, specifically serial median ADC values which correlated with PFS, and serial p85 values which correlated with OS. Whole-brain ADC measurements are fast and easy to perform, and free of ROI-placement bias. Springer US 2019-12-03 2020 /pmc/articles/PMC6938471/ /pubmed/31797235 http://dx.doi.org/10.1007/s11060-019-03357-y Text en © The Author(s) 2019 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 Clinical Study
Rulseh, Aaron Michael
Vymazal, Josef
Whole brain apparent diffusion coefficient measurements correlate with survival in glioblastoma patients
title Whole brain apparent diffusion coefficient measurements correlate with survival in glioblastoma patients
title_full Whole brain apparent diffusion coefficient measurements correlate with survival in glioblastoma patients
title_fullStr Whole brain apparent diffusion coefficient measurements correlate with survival in glioblastoma patients
title_full_unstemmed Whole brain apparent diffusion coefficient measurements correlate with survival in glioblastoma patients
title_short Whole brain apparent diffusion coefficient measurements correlate with survival in glioblastoma patients
title_sort whole brain apparent diffusion coefficient measurements correlate with survival in glioblastoma patients
topic Clinical Study
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6938471/
https://www.ncbi.nlm.nih.gov/pubmed/31797235
http://dx.doi.org/10.1007/s11060-019-03357-y
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