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Probing tumor microenvironment in patients with newly diagnosed glioblastoma during chemoradiation and adjuvant temozolomide with functional MRI
Functional MRI may identify critical windows of opportunity for drug delivery and distinguish between early treatment responders and non-responders. Using diffusion-weighted, dynamic contrast-enhanced, and dynamic susceptibility contrast MRI, as well as pro-angiogenic and pro-inflammatory blood mark...
Autores principales: | , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6244161/ https://www.ncbi.nlm.nih.gov/pubmed/30459364 http://dx.doi.org/10.1038/s41598-018-34820-x |
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author | Ly, K. Ina Vakulenko-Lagun, Bella Emblem, Kyrre E. Ou, Yangming Da, Xiao Betensky, Rebecca A. Kalpathy-Cramer, Jayashree Duda, Dan G. Jain, Rakesh K. Chi, Andrew S. Plotkin, Scott R. Batchelor, Tracy T. Sorensen, Gregory Rosen, Bruce R. Gerstner, Elizabeth R. |
author_facet | Ly, K. Ina Vakulenko-Lagun, Bella Emblem, Kyrre E. Ou, Yangming Da, Xiao Betensky, Rebecca A. Kalpathy-Cramer, Jayashree Duda, Dan G. Jain, Rakesh K. Chi, Andrew S. Plotkin, Scott R. Batchelor, Tracy T. Sorensen, Gregory Rosen, Bruce R. Gerstner, Elizabeth R. |
author_sort | Ly, K. Ina |
collection | PubMed |
description | Functional MRI may identify critical windows of opportunity for drug delivery and distinguish between early treatment responders and non-responders. Using diffusion-weighted, dynamic contrast-enhanced, and dynamic susceptibility contrast MRI, as well as pro-angiogenic and pro-inflammatory blood markers, we prospectively studied the physiologic tumor-related changes in fourteen newly diagnosed glioblastoma patients during standard therapy. 153 MRI scans and blood collection were performed before chemoradiation (baseline), weekly during chemoradiation (week 1–6), monthly before each cycle of adjuvant temozolomide (pre-C1-C6), and after cycle 6. The apparent diffusion coefficient, volume transfer coefficient (K(trans)), and relative cerebral blood volume (rCBV) and flow (rCBF) were calculated within the tumor and edema regions and compared to baseline. Cox regression analysis was used to assess the effect of clinical variables, imaging, and blood markers on progression-free (PFS) and overall survival (OS). After controlling for additional covariates, high baseline rCBV and rCBF within the edema region were associated with worse PFS (microvessel rCBF: HR = 7.849, p = 0.044; panvessel rCBV: HR = 3.763, p = 0.032; panvessel rCBF: HR = 3.984; p = 0.049). The same applied to high week 5 and pre-C1 K(trans) within the tumor region (week 5 K(trans): HR = 1.038, p = 0.003; pre-C1 K(trans): HR = 1.029, p = 0.004). Elevated week 6 VEGF levels were associated with worse OS (HR = 1.034; p = 0.004). Our findings suggest a role for rCBV and rCBF at baseline and K(trans) and VEGF levels during treatment as markers of response. Functional imaging changes can differ substantially between tumor and edema regions, highlighting the variable biologic and vascular state of tumor microenvironment during therapy. |
format | Online Article Text |
id | pubmed-6244161 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-62441612018-11-27 Probing tumor microenvironment in patients with newly diagnosed glioblastoma during chemoradiation and adjuvant temozolomide with functional MRI Ly, K. Ina Vakulenko-Lagun, Bella Emblem, Kyrre E. Ou, Yangming Da, Xiao Betensky, Rebecca A. Kalpathy-Cramer, Jayashree Duda, Dan G. Jain, Rakesh K. Chi, Andrew S. Plotkin, Scott R. Batchelor, Tracy T. Sorensen, Gregory Rosen, Bruce R. Gerstner, Elizabeth R. Sci Rep Article Functional MRI may identify critical windows of opportunity for drug delivery and distinguish between early treatment responders and non-responders. Using diffusion-weighted, dynamic contrast-enhanced, and dynamic susceptibility contrast MRI, as well as pro-angiogenic and pro-inflammatory blood markers, we prospectively studied the physiologic tumor-related changes in fourteen newly diagnosed glioblastoma patients during standard therapy. 153 MRI scans and blood collection were performed before chemoradiation (baseline), weekly during chemoradiation (week 1–6), monthly before each cycle of adjuvant temozolomide (pre-C1-C6), and after cycle 6. The apparent diffusion coefficient, volume transfer coefficient (K(trans)), and relative cerebral blood volume (rCBV) and flow (rCBF) were calculated within the tumor and edema regions and compared to baseline. Cox regression analysis was used to assess the effect of clinical variables, imaging, and blood markers on progression-free (PFS) and overall survival (OS). After controlling for additional covariates, high baseline rCBV and rCBF within the edema region were associated with worse PFS (microvessel rCBF: HR = 7.849, p = 0.044; panvessel rCBV: HR = 3.763, p = 0.032; panvessel rCBF: HR = 3.984; p = 0.049). The same applied to high week 5 and pre-C1 K(trans) within the tumor region (week 5 K(trans): HR = 1.038, p = 0.003; pre-C1 K(trans): HR = 1.029, p = 0.004). Elevated week 6 VEGF levels were associated with worse OS (HR = 1.034; p = 0.004). Our findings suggest a role for rCBV and rCBF at baseline and K(trans) and VEGF levels during treatment as markers of response. Functional imaging changes can differ substantially between tumor and edema regions, highlighting the variable biologic and vascular state of tumor microenvironment during therapy. Nature Publishing Group UK 2018-11-20 /pmc/articles/PMC6244161/ /pubmed/30459364 http://dx.doi.org/10.1038/s41598-018-34820-x Text en © The Author(s) 2018 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as 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. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article Ly, K. Ina Vakulenko-Lagun, Bella Emblem, Kyrre E. Ou, Yangming Da, Xiao Betensky, Rebecca A. Kalpathy-Cramer, Jayashree Duda, Dan G. Jain, Rakesh K. Chi, Andrew S. Plotkin, Scott R. Batchelor, Tracy T. Sorensen, Gregory Rosen, Bruce R. Gerstner, Elizabeth R. Probing tumor microenvironment in patients with newly diagnosed glioblastoma during chemoradiation and adjuvant temozolomide with functional MRI |
title | Probing tumor microenvironment in patients with newly diagnosed glioblastoma during chemoradiation and adjuvant temozolomide with functional MRI |
title_full | Probing tumor microenvironment in patients with newly diagnosed glioblastoma during chemoradiation and adjuvant temozolomide with functional MRI |
title_fullStr | Probing tumor microenvironment in patients with newly diagnosed glioblastoma during chemoradiation and adjuvant temozolomide with functional MRI |
title_full_unstemmed | Probing tumor microenvironment in patients with newly diagnosed glioblastoma during chemoradiation and adjuvant temozolomide with functional MRI |
title_short | Probing tumor microenvironment in patients with newly diagnosed glioblastoma during chemoradiation and adjuvant temozolomide with functional MRI |
title_sort | probing tumor microenvironment in patients with newly diagnosed glioblastoma during chemoradiation and adjuvant temozolomide with functional mri |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6244161/ https://www.ncbi.nlm.nih.gov/pubmed/30459364 http://dx.doi.org/10.1038/s41598-018-34820-x |
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