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Detectability of radiation-induced changes in magnetic resonance biomarkers following stereotactic radiosurgery: A pilot study

Our objective was to investigate direct voxel-wise relationship between dose and early MR biomarker changes both within and in the high-dose region surrounding brain metastases following stereotactic radiosurgery (SRS). Specifically, we examined the apparent diffusion coefficient (ADC) from diffusio...

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Autores principales: Winter, Jeff D., Moraes, Fabio Y., Chung, Caroline, Coolens, Catherine
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6258119/
https://www.ncbi.nlm.nih.gov/pubmed/30475887
http://dx.doi.org/10.1371/journal.pone.0207933
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author Winter, Jeff D.
Moraes, Fabio Y.
Chung, Caroline
Coolens, Catherine
author_facet Winter, Jeff D.
Moraes, Fabio Y.
Chung, Caroline
Coolens, Catherine
author_sort Winter, Jeff D.
collection PubMed
description Our objective was to investigate direct voxel-wise relationship between dose and early MR biomarker changes both within and in the high-dose region surrounding brain metastases following stereotactic radiosurgery (SRS). Specifically, we examined the apparent diffusion coefficient (ADC) from diffusion-weighted imaging and the contrast transfer coefficient (K(trans)) and volume of extracellular extravascular space (v(e)) derived from dynamic contrast-enhanced (DCE) MRI data. We investigated 29 brain metastases in 18 patients using 3 T MRI to collect imaging data at day 0, day 3 and day 20 following SRS. The ADC maps were generated by the scanner and K(trans) and v(e) maps were generated using in-house software for dynamic tracer-kinetic analysis. To enable spatially-correlated voxel-wise analysis, we developed a registration pipeline to register all ADC, K(trans) and v(e) maps to the planning MRI scan. To interrogate longitudinal changes, we computed absolute ΔADC, ΔK(trans) and Δv(e) for day 3 and 20 post-SRS relative to day 0. We performed a Kruskall-Wallice test on each biomarker between time points and investigated dose correlations within the gross tumour volume (GTV) and surrounding high dose region > 12 Gy via Spearman’s rho. Only v(e) exhibited significant differences between day 0 and 20 (p < 0.005) and day 3 and 20 (p < 0.05) within the GTV following SRS. Strongest dose correlations were observed for ADC within the GTV (rho = 0.17 to 0.20) and weak correlations were observed for ADC and K(trans) in the surrounding > 12 Gy region. Both ΔK(trans) and Δv(e) showed a trend with dose at day 20 within the GTV and > 12 Gy region (rho = -0.04 to -0.16). Weak dose-related decreases in K(trans) and v(e) within the GTV and high dose region at day 20 most likely reflect underlying vascular responses to radiation. Our study also provides a voxel-wise analysis schema for future MR biomarker studies with the goal of elucidating surrogates for radionecrosis.
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spelling pubmed-62581192018-12-06 Detectability of radiation-induced changes in magnetic resonance biomarkers following stereotactic radiosurgery: A pilot study Winter, Jeff D. Moraes, Fabio Y. Chung, Caroline Coolens, Catherine PLoS One Research Article Our objective was to investigate direct voxel-wise relationship between dose and early MR biomarker changes both within and in the high-dose region surrounding brain metastases following stereotactic radiosurgery (SRS). Specifically, we examined the apparent diffusion coefficient (ADC) from diffusion-weighted imaging and the contrast transfer coefficient (K(trans)) and volume of extracellular extravascular space (v(e)) derived from dynamic contrast-enhanced (DCE) MRI data. We investigated 29 brain metastases in 18 patients using 3 T MRI to collect imaging data at day 0, day 3 and day 20 following SRS. The ADC maps were generated by the scanner and K(trans) and v(e) maps were generated using in-house software for dynamic tracer-kinetic analysis. To enable spatially-correlated voxel-wise analysis, we developed a registration pipeline to register all ADC, K(trans) and v(e) maps to the planning MRI scan. To interrogate longitudinal changes, we computed absolute ΔADC, ΔK(trans) and Δv(e) for day 3 and 20 post-SRS relative to day 0. We performed a Kruskall-Wallice test on each biomarker between time points and investigated dose correlations within the gross tumour volume (GTV) and surrounding high dose region > 12 Gy via Spearman’s rho. Only v(e) exhibited significant differences between day 0 and 20 (p < 0.005) and day 3 and 20 (p < 0.05) within the GTV following SRS. Strongest dose correlations were observed for ADC within the GTV (rho = 0.17 to 0.20) and weak correlations were observed for ADC and K(trans) in the surrounding > 12 Gy region. Both ΔK(trans) and Δv(e) showed a trend with dose at day 20 within the GTV and > 12 Gy region (rho = -0.04 to -0.16). Weak dose-related decreases in K(trans) and v(e) within the GTV and high dose region at day 20 most likely reflect underlying vascular responses to radiation. Our study also provides a voxel-wise analysis schema for future MR biomarker studies with the goal of elucidating surrogates for radionecrosis. Public Library of Science 2018-11-26 /pmc/articles/PMC6258119/ /pubmed/30475887 http://dx.doi.org/10.1371/journal.pone.0207933 Text en © 2018 Winter et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Winter, Jeff D.
Moraes, Fabio Y.
Chung, Caroline
Coolens, Catherine
Detectability of radiation-induced changes in magnetic resonance biomarkers following stereotactic radiosurgery: A pilot study
title Detectability of radiation-induced changes in magnetic resonance biomarkers following stereotactic radiosurgery: A pilot study
title_full Detectability of radiation-induced changes in magnetic resonance biomarkers following stereotactic radiosurgery: A pilot study
title_fullStr Detectability of radiation-induced changes in magnetic resonance biomarkers following stereotactic radiosurgery: A pilot study
title_full_unstemmed Detectability of radiation-induced changes in magnetic resonance biomarkers following stereotactic radiosurgery: A pilot study
title_short Detectability of radiation-induced changes in magnetic resonance biomarkers following stereotactic radiosurgery: A pilot study
title_sort detectability of radiation-induced changes in magnetic resonance biomarkers following stereotactic radiosurgery: a pilot study
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6258119/
https://www.ncbi.nlm.nih.gov/pubmed/30475887
http://dx.doi.org/10.1371/journal.pone.0207933
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