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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...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2018
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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. |
format | Online Article Text |
id | pubmed-6258119 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
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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