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

被引:6
|
作者
Winter, Jeff D. [1 ,2 ]
Moraes, Fabio Y. [1 ,2 ]
Chung, Caroline [3 ,4 ]
Coolens, Catherine [1 ,2 ,4 ,5 ,6 ]
机构
[1] Princess Margaret Canc Ctr, Radiat Med Program, Toronto, ON, Canada
[2] Univ Hlth Network, Toronto, ON, Canada
[3] Univ Texas MD Anderson Canc Ctr, Dept Radiat Oncol, Houston, TX 77030 USA
[4] Univ Hlth Network, TECHNA Inst, Toronto, ON, Canada
[5] Univ Toronto, Dept Radiat Oncol, Toronto, ON, Canada
[6] Univ Toronto, Inst Biomat & Biomed Engn, Toronto, ON, Canada
来源
PLOS ONE | 2018年 / 13卷 / 11期
基金
加拿大自然科学与工程研究理事会;
关键词
BRAIN METASTASES; MRI; PARAMETERS; CT;
D O I
10.1371/journal.pone.0207933
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
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 Ktrans and ve 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 Delta ADC,Delta K-trans and Delta v(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 ve 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 Delta K-trans and Delta v(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 ve 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.
引用
收藏
页数:14
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