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
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页数:14
相关论文
共 27 条
  • [1] Stereotactic radiosurgery plus whole-brain radiation therapy vs stereotactic radiosurgery alone for treatment of brain metastases - A randomized controlled trial
    Aoyama, Hidefumi
    Shirato, Hiroki
    Tago, Masao
    Nakagawa, Keiichi
    Toyoda, Tatsuya
    Hatano, Kazuo
    Kenjyo, Masahiro
    Oya, Natsuo
    Hirota, Saeko
    Shioura, Hiroki
    Kunieda, Etsuo
    Inomata, Taisuke
    Hayakawa, Kazushige
    Katoh, Norio
    Kobashi, Gen
    [J]. JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION, 2006, 295 (21): : 2483 - 2491
  • [2] Effect of Radiosurgery Alone vs Radiosurgery With Whole Brain Radiation Therapy on Cognitive Function in Patients With 1 to 3 Brain Metastases A Randomized Clinical Trial
    Brown, Paul D.
    Jaeckle, Kurt
    Ballman, Karla V.
    Farace, Elana
    Cerhan, Jane H.
    Anderson, S. Keith
    Carrero, Xiomara W.
    Barker, Fred G., II
    Deming, Richard
    Burri, Stuart H.
    Menard, Cynthia
    Chung, Caroline
    Stieber, Volker W.
    Pollock, Bruce E.
    Galanis, Evanthia
    Buckner, Jan C.
    Asher, Anthony L.
    [J]. JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION, 2016, 316 (04): : 401 - 409
  • [3] Challenges With the Diagnosis and Treatment of Cerebral Radiation Necrosis
    Chao, Samuel T.
    Ahluwalia, Manmeet S.
    Barnett, Gene H.
    Stevens, Glen H. J.
    Murphy, Erin S.
    Stockham, Abigail L.
    Shiue, Kevin
    Suh, John H.
    [J]. INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS, 2013, 87 (03): : 449 - 457
  • [4] Chen ZG, 2017, EUR J RADIOL OPEN, V4, P84, DOI 10.1016/j.ejro.2017.06.002
  • [5] Understanding the continuum of radionecrosis and vascular disorders in the brain following gamma knife irradiation: An MRI study
    Constanzo, Julie
    Masson-Cote, Laurence
    Tremblay, Luc
    Fouquet, Jeremie P.
    Sarret, Philippe
    Geha, Sameh
    Whittingstall, Kevin
    Paquette, Benoit
    Lepage, Martin
    [J]. MAGNETIC RESONANCE IN MEDICINE, 2017, 78 (04) : 1420 - 1431
  • [6] Comparison of Voxel-Wise Tumor Perfusion Changes Measured With Dynamic Contrast-Enhanced (DCE) MRI and Volumetric DCE CT in Patients With Metastatic Brain Cancer Treated with Radiosurgery
    Coolens, Catherine
    Driscoll, Brandon
    Foltz, Warren
    Pellow, Carly
    Menard, Cynthia
    Chung, Caroline
    [J]. TOMOGRAPHY, 2016, 2 (04) : 325 - 333
  • [7] Automated Voxel-Based Analysis of Volumetric Dynamic Contrast-Enhanced CT Data Improves Measurement of Serial Changes in Tumor Vascular Biomarkers
    Coolens, Catherine
    Driscoll, Brandon
    Chung, Caroline
    Shek, Tina
    Gorjizadeh, Alborz
    Menard, Cynthia
    Jaffray, David
    [J]. INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS, 2015, 91 (01): : 48 - 57
  • [8] Assessment of brain metastases with dynamic susceptibility-weighted contrast-enhanced MR imaging: Initial results
    Essig, M
    Waschkies, M
    Wenz, F
    Debus, J
    Hentrich, HR
    Knopp, MV
    [J]. RADIOLOGY, 2003, 228 (01) : 193 - 199
  • [9] 3D Slicer as an image computing platform for the Quantitative Imaging Network
    Fedorov, Andriy
    Beichel, Reinhard
    Kalpathy-Cramer, Jayashree
    Finet, Julien
    Fillion-Robin, Jean-Christophe
    Pujol, Sonia
    Bauer, Christian
    Jennings, Dominique
    Fennessy, Fiona
    Sonka, Milan
    Buatti, John
    Aylward, Stephen
    Miller, James V.
    Pieper, Steve
    Kikinis, Ron
    [J]. MAGNETIC RESONANCE IMAGING, 2012, 30 (09) : 1323 - 1341
  • [10] Hayashida Y, 2006, AM J NEURORADIOL, V27, P1419