A Multi-atlas Approach for Active Bone Marrow Sparing Radiation Therapy: Implementation in the NRG-GY006 Trial

被引:15
|
作者
Yusufaly, Tahir [1 ]
Miller, Austin [2 ]
Medina-Palomo, Ana [1 ]
Williamson, Casey W. [1 ]
Hannah Nguyen [3 ]
Lowenstein, Jessica [3 ]
Leath, Charles A. [4 ]
Xiao, Ying [5 ]
Moore, Kevin L. [1 ]
Moxley, Katherine M. [6 ]
Chevere-Mourino, Carlos M. [7 ]
Eng, Tony Y. [8 ]
Zaid, Tarrick [9 ]
Mell, Loren K. [1 ]
机构
[1] Univ Calif San Diego, Dept Radiat Med & Appl Sci, La Jolla, CA 92093 USA
[2] Roswell Park Canc Inst, NRG Oncol Stat & Data Management Ctr, Buffalo, NY USA
[3] MD Anderson, IROC Houston Qa Ctr, Houston, TX USA
[4] Univ Alabama Birmingham, Dept Gynecol Oncol, Birmingham, AL USA
[5] Univ Penn, Dept Med Phys, Philadelphia, PA 19104 USA
[6] Univ Oklahoma, Stephenson Canc Ctr, Oklahoma City, OK USA
[7] Univ Puerto Rico, Comprehens Canc Ctr, Radiat Oncol Ctr, San Juan, PR 00936 USA
[8] Emory Univ, Winship Canc Inst, Dept Radiat Oncol, Atlanta, GA 30322 USA
[9] Houston Methodist Hosp, TA Methodist Hosp Syst, Houston, TX 77030 USA
关键词
ACUTE HEMATOLOGIC TOXICITY; CERVICAL-CANCER; DOSIMETRIC PREDICTORS; CONCURRENT CISPLATIN; CHEMORADIATION; SEGMENTATION;
D O I
10.1016/j.ijrobp.2020.06.071
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Purpose: Sparing active bone marrow (ABM) can reduce acute hematologic toxicity in patients undergoing chemoradiotherapy for cervical cancer, but ABM segmentation based on positron emission tomography/computed tomography (PET/CT) is costly. We sought to develop an atlas-based ABM segmentation method for implementation in a prospective clinical trial. Methods and Materials: A multiatlas was built on a training set of 144 patients and validated in 32 patients from the NRG-GY006 clinical trial. ABM for individual patients was defined as the subvolume of pelvic bone greater than the individual mean standardized uptake value on registered F-18-fluorodeoxyglucose PET/CT images. Atlas-based and custom ABM segmentations were compared using the Dice similarity coefficient and mean distance to agreement and used to generate ABM-sparing intensity modulated radiation therapy plans. Dose-volume metrics and normal tissue complication probabilities of the two approaches were compared using linear regression. Results: Atlas-based ABM volumes (mean [standard deviation], 548.4 [88.3] cm(3)) were slightly larger than custom ABM volumes (535.1 [93.2] cm(3)), with a Dice similarity coefficient of 0.73. Total pelvic bone marrow V-20 and D-mean were systematically higher and custom ABM V-10 was systematically lower with custom-based plans (slope: 1.021 [95% confidence interval (CI), 1.005-1.037], 1.014 [95% CI, 1.006-1.022], and 0.98 [95% CI, 0.97-0.99], respectively). We found no significant differences between atlas-based and custom-based plans in bowel, rectum, bladder, femoral heads, or target dose-volume metrics. Conclusions: Atlas-based ABM segmentation can reduce pelvic bone marrow dose while achieving comparable target and other normal tissue dosimetry. This approach may allow ABM sparing in settings where PET/CT is unavailable. (C) 2020 Elsevier Inc. All rights reserved.
引用
收藏
页码:1240 / 1247
页数:8
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