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

Int J Radiat Oncol Biol Phys. 2020 Dec 1;108(5):1240-1247. doi: 10.1016/j.ijrobp.2020.06.071. Epub 2020 Jul 3.

Abstract

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 18F-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] cm3) were slightly larger than custom ABM volumes (535.1 [93.2] cm3), with a Dice similarity coefficient of 0.73. Total pelvic bone marrow V20 and Dmean were systematically higher and custom ABM V10 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.

Publication types

  • Clinical Trial, Phase II
  • Multicenter Study
  • Randomized Controlled Trial
  • Research Support, N.I.H., Extramural

MeSH terms

  • Adult
  • Aged
  • Aged, 80 and over
  • Bone Marrow / diagnostic imaging*
  • Bone Marrow / metabolism
  • Bone Marrow / radiation effects
  • Chemoradiotherapy
  • Feasibility Studies
  • Female
  • Femur Head / diagnostic imaging
  • Fluorodeoxyglucose F18 / pharmacokinetics
  • Humans
  • Intestines / diagnostic imaging
  • Linear Models
  • Medical Illustration*
  • Middle Aged
  • Organ Sparing Treatments / methods*
  • Organs at Risk / diagnostic imaging
  • Organs at Risk / radiation effects
  • Pelvic Bones / diagnostic imaging*
  • Pelvic Bones / metabolism
  • Pelvic Bones / radiation effects
  • Positron Emission Tomography Computed Tomography / methods*
  • Prospective Studies
  • Radiopharmaceuticals / pharmacokinetics
  • Radiotherapy Planning, Computer-Assisted / methods
  • Rectum / diagnostic imaging
  • Urinary Bladder / diagnostic imaging
  • Uterine Cervical Neoplasms / therapy*

Substances

  • Radiopharmaceuticals
  • Fluorodeoxyglucose F18