TY - JOUR
T1 - Development of the first prediction model for radiation-induced contrast enhancement after proton therapy for posterior fossa tumours in paediatric patients
AU - Bregman, Abel
AU - Rutgers, Jikke J.
AU - Andersen, Truls
AU - van der Schaaf, Arjen
AU - Brouwer, Charlotte L.
AU - Janssens, Geert O.
AU - Hoving, Eelco W.
AU - Lequin, Maarten H.
AU - Nievelstein, Rutger A.J.
AU - Both, Stefan
AU - Langendijk, Johannes A.
AU - van der Weide, Hiska L.
AU - Maduro, John H.
AU - Wagenaar, Dirk
N1 - Copyright © 2025 The Authors. Published by Elsevier B.V. All rights reserved.
PY - 2026/3
Y1 - 2026/3
N2 - Background/purpose: Radiation-induced contrast enhancement (RICE) has been identified as a metric of subclinical toxicity. The aim of this study was to develop a normal tissue complication probability (NTCP) model for RICE after proton therapy in paediatric patients with posterior fossa tumours. Materials and methods: Paediatric patients (n = 75) treated with proton radiotherapy (49.6–59.4 Gy (RBE)), focally or in combination with craniospinal axis irradiation, were included. Follow-up magnetic resonance imaging scans were evaluated for RICE. Dose (D), dose multiplied by dose-averaged linear energy transfer (D⋅LETd), organ at risk association, RICE association and age data were extracted to construct a multivariable logistic regression model to predict RICE in voxels. NTCP was calculated using univariable logistic regression with RICE status as the dependent variable and the expected number of RICE voxels as the independent variable. Results: A total of 60 RICE lesions were identified in 23 patients (30.7 %), of which 36 (60 %) were located in the brainstem, primarily the pons. We observed an increased density of RICE voxels in regions with a combination of high D (38.32–55.94 Gy) and medium-to-high LETd (1.89–6.00 keV/µm) values. In addition, younger age and the anatomical location in the pons were identified as independent risk factors for RICE. The NTCP model's optimism corrected area under the receiver operating characteristic curve (AUC) was 0.79, and the Brier score was 0.16. Conclusion: We developed models to predict RICE in paediatric patients. The RICE probability at the voxel- and patient-level increased with D and D⋅LETd, younger age and within the brainstem pons.
AB - Background/purpose: Radiation-induced contrast enhancement (RICE) has been identified as a metric of subclinical toxicity. The aim of this study was to develop a normal tissue complication probability (NTCP) model for RICE after proton therapy in paediatric patients with posterior fossa tumours. Materials and methods: Paediatric patients (n = 75) treated with proton radiotherapy (49.6–59.4 Gy (RBE)), focally or in combination with craniospinal axis irradiation, were included. Follow-up magnetic resonance imaging scans were evaluated for RICE. Dose (D), dose multiplied by dose-averaged linear energy transfer (D⋅LETd), organ at risk association, RICE association and age data were extracted to construct a multivariable logistic regression model to predict RICE in voxels. NTCP was calculated using univariable logistic regression with RICE status as the dependent variable and the expected number of RICE voxels as the independent variable. Results: A total of 60 RICE lesions were identified in 23 patients (30.7 %), of which 36 (60 %) were located in the brainstem, primarily the pons. We observed an increased density of RICE voxels in regions with a combination of high D (38.32–55.94 Gy) and medium-to-high LETd (1.89–6.00 keV/µm) values. In addition, younger age and the anatomical location in the pons were identified as independent risk factors for RICE. The NTCP model's optimism corrected area under the receiver operating characteristic curve (AUC) was 0.79, and the Brier score was 0.16. Conclusion: We developed models to predict RICE in paediatric patients. The RICE probability at the voxel- and patient-level increased with D and D⋅LETd, younger age and within the brainstem pons.
KW - Radiotherapy Dosage
KW - Humans
KW - Child, Preschool
KW - Male
KW - Infant
KW - Proton Therapy/adverse effects
KW - Infratentorial Neoplasms/radiotherapy
KW - Magnetic Resonance Imaging
KW - Contrast Media
KW - Radiation Injuries
KW - Adolescent
KW - Organs at Risk/radiation effects
KW - Female
KW - Child
UR - https://www.scopus.com/pages/publications/105025783601
UR - https://www.mendeley.com/catalogue/f9b44f0c-9496-3dc1-91fd-5b636bd093cb/
U2 - 10.1016/j.radonc.2025.111360
DO - 10.1016/j.radonc.2025.111360
M3 - Article
C2 - 41429210
AN - SCOPUS:105025783601
SN - 0167-8140
VL - 216
JO - Radiotherapy and Oncology
JF - Radiotherapy and Oncology
M1 - 111360
ER -