A model-based risk-minimizing proton treatment planning concept for brain injury prevention in low-grade glioma patients

Radiother Oncol. 2024 Dec:201:110579. doi: 10.1016/j.radonc.2024.110579. Epub 2024 Oct 10.

Abstract

Purpose: Late-occurring contrast-enhancing brain lesions (CEBLs) have been observed on MRI follow-up in low-grade glioma (LGG) patients post-proton therapy. Predictive risk-models for this endpoint identified a dose-averaged linear energy transfer (LETd)-dependent proton relative biological effectiveness (RBE) effect on CEBL occurrence and increased radiosensitivity of the cerebral periventricular region (VP4mm). This work aimed to design a stable risk-minimizing treatment planning (TP) concept addressing these intertwined risk factors through a classically formulated optimization problem.

Material and methods: The concept was developed in RayStation-research 11B IonPG featuring a variable-RBE-based optimizer involving 20 LGG patients with varying target volume localizations and risk-factor contributions. Classical cost functions penalizing dose, dose-volume-histogram points, and equivalent uniform dose were used to formulate the optimization problem, and a new set of structures was introduced to actively spare the VP4mm, control high LETd regions, and de-escalate the dose outside the gross tumor volume. Target volume coverage and organ-at-risk sparing were robustly evaluated, and Normal Tissue Complication Probabilities (NTCP) for CEBL occurrence were quantified.

Results: The concept yielded stable optimization outcomes for all considered subjects. Risk hot spots were successfully mitigated, and an NTCP reduction of up to 79 % was observed compared to conventional TP while maintaining target coverage, demonstrating the feasibility of the chosen model-based approach.

Conclusion: With the proposed TP protocol, we close the gap between predictive risk-modeling and practical risk-mitigation in the clinic and provide a concept for CEBL avoidance with the potential to advance treatment precision for LGG patients.

Keywords: Cerebral ventricles; Glioma; LET; Proton therapy; Radiation injury; Relative biological effectiveness.

MeSH terms

  • Brain Injuries / etiology
  • Brain Injuries / prevention & control
  • Brain Injuries / radiotherapy
  • Brain Neoplasms* / diagnostic imaging
  • Brain Neoplasms* / radiotherapy
  • Glioma* / diagnostic imaging
  • Glioma* / radiotherapy
  • Humans
  • Magnetic Resonance Imaging
  • Organs at Risk / radiation effects
  • Proton Therapy* / adverse effects
  • Proton Therapy* / methods
  • Radiation Injuries / etiology
  • Radiation Injuries / prevention & control
  • Radiotherapy Dosage
  • Radiotherapy Planning, Computer-Assisted* / methods
  • Relative Biological Effectiveness