Robust optimization incorporating weekly predicted anatomical CTs in IMPT of nasopharyngeal cancer

Phys Med Biol. 2024 Oct 28;69(21). doi: 10.1088/1361-6560/ad8859.

Abstract

Objective.This study proposes a robust optimization (RO) strategy utilizing virtual CTs (vCTs) predicted by an anatomical model in intensity-modulated proton therapy (IMPT) for nasopharyngeal cancer (NPC).Methods and Materials.For ten NPC patients, vCTs capturing anatomical changes at different treatment weeks were generated using a population average anatomy model. Two RO strategies of a 6 beams IMPT with 3 mm setup uncertainty (SU) and 3% range uncertainty (RU) were compared: conventional robust optimization (cRO) based on a single planning CT (pCT), and anatomical RO incorporating 2 and 3 predicted anatomies (aRO2 and aRO3). The robustness of these plans was assessed by recalculating them on weekly CTs (week 2-7) and extracting the voxel wise-minimum and maximum doses with 1 mm SU and 3% RU (voxmin\voxmax1mm3%).Results.The aRO plans demonstrated improved robustness in high-risk CTV1 and low-risk CTV 2 coverage compared to cRO plans. The weekly evaluation showed a lower plan adaptation rate for aRO3 (40%) vs. cRO (70%). The weekly nominal and voxmax1mm3%doses to OARs, especially spinal cord, are better controlled relative to their baseline doses at week 1 with aRO plans. The accumulated dose analysis showed that CTV1&2 had adequate coverage and serial organs (spinal cord and brainstem) were within their dose tolerances in the voxmin\voxmax1mm3%, respectively.Conclusion.Incorporating predicted weekly CTs from a population based average anatomy model in RO improves week-to-week target dose coverage and reduces false plan adaptations without increasing normal tissue doses. This approach enhances IMPT plan robustness, potentially facilitating reduced SU and further lowering OAR doses.

Keywords: intensity–modulated proton therapy; population average anatomical model; predicted anatomical CT; robust optimization; robustness evaluation.

MeSH terms

  • Humans
  • Nasopharyngeal Neoplasms* / diagnostic imaging
  • Nasopharyngeal Neoplasms* / radiotherapy
  • Organs at Risk / radiation effects
  • Proton Therapy / methods
  • Radiotherapy Dosage
  • Radiotherapy Planning, Computer-Assisted* / methods
  • Radiotherapy, Intensity-Modulated*
  • Time Factors
  • Tomography, X-Ray Computed*