Modeling radiation pneumonitis of pulmonary stereotactic body radiotherapy: The impact of a local dose-effect relationship for lung perfusion loss

Radiother Oncol. 2019 Mar:132:142-147. doi: 10.1016/j.radonc.2018.12.015. Epub 2019 Jan 9.

Abstract

Purpose: To investigate if a local dose-effect (LDE) relationship for perfusion loss improves the NTCP model fit for SBRT induced radiation pneumonitis (RP) compared to conventional LDEs.

Methods and materials: Multi-institutional data of 1015 patients treated with SBRT were analyzed. Dose distributions were converted to NTD with α/β = 3 Gy. The Lyman-Kutcher-Burman NTCP model was fitted to the incidence grade ≥2 RP by maximum likelihood estimation with mean lung dose (MLD), equivalent uniform doses (EUD) using three LDE functions (power-law (EUDpower), logistic with 2 free parameters (EUDlog-free) and logistic with fixed parameters describing local perfusion loss (EUDPerfusion)) and volume above a threshold dose (Vx). Models were compared with the Akaike weights (Aw) derived from the Akaike information criteria (AIC).

Results: The median time to grade ≥2 RP was 4.2 months and plateaued after 17 months at 5.4%. A strong dose-effect relationship for RP incidence was observed. The EUDPerfusion based NTCP model had the lowest AIC. The Aw were 0.53, 0.19, 0.11, 0.11, 0.05 for the EUDPerfusion, Vx, MLD, EUDlog-free and EUDpower LDEs respectively.

Conclusion: A LDE for perfusion loss provided modest improvement in NTCP model fit for SBRT induced radiation pneumonitis.

Keywords: Local dose–effect relations; NTCP; Perfusion loss; Radiation pneumonitis; SBRT.

Publication types

  • Multicenter Study
  • Research Support, Non-U.S. Gov't

MeSH terms

  • Aged
  • Aged, 80 and over
  • Carcinoma, Non-Small-Cell Lung
  • Dose-Response Relationship, Radiation
  • Female
  • Humans
  • Incidence
  • Lung / physiopathology
  • Lung / radiation effects
  • Lung Neoplasms / physiopathology
  • Lung Neoplasms / radiotherapy
  • Male
  • Models, Biological
  • Perfusion
  • Radiation Pneumonitis / etiology*
  • Radiation Pneumonitis / physiopathology
  • Radiosurgery / adverse effects*
  • Radiotherapy Dosage