Skip to main content

Advertisement

Log in

Predictors of post-treatment symptomatic pneumonitis in lung SBRT patients through decision tree analysis

  • Original Research
  • Published:
Journal of Radiation Oncology

Abstract

Purpose

The objective of this study is to identify clinical and dosimetric factors for lung stereotactic body radiation therapy (SBRT) that can predict the development of post-treatment symptomatic pneumonitis.

Materials and methods

We retrospectively analyzed 65 patients with a total of 68 lung lesions treated with SBRT from 2011 to 2013. The post-treatment time period was defined from the patient’s last fraction until the most recent follow-up. Toxicity was graded according to NCI CTCAE v4.0. Pulmonary symptoms grade 2 and greater were considered symptomatic. Twenty-six patient, tumor, and dosimetric parameters were used to train the decision tree in order to predict post-treatment symptomatic pneumonitis.

Results

Median follow-up was 10.8 months (range 3–32 months). Seven patients experienced grade 2 and 1 patient experienced grade 3 pneumonitis in the post-treatment period. Crude rate of symptomatic post-treatment pneumonitis was 12.3 %. Of the 26 factors that trained the decision tree, 4 factors were found to be predictive of developing post-treatment symptomatic pneumonitis: history of prior radiation therapy, lung V20, conformality index (CI) at the 50 % isodose line, and contralateral lung V5. If a patient had prior lung irradiation, V20 >4.1 % was a risk factor for developing post-treatment symptomatic pneumonitis. If a patient had no prior history of radiation, CI at the 50 % isodose line >5.1 and contralateral lung V5 >1.66 % were found to be risk factors for developing post-treatment symptomatic pneumonitis. Overall, this decision tree modeled our post-treatment clinical outcomes with 94 % prediction accuracy.

Conclusion

Based on this retrospective analysis, post-treatment symptomatic pneumonitis was successfully predicted by this developed decision tree using 4 readily available clinical and dosimetric factors. Using this decision tree, it is possible to identify lung SBRT patients at higher risk of developing symptomatic pneumonitis. These findings warrant validation with an external dataset and subsequent testing in a prospective study.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1

Similar content being viewed by others

References

  1. Marks LB, Yorke ED, Jackson A, et al. (2010) Use of normal tissue complication probability models in the clinic. Int J Radiat Oncol Biol Phys 76(3):S10–S19

    Article  PubMed  PubMed Central  Google Scholar 

  2. Coggle JE, Lambert BE, Moores SR (1986) Radiation effects in the lung. Environ Health Perspect 70:261–291

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  3. Marks LB, Xiaoli Y, Vujaskovic Z, Small W Jr, Folz R, Anscher M (2003) Radiation-induced lung injury. Semin Radiat Oncol 13(3):333–345

    Article  PubMed  Google Scholar 

  4. Chang BK, Timmerman RD (2007) Stereotactic body radiation therapy: a comprehensive review. Am J Clin Oncol 30(6):637–644

    Article  PubMed  Google Scholar 

  5. Borst GR, Ishikawa M, Nijkamp J, et al. (2009) Radiation pneumonitis in patients treated for malignant pulmonary lesions with hypofractionated radiation therapy. Radiother Oncol 91(3):307–313

    Article  PubMed  Google Scholar 

  6. Barriger RB, Forquer JA, Brabham JG, et al. (2012) A dose-volume analysis of radiation pneumonitis in non-small cell lung cancer patients treated with stereotactic body radiation therapy. Int J Radiat Oncol Biol Phys 82(1):457–462

    Article  PubMed  Google Scholar 

  7. Guckenberger M, Baier K, Polat B, et al. (2010) Dose-response relationship for radiation-induced pneumonitis after pulmonary stereotactic body radiotherapy. Radiother Oncol 97(1):65–70

    Article  PubMed  Google Scholar 

  8. Matsuo Y, Shibuya K, Nakamura M, et al. (2012) Dose-volume metrics associated with radiation pneumonitis after stereotactic body radiation therapy for lung cancer. Int J Radiat Oncol Biol Phys 83(4):e545–e549

    Article  PubMed  Google Scholar 

  9. Baker R, Han G, Sarangkasiri S, et al. (2012) Clinical and dosimetric predictors of radiation pneumonitis in a large series of patients treated with stereotactic body radiation therapy to the lung. Int J Radiat Oncol Biol Phys 85(1):190–195

    Article  PubMed  Google Scholar 

  10. Bongers EM, Botticella A, Palma DA, et al. (2013) Predictive parameters of symptomatic radiation pneumonitis following stereotactic or hypofractionated radiotherapy delivered using volumetric modulated arcs. Radiother Oncol 109(1):95–99

    Article  PubMed  Google Scholar 

  11. Takeda A, Ohashi T, Kunieda E, et al. (2012) Comparison of clinical, tumour-related and dosimetric factors in grade 0-1, grade 2 and grade 3 radiation pneumonitis after stereotactic body radiotherapy for lung tumours. Br J Radiol 85(1013):636–642

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  12. Allibhai Z, Taremi M, Bezjack A, et al. (2013) The impact of tumor size on outcomes after stereotactic body radiation therapy for medically inoperable early-stage non-small cell lung cancer. Int J Radiat Oncol Biol Phys 87(5):1064–1070

    Article  PubMed  Google Scholar 

  13. Takeda A, Ohashi T, Kunieda E, et al. (2010) Early graphical appearance of radiation pneumonitis correlates with the severity of radiation pneumonitis after stereotactic body radiotherapy (SBRT) in patients with lung tumors. Int J Radiat Oncol Biol Phys 77(3):685–690

    Article  PubMed  Google Scholar 

  14. Timmerman R, Paulus R, Galvin J, et al. (2010) Stereotactic body radiation therapy for inoperable early stage lung cancer. J Am Med Assoc 303(11):1070–1076

    Article  CAS  Google Scholar 

  15. Takeda A, Sanuki N, Kunieda E, et al. (2009) Stereotactic body radiotherapy for primary lung cancer at a dose of 50 Gy total in five fractions to the periphery of the planning target volume calculated using a superposition algorithm. Int J Radiat Oncol Biol Phys 73(2):442–448

    Article  PubMed  Google Scholar 

  16. Onishi H, Shirato H, Nagata Y, et al. (2007) Hypofractionated stereotactic radiotherapy (HypoFXSRT) for stage I non-small cell lung cancer: updated results of 257 patients in a Japanese multi-institutional study. J Thorac Oncol 2(7):S94–100

    Article  PubMed  Google Scholar 

  17. Yamashita H, Nakagawa K, Nakamura N, et al. (2007) Exceptionally high incidence of symptomatic grade 2-5 radiation pneumonitis after stereotactic radiation therapy for lung tumors. Radiat Oncol 2

  18. Guckenberger M, Kestin LL, Hope AJ, et al. (2012) Is there a lower limit of pretreatment pulmonary function for safe and effective stereotactic body radiotherapy for early-stage non-small cell lung cancer? J Thorac Oncol 7(3):542–551

    Article  PubMed  Google Scholar 

  19. National Cancer Institute Common Terminology Criteria for Adverse Events (CTCAE) Version 4.0. (2010) At http://evs.nci.nih.gov/ftp1/CTCAE/CTCAE_4.03_2010-06-14_QuickReference_5x7.pdf

  20. Quinlan J (1993) C4.5: programs for machine learning. Morgan Kauffman

  21. Kullback, S. (1959) Information theory and statistics. John Wiley and Sons

  22. Graham MV, Purdy JA, Emami B, et al. (1999) Clinical dose-volume histogram analysis for pneumonitis after 3D treatment for non-small cell lung cancer (NSCLC). Int J Radiat Oncol Biol Phys 45(2):323–329

    Article  CAS  PubMed  Google Scholar 

  23. Johansson S, Bjermer L, Franzen L, Henriksson R (1998) Effects of ongoing smoking on the development of radiation-induced pneumonitis in breast cancer and oesophagus cancer patients. Radiother Oncol 49(1):41–47

    Article  CAS  PubMed  Google Scholar 

  24. Laviolette M, Chang J, Newcombe DS (1981) Human alveolar macrophages: a lesion in arachidonic acid metabolism in cigarette smokers. Am Rev Respir Dis 124(4):397–401

    CAS  PubMed  Google Scholar 

  25. Laviolette M, Coulombe R, Picard S, Braquet P, Borgeat P (1986) Decreased leukotriene B4 synthesis in smokers’ alveolar macrophages in vitro. J Clin Invest 77(1):54–60

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  26. Yirmibesoglu E, Higginson DS, Fayda M, et al. (2012) Challenges scoring radiation pneumonitis in patients irradiated for lung cancer. Lung Cancer 76(3):350–353

    Article  PubMed  PubMed Central  Google Scholar 

  27. Lopez Guerra JL, Gomez D, Zhuang Y, et al. (2012) Change in diffusing capacity after radiation as an objective measure for grading radiation pneumonitis in patients treated for non-small-cell lung cancer. Int J Radiat Oncol Biol Phys 83(5):1573–1579

    Article  PubMed  Google Scholar 

  28. Guckenberger M, Klement RJ, Kestin LL, et al. (2013) Lack of a dose-effect relationship for pulmonary function changes after stereotactic body radiation therapy for early-stage non-small cell lung cancer. Int J Radiat Oncol Biol Phys 85(4):1074–1081

    Article  PubMed  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Matthew M. Harkenrider.

Ethics declarations

Conflict of interest

The authors declare that they have no conflicts of interest.

Funding information

None.

Ethical approval

The authors are compliant with the Ethical Responsibilities of Authors for the Journal of Radiation Oncology.

Informed consent

Informed consent waiver granted by the Institutional Review Board.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Petras, K., Surucu, M., Mescioglu, I. et al. Predictors of post-treatment symptomatic pneumonitis in lung SBRT patients through decision tree analysis. J Radiat Oncol 5, 273–278 (2016). https://doi.org/10.1007/s13566-016-0258-3

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s13566-016-0258-3

Keywords

Navigation