Investigating the dose dependence of median pixel value in CT lung images of patients undergoing stereotactic body radiation therapy

We investigated the relationship between the local dose delivered and median pixel-value change following radiation therapy (RT) by comparing anatomically matched regions of interest (ROIs) in pre- and post-RT computed tomography (CT) scans. Six patients' clinical pre-treatment baseline CT scans, follow-up CT scans, treatment planning CT scans, and dose maps were collected. The lungs were extracted using an automated segmentation algorithm, and demons deformable registration was used to register each patient's follow-up scan and treatment planning scan to their baseline scan. Median pixel values were calculated in anatomically matched ROIs in the baseline and deformed followup CT scans, and mean dose delivered to the same ROIs was determined from the deformed dose map. Pearson's correlation coefficients, rank correlation coefficients, and linear modeling were utilized to quantify the relationship between median pixel-value change and mean dose delivered. Pearson's correlation coefficients for the six patients ranged from -0.13-0.67. Rank correlation coefficients ranged from -0.12-0.80. Linear regression analysis on the six patients' combined data yielded a slope of 2.62 (p < 0.001) and R-squared value of 0.24. General positive trends were observed between radiation dose and median pixel value change, but no two patients had the same relationship between these variables, indicating it may not be possible to generalize patients' reactions to varying dose levels of radiation. Thus, an individualized method for evaluating normal lung tissue damage based on changes in each patient's CT scan following radiation treatment may be required to assess radiation-induced lung damage.

[1]  M T Munley,et al.  Radiation-induced pulmonary toxicity: a dose-volume histogram analysis in 201 patients with lung cancer. , 2001, International journal of radiation oncology, biology, physics.

[2]  Michael Lock,et al.  Prediction of radiation pneumonitis by dose - volume histogram parameters in lung cancer--a systematic review. , 2004, Radiotherapy and oncology : journal of the European Society for Therapeutic Radiology and Oncology.

[3]  David Pérol,et al.  A prospective study on radiation pneumonitis following conformal radiation therapy in non-small-cell lung cancer: clinical and dosimetric factors analysis. , 2004, Radiotherapy and oncology : journal of the European Society for Therapeutic Radiology and Oncology.

[4]  R K Ten Haken,et al.  Radiation pneumonitis as a function of mean lung dose: an analysis of pooled data of 540 patients. , 1998, International journal of radiation oncology, biology, physics.

[5]  R. Chakravarti,et al.  Radiation pneumonitis. , 1975, The Indian journal of medical research.

[6]  Matthias Guckenberger,et al.  Dose-response relationship for radiation-induced pneumonitis after pulmonary stereotactic body radiotherapy. , 2010, Radiotherapy and oncology : journal of the European Society for Therapeutic Radiology and Oncology.

[7]  T. Dilling,et al.  Stereotactic body radiation therapy: transcending the conventional to improve outcomes. , 2008, Cancer control : journal of the Moffitt Cancer Center.

[8]  B. Kavanagh,et al.  Is there a role for consolidative stereotactic body radiation therapy following first-line systemic therapy for metastatic lung cancer? A patterns-of-failure analysis , 2009, Acta oncologica.

[9]  E. Hoffman,et al.  Characterization of the interstitial lung diseases via density-based and texture-based analysis of computed tomography images of lung structure and function. , 2003, Academic radiology.

[10]  R. Jaszczak,et al.  Quantification of radiation-induced regional lung injury with perfusion imaging. , 1997, International journal of radiation oncology, biology, physics.

[11]  M. Martel,et al.  Radiation dose-volume effects in the lung. , 2010, International journal of radiation oncology, biology, physics.

[12]  Debra H Brinkmann,et al.  Incidence of radiation pneumonitis after thoracic irradiation: Dose-volume correlates. , 2007, International journal of radiation oncology, biology, physics.

[13]  Suresh Senan,et al.  Time and dose-related changes in radiological lung density after concurrent chemoradiotherapy for lung cancer. , 2011, Lung cancer.

[14]  S. Armato,et al.  Two-dimensional extrapolation methods for texture analysis on CT scans. , 2007, Medical physics.

[15]  Lech Papiez,et al.  Stereotactic body radiation therapy for early-stage non-small-cell lung carcinoma: four-year results of a prospective phase II study. , 2009, International journal of radiation oncology, biology, physics.

[16]  J A Purdy,et al.  Clinical dose-volume histogram analysis for pneumonitis after 3D treatment for non-small cell lung cancer (NSCLC) , 1999, International journal of radiation oncology, biology, physics.

[17]  Jean-Philippe Thirion,et al.  Non-rigid matching using demons , 1996, Proceedings CVPR IEEE Computer Society Conference on Computer Vision and Pattern Recognition.

[18]  José Belderbos,et al.  Biology contributionComparing different NTCP models that predict the incidence of radiation pneumonitis , 2003 .

[19]  E. Glatstein,et al.  Excessive Toxicity When Treating Central Tumors in a Phase II Study of Stereotactic Body Radiation Therapy for Medically Inoperable Early-Stage Lung Cancer , 2008 .

[20]  E. Hoffman,et al.  Computer recognition of regional lung disease patterns. , 1999, American journal of respiratory and critical care medicine.

[21]  Andrew Jackson,et al.  Correlation of dosimetric factors and radiation pneumonitis for non-small-cell lung cancer patients in a recently completed dose escalation study. , 2004, International journal of radiation oncology, biology, physics.

[22]  G. Svane,et al.  Quantitative assessment of lung density changes after 3-D radiotherapy for breast cancer , 2007, Acta oncologica.

[23]  David A. Palma,et al.  A new approach to quantifying lung damage after stereotactic body radiation therapy , 2011, Acta oncologica.

[24]  K. Ohtomo,et al.  Exceptionally high incidence of symptomatic grade 2–5 radiation pneumonitis after stereotactic radiation therapy for lung tumors , 2007, Radiation oncology.