Using Novel Statistical Techniques to Accurately Determine the Predictive Dose Range in a Study of Overall Survival after Definitive Radiotherapy for Stage III Non-Small Cell Lung Cancer in Association with Heart Dose — Oak Academic Publishing
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Using Novel Statistical Techniques to Accurately Determine the Predictive Dose Range in a Study of Overall Survival after Definitive Radiotherapy for Stage III Non-Small Cell Lung Cancer in Association with Heart Dose
Department of Radiation Oncology, Banner MD Anderson Cancer Center, Phoenix, Arizona, USA
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School of Computing, Informatics, and Decision Systems Engineering, Tempe, Arizona, USA
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School of Industrial and Systems Engineering, Georgia Institute of Technology, Atlanta, Georgia, USA
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Department of Radiation Oncology, Mayo Clinic, Rochester, Minnesota, USA
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Department of Radiation Oncology, Mayo Clinic, Phoenix, Arizona, USA
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Department of Radiation Oncology, Mayo Clinic, Phoenix, Arizona, USA
,
Department of Radiation Oncology, Mayo Clinic, Phoenix, Arizona, USA
1 Department of Radiation Oncology, Banner MD Anderson Cancer Center, Phoenix, Arizona, USA
2 School of Computing, Informatics, and Decision Systems Engineering, Tempe, Arizona, USA
3 School of Industrial and Systems Engineering, Georgia Institute of Technology, Atlanta, Georgia, USA
4 Department of Radiation Oncology, Mayo Clinic, Rochester, Minnesota, USA
5 Department of Radiation Oncology, Mayo Clinic, Phoenix, Arizona, USA
6 Department of Radiation Oncology, Mayo Clinic, Phoenix, Arizona, USA
7 Department of Radiation Oncology, Mayo Clinic, Phoenix, Arizona, USA
Purpose: Recent studies of radiotherapy (RT) for stage III non-small-cell lung cancer (NSCLC) have associated high dose to the heart with cardiac toxicity and decreased overall survival (OS). We used advanced statistical techniques to account for correlations between dosimetric variables and more accurately determine the range of heart doses which are associated with reduced OS in patients receiving RT for stage III NSCLC. Methods: From 2006 to 2013, 119 patients with stage III NSCLC received definitive RT at our institution. OS data was obtained from institutional tumor registry. We used multivariate Cox model to determine patient specific covariates predictive for reduced overall survival. We examined age, prescription dose, mean lung dose, lung V20, RT technique, stage, chemotherapy, tumor laterality, tumor volume, and tumor site as candidate covariates. We subsequently used novel statistical techniques within multivariate Cox model to systematically search the whole heart dose-volume histogram (DVH) for dose parameters associated with OS. Results: Patients were followed until death or 2.5 to 81.2 months (median 30.4 months) in those alive at last follow up. On multivariate analysis of whole heart DVH , the dose of 51 Gy was identified as a threshold dose above which the dose volume relationship becomes predictive for OS. We identified V55Gy (percentage of the whole heart volume receiving at least 55 Gy) as the best single DVH index which can be used to set treatment optimization constraints (Hazard Ratio = 1.044 per 1% increase in heart volume exposed to at least 55 Gy, P = 0.03). Additional characteristics correlated with OS on multivariate analysis were age, stage (IIIA/IIIB), and administration of chemotherapy. Conclusion: Doses above 51 Gy, applied to small volumes of the heart, are associated with worse OS in stage III NSCLC patients treated with definitive RT. Higher stage, older age and lack of chemotherapy were also associated with reduced OS .
Lancellotti, P., Nkomo, V.T., Badano, L.P., Bergler-Klein, J., Bogaert, J., Davin, L., et al. (2013) Expert Consensus for Multi-Modality Imaging Evaluation of Cardiovascular Complications of Radiotherapy in Adults: A Report from the European Association of Cardiovascular Imaging and the American Society of Echocardiography. European Heart Journal: Cardiovascular Imaging, 14, 721-740. https://doi.org/10.1093/ehjci/jet123
Dess, R.T., Sun, Y., Matuszak, M.M., Sun, G., Soni, P.D., Bazzi, L., et al. (2017) Cardiac Events after Radiation Therapy: Combined Analysis of Prospective Multicenter Trials for Locally Advanced Non-Small-Cell Lung Cancer. Journal of Clinical Oncology, 35, 1395-1402. https://doi.org/10.1200/JCO.2016.71.6142
Wang, K., Eblan, M.J., Deal, A.M., Lipner, M., Zagar, T.M., Wang, Y., et al. (2017) Cardiac Toxicity after Radiotherapy for Stage III Non-Small-Cell Lung Cancer: Pooled Analysis of Dose-Escalation Trials Delivering 70 to 90 Gy. Journal of Clinical Oncology, 35, 1387-1394. https://doi.org/10.1200/JCO.2016.70.0229
Xue, J., Han, C., Jackson, A., Hu, C., Yao, H., Wang, W., et al. (2019) Doses of Radiation to the Pericardium, Instead of Heart, are Significant for Survival in Patients with Non-Small Cell Lung Cancer. Radiotherapy and Oncology: Journal of the European Society for Therapeutic Radiology and Oncology, 133, 213-219. https://doi.org/10.1016/j.radonc.2018.10.029
Wang, K., Pearlstein, K.A., Patchett, N.D., Deal, A.M., Mavroidis, P., Jensen, B.C., et al. (2017) Heart Dosimetric Analysis of Three Types of Cardiac Toxicity in Patients Treated on Dose-Escalation Trials for Stage III Non-Small-Cell Lung Cancer. Radiotherapy and Oncology, 125, 293-300. https://doi.org/10.1016/j.radonc.2017.10.001
Ning, M.S., Tang, L., Gomez, D.R., Xu, T., Luo, Y., Huo, J., et al. (2017) Incidence and Predictors of Pericardial Effusion After Chemoradiation Therapy for Locally Advanced Non-Small Cell Lung Cancer. International Journal of Radiation Oncology, Biology, Physics, 99, 70-79. https://doi.org/10.1016/j.ijrobp.2017.05.022
Bradley, J.D., Paulus, R., Komaki, R., Masters, G., Blumenschein, G., Schild, S., et al. (2015) Standard-Dose Versus High-Dose Conformal Radiotherapy with Concurrent and Consolidation Carboplatin plus Paclitaxel with or without Cetuximab for Patients with Stage IIIA or IIIB non-Small-Cell Lung Cancer (RTOG 0617): A Randomised, Two-by-Two Factorial Phase 3 Study. The Lancet Oncology, 16, 187-199. https://doi.org/10.1016/S1470-2045(14)71207-0
Chun, S.G., Hu, C., Choy, H., Komaki, R.U., Timmerman, R.D., Schild, S.E., et al. (2017) Impact of Intensity-Modulated Radiation Therapy Technique for Locally Advanced Non-Small-Cell Lung Cancer: A Secondary Analysis of the NRG Oncology RTOG 0617 Randomized Clinical Trial. Journal of Clinical Oncology, 35, 56-62. https://doi.org/10.1200/JCO.2016.69.1378
Vivekanandan, S., Landau, D.B., Counsell, N., Warren, D.R., Khwanda, A., Rosen, S.D., et al. (2017) The Impact of Cardiac Radiation Dosimetry on Survival after Radiation Therapy for Non-Small Cell Lung Cancer. International Journal of Radiation Oncology, Biology, Physics, 99, 51-60. https://doi.org/10.1016/j.ijrobp.2017.04.026
Eaton, B.R., Pugh, S.L., Bradley, J.D., Masters, G., Kavadi, V.S., Narayan, S., et al. (2016) Institutional Enrollment and Survival Among NSCLC Patients Receiving Chemoradiation: NRG Oncology Radiation Therapy Oncology Group (RTOG) 0617. Journal of the National Cancer Institute, 108, Article ID: djw034. https://doi.org/10.1093/jnci/djw034
Zhang, T.W., Snir, J., Boldt, R., Rodrigues, G., Louie, A., Gaede, S., et al. (2019) Is the Importance of Heart Dose Overstated in the Treatment of Non-Small Cell Lung Cancer? A Systematic Review of the Literature. International Journal of Radiation Oncology, Biology, Physics, 104, 582-589. https://doi.org/10.1016/j.ijrobp.2018.12.044
Chong, I. and Jun, C. (2005) Performance of Some Variable Selection Methods When Multicollinearity Is Present. Chemometrics and Intelligent Laboratory Systems, 78, 103-112. https://doi.org/10.1016/j.chemolab.2004.12.011
Tibshirani, R. (1996) Regression Shrinkage and Selection via the Lasso. Journal of the Royal Statistical Society: Series B (Methodological), 58, 267-288. https://doi.org/10.1111/j.2517-6161.1996.tb02080.x
Tibshirani, R., Saunders, M., Rosset, S., Zhu, J. and Knight, K. (2005) Sparsity and Smoothness via the Fused Lasso. Journal of the Royal Statistical Society: Series B (Methodological), 67, 91-108. https://doi.org/10.1111/j.1467-9868.2005.00490.x
Dai, B. and Breheny, P. (2019) Cross Validation for Penalized Cox Regression. arXiv: 1905. 10432v1.
Zou, H. and Hastie, T. (2015) Regularization and Variable Selection via the Elastic Net. Journal of the Royal Statistical Society Series B (Methodological), 67, 301-320. https://doi.org/10.1111/j.1467-9868.2005.00503.x
Johnson, M.D., Sura, K., Mangona, V.S., Glick, A., Wallace, M., Ye, H., et al. (2017) Matched-Pair Analysis of High Dose Versus Standard Dose Definitive Chemoradiation for Locally Advanced Non-Small-Cell Lung Cancer. Clinical Lung Cancer, 18, 149-155. https://doi.org/10.1016/j.cllc.2016.06.004
Sio, T.T., Liang, J.J., Chang, K., Jayakrishnan, R., Novotny, P.J., Prasad, A., et al. (2017) Dosimetric Correlate of Cardiac-Specific Survival among Patients Undergoing Coronary Artery Stenting after Thoracic Radiotherapy for Cancer. American Journal of Clinical Oncology: Cancer Clinical Trials, 40, 133-139. https://doi.org/10.1097/COC.0000000000000135
Speirs, C.K., DeWees, T.A., Rehman, S., Molotievschi, A., Velez, M.A., Mullen, D., et al. (2017) Heart Dose Is an Independent Dosimetric Predictor of Overall Survival in Locally Advanced Non-Small Cell Lung Cancer. Journal of Thoracic Oncology, 12, 293-301. https://doi.org/10.1016/j.jtho.2016.09.134
Stam, B., Peulen, H., Guckenberger, M., Mantel, F., Hope, A., Werner-Wasik, M., et al. (2017) Dose to Heart Substructures Is Associated with Non-Cancer Death after SBRT in Stage I–II NSCLC Patients. Radiotherapy and Oncology, 123, 370-375. https://doi.org/10.1016/j.radonc.2017.04.017
Vivekanandan, S., Landau, D.B., Counsell, N., Warren, D.R., Khwanda, A., Rosen, S.D., et al. (2017) The Impact of Cardiac Radiation Dosimetry on Survival after Radiation Therapy for Non-Small Cell Lung Cancer. International Journal of Radiation Oncology, Biology, Physics, 99, 51-60. https://doi.org/10.1016/j.ijrobp.2017.04.026
Contreras, J.A., Lin, A.J., Weiner, A., Speirs, C., Samson, P., Mullen, D., et al. (2018) Cardiac Dose is Associated with Immunosuppression and Poor Survival in Locally Advanced Non-Small Cell Lung Cancer. Radiotherapy and Oncology: Journal of the European Society for Therapeutic Radiology and Oncology, 128, 498-504. https://doi.org/10.1016/j.radonc.2018.05.017
Wong, O.Y., Yau, V., Kang, J., Glick, D., Lindsay, P., Le, L.W., et al. (2018) Survival Impact of Cardiac Dose Following Lung Stereotactic Body Radiotherapy. Clinical Lung Cancer, 19, E241-E246. https://doi.org/10.1016/j.cllc.2017.08.002
Niska, J.R., Thorpe, C.S., Allen, S.M., Daniels, T.B., Rule, W.G., Schild, S.E., et al. (2018) Radiation and the Heart: Systematic Review of Dosimetry and Cardiac Endpoints. Expert Review of Cardiovascular Therapy, 16, 931-950. https://doi.org/10.1080/14779072.2018.1538785
Ramsey, S.D., Howlader, N., Etzioni, R.D. and Donato, B. (2004) Chemotherapy Use, Outcomes, and Costs for Older Persons with Advanced Non-Small-Cell Lung Cancer: Evidence from Surveillance, Epidemiology and End Results-Medicare. Journal of Clinical Oncology: Official Journal of the American Society of Clinical Oncology, 22, 4971-4978. https://doi.org/10.1200/JCO.2004.05.031
Rami-Porta, R., Asamura, H., Travis, W.D. and Rusch, V.W. (2017) Lung Cancer—Major Changes in the American Joint Committee on Cancer Eighth Edition Cancer Staging Manual. CA: A Cancer Journal for Clinicians, 67, 138-155. https://doi.org/10.3322/caac.21390
Auperin, A., Le Pechoux, C., Pignon, J.P., Koning, C., Jeremic, B., Clamon, G., et al. (2006) Concomitant Radio-Chemotherapy Based on Platin Compounds in Patients with Locally Advanced Non-Small Cell Lung Cancer (NSCLC): A Meta-Analysis of Individual Data from 1764 Patients. Annals of Oncology: Official Journal of the European Society for Medical Oncology, 17, 473-483. https://doi.org/10.1093/annonc/mdj117
Schytte, T., Hansen, O., Stolberg-Rohr, T. and Brink, C. (2010) Cardiac Toxicity and Radiation Dose to the Heart in Definitive Treated Non-Small Cell Lung Cancer. Acta Oncologica, 49, 1058-1060. https://doi.org/10.3109/0284186X.2010.504736
Tukenova, M., Guibout, C., Oberlin, O., Doyon, F., Mousannif, A., Haddy, N., et al. (2010) Role of Cancer Treatment in Long-Term overall and Cardiovascular Mortality after Childhood Cancer. Journal of Clinical Oncology, 28, 1308-1315. https://doi.org/10.1200/JCO.2008.20.2267
McWilliam, A., Kennedy, J., Hodgson, C., Vasquez, Osorio, E., Faivre-Finn, C. and van Herk, M. (2017) Radiation Dose to Heart Base Linked with Poorer Survival in Lung Cancer Patients. European Journal of Cancer, 85, 106-113. https://doi.org/10.1016/j.ejca.2017.07.053
Taylor, C., Correa, C., Duane, F.K., Aznar, M.C., Anderson, S.J., Bergh, J., et al. (2017) Estimating the Risks of Breast Cancer Radiotherapy: Evidence from Modern Radiation Doses to the Lungs and Heart and from Previous Randomized Trials. Journal of Clinical Oncology: Official Journal of the American Society of Clinical Oncology, 35, 1641-1649. https://doi.org/10.1200/JCO.2016.72.0722
Atkins, K.M., Rawal, B., Chaunzwa, T.L., Lamba, N., Bitterman, D.S., Williams, C.L., et al. (2019) Cardiac Radiation Dose, Cardiac Disease, and Mortality in Patients with Lung Cancer. Journal of the American College of Cardiology, 73, 2976-2987. https://doi.org/10.1016/j.jacc.2019.03.500
Liu, X., Fatyga, M., Schild, S.E. and Li, J. (2020) Detecting Spatial Susceptibility to Cardiac Toxicity of Radiation Therapy for Lung Cancer. IISE Transactions on Healthcare Systems Engineering, 10, 243-250. https://doi.org/10.1080/24725579.2020.1795012
Tucker, S.L., Liu, A., Gomez, D., Tang, L.L., Allen, P., Yang, J., et al. (2016) Impact of Heart and Lung Dose on Early Survival in Patients with Non-Small Cell Lung Cancer Treated with Chemoradiation. Radiotherapy and Oncology: Journal of the European Society for Therapeutic Radiology and Oncology, 119, 495-500. https://doi.org/10.1016/j.radonc.2016.04.025
McNew, L.K., Bowen, S.R., Gopan, O., Nyflot, M.J., Patel, S.A., Zeng, J., et al. (2017) The Relationship between Cardiac Radiation Dose and Mediastinal Lymph Node Involvement in Stage III Non-Small Cell Lung Cancer Patients. Advances in Radiation Oncology, 2, 192-196. https://doi.org/10.1016/j.adro.2017.01.008