Abstract
The beam angle optimization (BAO) in intensity-modulated radiation therapy (IMRT) consists on the selection of appropriate radiation incidence directions and can theoretically influence the quality of the IMRT plans, both by improving tumor coverage and by obtaining better organs sparing.However, in clinical practice, the importance of BAO is yet to be acknowledged and, most of the time, beam directions continue to be either equispaced or manually selected by the treatment planner, not making integral part of the optimization loop that is typically devoted to the fluences optimization.During this optimization loop, the treatment planner needs to tune different parameters, in a time consuming process, including, most of the time, objective function weights associated to the different structures included in the optimization procedure. Traditionally, the treatment planning is seen as a sequential process that starts with the selection of the irradiation beam directions.When irradiation beam directions are selected through a BAO procedure that uses the optimal values of the fluence optimization (for a given set of initial objective function weight parameters), does the posterior tuning of the objective function parameters completely jeopardize the BAO effort? The goal of this paper is to contribute to clarify this question, to perceive the importance of BAO in IMRT and its timing within the treatment planning optimization loop. For a study set of ten clinical cases of head-and-neck tumors treated at the Portuguese Institute of Oncology of Coimbra we showed that optimized beam angle sets obtained statistical significant better results (\(p-value < 0.001\)) than the traditional equispaced configuration. Furthermore, in our tests, despite optimal beam angle sets being always preferable to equispaced configurations, the choice of the weight parameters for angle selection showed influence on the correspondent plan quality.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
References
Aleman, D.M., Kumar, A., Ahuja, R.K., Romeijn, H.E., Dempsey, J.F.: Neighborhood search approaches to beam orientation optimization in intensity modulated radiation therapy treatment planning. J. Global Optim. 42, 587–607 (2008)
Aleman, D.M., Romeijn, H.E., Dempsey, J.F.: A response surface approach to beam orientation optimization in intensity modulated radiation therapy treatment planning. INFORMS J. Comput.: Computat. Biol. Med. Appl. 21, 62–76 (2009)
Breedveld, S., Storchi, P.R.M., Keijzer, M., Heemink, A.W., Heijmen, B.J.M.: A novel approach to multi-criteria inverse planning for IMRT. Phys. Med. Biol. 52, 6339–6353 (2007)
Breedveld, S., Storchi, P., Voet, P., Heijmen, B.: iCycle: integrated, multicriterial beam angle, and profile optimization for generation of coplanar and noncoplanar IMRT plans. Med. Phys. 39, 951–963 (2012)
Cheong, K., Suh, T., Romeijn, H., Li, J., Dempsey, J.: Fast Nonlinear Optimization with Simple Bounds for IMRT Planning. Med. Phys. 32, 1975 (2005)
Craft, D., Monz, M.: Simultaneous navigation of multiple Pareto surfaces, with an application to multicriteria IMRT planning with multiple beam angle configurations. Med. Phys. 37, 736–741 (2010)
Das, S.K., Marks, L.B.: Selection of coplanar or non coplanar beams using three-dimensional optimization based on maximum beam separation and minimized nontarget irradiation. Int. J. Radiat. Oncol. Biol. Phys. 38, 643–655 (1997)
Deasy, J.O., Blanco, A.I., Clark, V.H.: CERR: A Computational Environment for Radiotherapy Research. Med. Phys. 30, 979–985 (2003)
Lee, E.K., Fox, T., Crocker, I.: Integer programming applied to intensity-modulated radiation therapy treatment planning. Ann. Oper. Res. 119, 165–181 (2003)
Liu, H.H., Jauregui, M., Zhang, X., Wang, X., Dongand, L., Mohan, R.: Beam angle optimization and reduction for intensity-modulated radiation therapy of non-small-cell lung cancers. Int. J. Radiat. Oncol. Biol. Phys. 65, 561–572 (2006)
Lu, H.M., Kooy, H.M., Leber, Z.H., Ledoux, R.J.: Optimized beam planning for linear accelerator-based stereotactic radiosurgery. Int. J. Radiat. Oncol. Biol. Phys. 39, 1183–1189 (1997)
Meedt, G., Alber, M., Nüsslin, F.: Non-coplanar beam direction optimization for intensity-modulated radiotherapy. Phys. Med. Biol. 48, 2999–3019 (2003)
Mišić, V.V., Aleman, D.M., Sharpe, M.B.: Neighborhood search approaches to non-coplanar beam orientation optimization for total marrow irradiation using IMRT. Eur. J. Oper. Res. 205, 522–527 (2010)
Pooter, J.A., Romero, A.M., Jansen, W.P.A., Storchi, P.R.M., Woudstra, E., Levendag, P.C., Heijmen, B.J.M.: Computer optimization of noncoplanar beam setups improves stereotactic treatment of liver tumors. Int. J. Radiat. Oncol. Biol. Phys. 66, 913–922 (2006)
Rocha, H., Dias, J.M., Ferreira, B.C., Lopes, M.C.: Selection of intensity modulated radiation therapy treatment beam directions using radial basis functions within a pattern search methods framework. J. Glob. Optim. 57, 1065–1089 (2013)
Rocha, H., Dias, J.M., Ferreira, B.C., Lopes, M.C.: Beam angle optimization for intensity-modulated radiation therapy using a guided pattern search method. Phys. Med. Biol. 58, 2939–2953 (2013)
Rocha, H., Dias, J.M., Ferreira, B.C., Lopes, M.C.: Pattern search methods framework for beam angle optimization in radiotherapy design. Appl. Math. Comput. 219, 10853–10865 (2013)
Romeijn, H.E., Ahuja, R.K., Dempsey, J.F., Kumar, A., Li, J.: A novel linear programming approach to fluence map optimization for intensity modulated radiation therapy treatment planing. Phys. Med. Biol. 48, 3521–3542 (2003)
Romeijn, H.E., Dempsey, J.F., Li, J.: A unifying framework for multi-criteria fluence map optimization models. Phys. Med. Biol. 49, 1991–2013 (2004)
Stein, J., Mohan, R., Wang, X.H., Bortfeld, T., Wu, Q., Preiser, K., Ling, C.C., Schlegel, W.: Number and orientation of beams in intensity-modulated radiation treatments. Med. Phys. 24, 149–160 (1997)
Voet, P., Breedveld, S., Dirkx, M., Levendag, P., Heijmen, B.: Integrated multi-criterial optimization of beam angles and intensity profiles for coplanar and non-coplanar head and neck IMRT and implications for VMAT. Med. Phys. 39, 4858 (2012)
Wang, X., Zhang, X., Dong, L., Liu, H., Gillin, M., Ahmad, A., Ang, K., Mohan, R.: Effectiveness of noncoplanar IMRT planning using a parallelized multiresolution beam angle optimization method for paranasal sinus carcinoma. Int. J. Radiat. Oncol. Biol. Phys. 63, 594–601 (2005)
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2015 Springer International Publishing Switzerland
About this paper
Cite this paper
Rocha, H., Dias, J.M., Ferreira, B.C., do Carmo Lopes, M. (2015). Does Beam Angle Optimization Really Matter for Intensity-Modulated Radiation Therapy?. In: Gervasi, O., et al. Computational Science and Its Applications -- ICCSA 2015. ICCSA 2015. Lecture Notes in Computer Science(), vol 9156. Springer, Cham. https://doi.org/10.1007/978-3-319-21407-8_37
Download citation
DOI: https://doi.org/10.1007/978-3-319-21407-8_37
Published:
Publisher Name: Springer, Cham
Print ISBN: 978-3-319-21406-1
Online ISBN: 978-3-319-21407-8
eBook Packages: Computer ScienceComputer Science (R0)