Skip to main content
Top
Published in: Radiation Oncology 1/2017

Open Access 01-12-2017 | Research

Fully automated treatment planning of spinal metastases – A comparison to manual planning of Volumetric Modulated Arc Therapy for conventionally fractionated irradiation

Authors: Daniel Buergy, Abdul Wahab M. Sharfo, Ben J. M. Heijmen, Peter W. J. Voet, Sebastiaan Breedveld, Frederik Wenz, Frank Lohr, Florian Stieler

Published in: Radiation Oncology | Issue 1/2017

Login to get access

Abstract

Background

Planning for Volumetric Modulated Arc Therapy (VMAT) may be time consuming and its use is limited by available staff resources. Automated multicriterial treatment planning can eliminate this bottleneck. We compared automatically created (auto) VMAT plans generated by Erasmus-iCycle to manually created VMAT plans for treatment of spinal metastases.

Methods

Forty-two targets in 32 patients were analyzed. Lungs and kidneys were defined as organs at risk (OARs). Twenty-two patients received radiotherapy on kidney levels, 17 on lung levels, and 3 on both levels.

Results

All Erasmus-iCycle plans were clinically acceptable. When compared to manual plans, planning target volume (PTV) coverage of auto plans was significantly better. The Homogeneity Index did not differ significantly between the groups. Mean dose to OARs was lower in auto plans concerning both kidneys and the left lung. One hotspot (>110% of D50%) occurred in the spinal cord of one auto plan (33.2 Gy, D50%: 30 Gy). Treatment time was 7% longer in auto plans.

Conclusions

Erasmus-iCycle plans showed better target coverage and sparing of OARs at the expense of minimally longer treatment times (for which no constraint was set).
Appendix
Available only for authorised users
Literature
1.
go back to reference Tiwana MS, Barnes M, Kiraly A, Olson RA. Utilization of palliative radiotherapy for bone metastases near end of life in a population-based cohort. BMC Palliat Care. 2016;15:2.CrossRefPubMedPubMedCentral Tiwana MS, Barnes M, Kiraly A, Olson RA. Utilization of palliative radiotherapy for bone metastases near end of life in a population-based cohort. BMC Palliat Care. 2016;15:2.CrossRefPubMedPubMedCentral
2.
go back to reference Stieler F, Wolff D, Bauer L, Wertz HJ, Wenz F, Lohr F. Reirradiation of spinal column metastases: comparison of several treatment techniques and dosimetric validation for the use of VMAT. Strahlenther Onkol. 2011;187:406–15.CrossRefPubMed Stieler F, Wolff D, Bauer L, Wertz HJ, Wenz F, Lohr F. Reirradiation of spinal column metastases: comparison of several treatment techniques and dosimetric validation for the use of VMAT. Strahlenther Onkol. 2011;187:406–15.CrossRefPubMed
3.
go back to reference Mayles WP, Radiotherapy Development B. Survey of the availability and use of advanced radiotherapy technology in the UK. Clin Oncol (R Coll Radiol). 2010;22:636–42.CrossRef Mayles WP, Radiotherapy Development B. Survey of the availability and use of advanced radiotherapy technology in the UK. Clin Oncol (R Coll Radiol). 2010;22:636–42.CrossRef
4.
go back to reference Shikama N, Tsujino K, Nakamura K, Ishikura S. Survey of advanced radiation technologies used at designated cancer care hospitals in Japan. Jpn J Clin Oncol. 2014;44:72–7.CrossRefPubMed Shikama N, Tsujino K, Nakamura K, Ishikura S. Survey of advanced radiation technologies used at designated cancer care hospitals in Japan. Jpn J Clin Oncol. 2014;44:72–7.CrossRefPubMed
5.
go back to reference Voet PW, Dirkx ML, Breedveld S, Al-Mamgani A, Incrocci L, Heijmen BJ. Fully automated volumetric modulated arc therapy plan generation for prostate cancer patients. Int J Radiat Oncol Biol Phys. 2014;88:1175–9.CrossRefPubMed Voet PW, Dirkx ML, Breedveld S, Al-Mamgani A, Incrocci L, Heijmen BJ. Fully automated volumetric modulated arc therapy plan generation for prostate cancer patients. Int J Radiat Oncol Biol Phys. 2014;88:1175–9.CrossRefPubMed
6.
go back to reference Breedveld S, Storchi PR, Keijzer M, Heemink AW, Heijmen BJ. A novel approach to multi-criteria inverse planning for IMRT. Phys Med Biol. 2007;52:6339–53.CrossRefPubMed Breedveld S, Storchi PR, Keijzer M, Heemink AW, Heijmen BJ. A novel approach to multi-criteria inverse planning for IMRT. Phys Med Biol. 2007;52:6339–53.CrossRefPubMed
7.
go back to reference Breedveld S, Storchi PR, Heijmen BJ. The equivalence of multi-criteria methods for radiotherapy plan optimization. Phys Med Biol. 2009;54:7199–209.CrossRefPubMed Breedveld S, Storchi PR, Heijmen BJ. The equivalence of multi-criteria methods for radiotherapy plan optimization. Phys Med Biol. 2009;54:7199–209.CrossRefPubMed
8.
go back to reference Breedveld S, Storchi PR, Voet PW, Heijmen BJ. iCycle: Integrated, multicriterial beam angle, and profile optimization for generation of coplanar and noncoplanar IMRT plans. Med Phys. 2012;39:951–63.CrossRefPubMed Breedveld S, Storchi PR, Voet PW, Heijmen BJ. iCycle: Integrated, multicriterial beam angle, and profile optimization for generation of coplanar and noncoplanar IMRT plans. Med Phys. 2012;39:951–63.CrossRefPubMed
9.
go back to reference Rossi L, Breedveld S, Heijmen BJ, Voet PW, Lanconelli N, Aluwini S. On the beam direction search space in computerized non-coplanar beam angle optimization for IMRT-prostate SBRT. Phys Med Biol. 2012;57:5441–58.CrossRefPubMed Rossi L, Breedveld S, Heijmen BJ, Voet PW, Lanconelli N, Aluwini S. On the beam direction search space in computerized non-coplanar beam angle optimization for IMRT-prostate SBRT. Phys Med Biol. 2012;57:5441–58.CrossRefPubMed
10.
go back to reference Voet PW, Breedveld S, Dirkx ML, Levendag PC, Heijmen BJ. Integrated multicriterial optimization of beam angles and intensity profiles for coplanar and noncoplanar head and neck IMRT and implications for VMAT. Med Phys. 2012;39:4858–65.CrossRefPubMed Voet PW, Breedveld S, Dirkx ML, Levendag PC, Heijmen BJ. Integrated multicriterial optimization of beam angles and intensity profiles for coplanar and noncoplanar head and neck IMRT and implications for VMAT. Med Phys. 2012;39:4858–65.CrossRefPubMed
11.
go back to reference Schreibmann E, Lahanas M, Xing L, Baltas D. Multiobjective evolutionary optimization of the number of beams, their orientations and weights for intensity-modulated radiation therapy. Phys Med Biol. 2004;49:747–70.CrossRefPubMed Schreibmann E, Lahanas M, Xing L, Baltas D. Multiobjective evolutionary optimization of the number of beams, their orientations and weights for intensity-modulated radiation therapy. Phys Med Biol. 2004;49:747–70.CrossRefPubMed
12.
go back to reference Craft D, Monz M. Simultaneous navigation of multiple Pareto surfaces, with an application to multicriteria IMRT planning with multiple beam angle configurations. Med Phys. 2010;37:736–41.CrossRefPubMedPubMedCentral Craft D, Monz M. Simultaneous navigation of multiple Pareto surfaces, with an application to multicriteria IMRT planning with multiple beam angle configurations. Med Phys. 2010;37:736–41.CrossRefPubMedPubMedCentral
13.
go back to reference Sharfo AW, Voet PW, Breedveld S, Mens JW, Hoogeman MS, Heijmen BJ. Comparison of VMAT and IMRT strategies for cervical cancer patients using automated planning. Radiother Oncol. 2015;114:395–401.CrossRefPubMed Sharfo AW, Voet PW, Breedveld S, Mens JW, Hoogeman MS, Heijmen BJ. Comparison of VMAT and IMRT strategies for cervical cancer patients using automated planning. Radiother Oncol. 2015;114:395–401.CrossRefPubMed
14.
go back to reference Marks LB, Yorke ED, Jackson A, Ten Haken RK, Constine LS, Eisbruch A, Bentzen SM, Nam J, Deasy JO. Use of normal tissue complication probability models in the clinic. Int J Radiat Oncol Biol Phys. 2010;76:S10–9.CrossRefPubMedPubMedCentral Marks LB, Yorke ED, Jackson A, Ten Haken RK, Constine LS, Eisbruch A, Bentzen SM, Nam J, Deasy JO. Use of normal tissue complication probability models in the clinic. Int J Radiat Oncol Biol Phys. 2010;76:S10–9.CrossRefPubMedPubMedCentral
15.
go back to reference Ohtakara K, Hayashi S, Hoshi H. The relation between various conformity indices and the influence of the target coverage difference in prescription isodose surface on these values in intracranial stereotactic radiosurgery. Br J Radiol. 2012;85:e223–8.CrossRefPubMedPubMedCentral Ohtakara K, Hayashi S, Hoshi H. The relation between various conformity indices and the influence of the target coverage difference in prescription isodose surface on these values in intracranial stereotactic radiosurgery. Br J Radiol. 2012;85:e223–8.CrossRefPubMedPubMedCentral
16.
go back to reference Lutz S, Berk L, Chang E, Chow E, Hahn C, Hoskin P, Howell D, Konski A, Kachnic L, Lo S, et al. Palliative radiotherapy for bone metastases: an ASTRO evidence-based guideline. Int J Radiat Oncol Biol Phys. 2011;79:965–76.CrossRefPubMed Lutz S, Berk L, Chang E, Chow E, Hahn C, Hoskin P, Howell D, Konski A, Kachnic L, Lo S, et al. Palliative radiotherapy for bone metastases: an ASTRO evidence-based guideline. Int J Radiat Oncol Biol Phys. 2011;79:965–76.CrossRefPubMed
17.
go back to reference Corbin KS, Hellman S, Weichselbaum RR. Extracranial oligometastases: a subset of metastases curable with stereotactic radiotherapy. J Clin Oncol. 2013;31:1384–90.CrossRefPubMed Corbin KS, Hellman S, Weichselbaum RR. Extracranial oligometastases: a subset of metastases curable with stereotactic radiotherapy. J Clin Oncol. 2013;31:1384–90.CrossRefPubMed
18.
go back to reference Kirkpatrick JP, van der Kogel AJ, Schultheiss TE. Radiation dose-volume effects in the spinal cord. Int J Radiat Oncol Biol Phys. 2010;76:S42–9.CrossRefPubMed Kirkpatrick JP, van der Kogel AJ, Schultheiss TE. Radiation dose-volume effects in the spinal cord. Int J Radiat Oncol Biol Phys. 2010;76:S42–9.CrossRefPubMed
19.
go back to reference Damast S, Wright J, Bilsky M, Hsu M, Zhang Z, Lovelock M, Cox B, Zatcky J, Yamada Y. Impact of dose on local failure rates after image-guided reirradiation of recurrent paraspinal metastases. Int J Radiat Oncol Biol Phys. 2011;81:819–26.CrossRefPubMed Damast S, Wright J, Bilsky M, Hsu M, Zhang Z, Lovelock M, Cox B, Zatcky J, Yamada Y. Impact of dose on local failure rates after image-guided reirradiation of recurrent paraspinal metastases. Int J Radiat Oncol Biol Phys. 2011;81:819–26.CrossRefPubMed
20.
go back to reference AlDuhaiby EZ, Breen S, Bissonnette JP, Sharpe M, Mayhew L, Tyldesley S, Wilke DR, Hodgson DC. A national survey of the availability of intensity-modulated radiation therapy and stereotactic radiosurgery in Canada. Radiat Oncol. 2012;7:18.CrossRefPubMedPubMedCentral AlDuhaiby EZ, Breen S, Bissonnette JP, Sharpe M, Mayhew L, Tyldesley S, Wilke DR, Hodgson DC. A national survey of the availability of intensity-modulated radiation therapy and stereotactic radiosurgery in Canada. Radiat Oncol. 2012;7:18.CrossRefPubMedPubMedCentral
21.
go back to reference Oliver M, Ansbacher W, Beckham WA. Comparing planning time, delivery time and plan quality for IMRT, RapidArc and Tomotherapy. J Appl Clin Med Phys. 2009;10:3068.CrossRefPubMed Oliver M, Ansbacher W, Beckham WA. Comparing planning time, delivery time and plan quality for IMRT, RapidArc and Tomotherapy. J Appl Clin Med Phys. 2009;10:3068.CrossRefPubMed
22.
go back to reference Rao M, Yang W, Chen F, Sheng K, Ye J, Mehta V, Shepard D, Cao D. Comparison of Elekta VMAT with helical tomotherapy and fixed field IMRT: plan quality, delivery efficiency and accuracy. Med Phys. 2010;37:1350–9.CrossRefPubMed Rao M, Yang W, Chen F, Sheng K, Ye J, Mehta V, Shepard D, Cao D. Comparison of Elekta VMAT with helical tomotherapy and fixed field IMRT: plan quality, delivery efficiency and accuracy. Med Phys. 2010;37:1350–9.CrossRefPubMed
23.
go back to reference Potrebko PS, McCurdy BM, Butler JB, El-Gubtan AS. Improving intensity-modulated radiation therapy using the anatomic beam orientation optimization algorithm. Med Phys. 2008;35:2170–9.CrossRefPubMed Potrebko PS, McCurdy BM, Butler JB, El-Gubtan AS. Improving intensity-modulated radiation therapy using the anatomic beam orientation optimization algorithm. Med Phys. 2008;35:2170–9.CrossRefPubMed
24.
go back to reference Lee EK, Fox T, Crocker I. Simultaneous beam geometry and intensity map optimization in intensity-modulated radiation therapy. Int J Radiat Oncol Biol Phys. 2006;64:301–20.CrossRefPubMed Lee EK, Fox T, Crocker I. Simultaneous beam geometry and intensity map optimization in intensity-modulated radiation therapy. Int J Radiat Oncol Biol Phys. 2006;64:301–20.CrossRefPubMed
25.
go back to reference de Pooter JA, Mendez Romero A, Wunderink W, Storchi PR, Heijmen BJ. Automated non-coplanar beam direction optimization improves IMRT in SBRT of liver metastasis. Radiother Oncol. 2008;88:376–81.CrossRefPubMed de Pooter JA, Mendez Romero A, Wunderink W, Storchi PR, Heijmen BJ. Automated non-coplanar beam direction optimization improves IMRT in SBRT of liver metastasis. Radiother Oncol. 2008;88:376–81.CrossRefPubMed
26.
go back to reference Hazell I, Bzdusek K, Kumar P, Hansen CR, Bertelsen A, Eriksen JG, Johansen J, Brink C. Automatic planning of head and neck treatment plans. J Appl Clin Med Phys. 2016;17:5901.PubMed Hazell I, Bzdusek K, Kumar P, Hansen CR, Bertelsen A, Eriksen JG, Johansen J, Brink C. Automatic planning of head and neck treatment plans. J Appl Clin Med Phys. 2016;17:5901.PubMed
27.
go back to reference Fogliata A, Nicolini G, Bourgier C, Clivio A, De Rose F, Fenoglietto P, Lobefalo F, Mancosu P, Tomatis S, Vanetti E, et al. Performance of a knowledge-based model for optimization of volumetric modulated Arc therapy plans for single and bilateral breast irradiation. PLoS One. 2015;10:e0145137.CrossRefPubMedPubMedCentral Fogliata A, Nicolini G, Bourgier C, Clivio A, De Rose F, Fenoglietto P, Lobefalo F, Mancosu P, Tomatis S, Vanetti E, et al. Performance of a knowledge-based model for optimization of volumetric modulated Arc therapy plans for single and bilateral breast irradiation. PLoS One. 2015;10:e0145137.CrossRefPubMedPubMedCentral
28.
go back to reference Fogliata A, Nicolini G, Clivio A, Vanetti E, Laksar S, Tozzi A, Scorsetti M, Cozzi L. A broad scope knowledge based model for optimization of VMAT in esophageal cancer: validation and assessment of plan quality among different treatment centers. Radiat Oncol. 2015;10:220.CrossRefPubMedPubMedCentral Fogliata A, Nicolini G, Clivio A, Vanetti E, Laksar S, Tozzi A, Scorsetti M, Cozzi L. A broad scope knowledge based model for optimization of VMAT in esophageal cancer: validation and assessment of plan quality among different treatment centers. Radiat Oncol. 2015;10:220.CrossRefPubMedPubMedCentral
29.
go back to reference Voet PW, Dirkx ML, Breedveld S, Fransen D, Levendag PC, Heijmen BJ. Toward fully automated multicriterial plan generation: a prospective clinical study. Int J Radiat Oncol Biol Phys. 2013;85:866–72.CrossRefPubMed Voet PW, Dirkx ML, Breedveld S, Fransen D, Levendag PC, Heijmen BJ. Toward fully automated multicriterial plan generation: a prospective clinical study. Int J Radiat Oncol Biol Phys. 2013;85:866–72.CrossRefPubMed
30.
go back to reference Nelms BE, Robinson G, Markham J, Velasco K, Boyd S, Narayan S, Wheeler J, Sobczak ML. Variation in external beam treatment plan quality: an inter-institutional study of planners and planning systems. Pract Radiat Oncol. 2012;2:296–305.CrossRefPubMed Nelms BE, Robinson G, Markham J, Velasco K, Boyd S, Narayan S, Wheeler J, Sobczak ML. Variation in external beam treatment plan quality: an inter-institutional study of planners and planning systems. Pract Radiat Oncol. 2012;2:296–305.CrossRefPubMed
Metadata
Title
Fully automated treatment planning of spinal metastases – A comparison to manual planning of Volumetric Modulated Arc Therapy for conventionally fractionated irradiation
Authors
Daniel Buergy
Abdul Wahab M. Sharfo
Ben J. M. Heijmen
Peter W. J. Voet
Sebastiaan Breedveld
Frederik Wenz
Frank Lohr
Florian Stieler
Publication date
01-12-2017
Publisher
BioMed Central
Published in
Radiation Oncology / Issue 1/2017
Electronic ISSN: 1748-717X
DOI
https://doi.org/10.1186/s13014-017-0767-2

Other articles of this Issue 1/2017

Radiation Oncology 1/2017 Go to the issue