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Volumn 74, Issue 5, 2009, Pages 1617-1626

Modeling Plan-Related Clinical Complications Using Machine Learning Tools in a Multiplan IMRT Framework

Author keywords

IMRT planning; Machine learning; OAR complications; Rectal bleeding; Saliva flow rate

Indexed keywords

IMRT PLANNING; MACHINE LEARNING; OAR COMPLICATIONS; RECTAL BLEEDING; SALIVA FLOW RATE;

EID: 67651115903     PISSN: 03603016     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.ijrobp.2009.02.065     Document Type: Article
Times cited : (19)

References (29)
  • 1
    • 0036680577 scopus 로고    scopus 로고
    • Plan space: Representation of treatment plans in multidimensional space
    • Gopal R., and Starkschall G. Plan space: Representation of treatment plans in multidimensional space. Int J Radiat Oncol Biol Phys 53 (2002) 1328-1336
    • (2002) Int J Radiat Oncol Biol Phys , vol.53 , pp. 1328-1336
    • Gopal, R.1    Starkschall, G.2
  • 3
    • 33746606402 scopus 로고    scopus 로고
    • A sensitivity-guided algorithm for automated determination of IMRT objective function parameters
    • Zhang X., Wang X., Dong L., et al. A sensitivity-guided algorithm for automated determination of IMRT objective function parameters. Med Phys 33 (2006) 2935-2944
    • (2006) Med Phys , vol.33 , pp. 2935-2944
    • Zhang, X.1    Wang, X.2    Dong, L.3
  • 4
    • 0030798231 scopus 로고    scopus 로고
    • Multiobjective decision theory for computational optimization in radiation therapy
    • Yu Y. Multiobjective decision theory for computational optimization in radiation therapy. Med Phys 24 (1997) 1445-1454
    • (1997) Med Phys , vol.24 , pp. 1445-1454
    • Yu, Y.1
  • 5
    • 0032859241 scopus 로고    scopus 로고
    • Optimization of importance factors in inverse planning
    • Xing L., Li J.G., Donaldson S., et al. Optimization of importance factors in inverse planning. Phys Med Biol 44 (1999) 2525-2536
    • (1999) Phys Med Biol , vol.44 , pp. 2525-2536
    • Xing, L.1    Li, J.G.2    Donaldson, S.3
  • 6
    • 2942577642 scopus 로고    scopus 로고
    • A unifying framework for multi-criteria fluence map optimization models
    • Romeijn H.E., Dempsey J.F., and Li J.G. A unifying framework for multi-criteria fluence map optimization models. Phys Med Biol 49 (2004) 1991-2013
    • (2004) Phys Med Biol , vol.49 , pp. 1991-2013
    • Romeijn, H.E.1    Dempsey, J.F.2    Li, J.G.3
  • 7
    • 29144455357 scopus 로고    scopus 로고
    • Exploration of tradeoffs in intensity-modulated radiotherapy
    • Craft D., Halabi T., and Bortfeld T. Exploration of tradeoffs in intensity-modulated radiotherapy. Phys Med Biol 50 (2005) 5857-5868
    • (2005) Phys Med Biol , vol.50 , pp. 5857-5868
    • Craft, D.1    Halabi, T.2    Bortfeld, T.3
  • 8
    • 36148989903 scopus 로고    scopus 로고
    • An approach for practical multiobjective IMRT treatment planning
    • Craft D., Halabi T., Shih H.A., et al. An approach for practical multiobjective IMRT treatment planning. Int J Radiat Oncol Biol Phys 69 (2007) 1600-1607
    • (2007) Int J Radiat Oncol Biol Phys , vol.69 , pp. 1600-1607
    • Craft, D.1    Halabi, T.2    Shih, H.A.3
  • 9
    • 45749098460 scopus 로고    scopus 로고
    • How many plans are needed in an IMRT multi-objective plan database?
    • Craft D., and Bortfeld T. How many plans are needed in an IMRT multi-objective plan database?. Phys Med Biol 53 (2008) 2785-2796
    • (2008) Phys Med Biol , vol.53 , pp. 2785-2796
    • Craft, D.1    Bortfeld, T.2
  • 10
    • 34447279049 scopus 로고    scopus 로고
    • A multi-plan treatment planning framework: A paradigm shift for IMRT
    • Meyer R.R., Zhang H.H., Goadrich L., et al. A multi-plan treatment planning framework: A paradigm shift for IMRT. Int J Radiat Oncol Biol Phys 68 (2007) 1178-1189
    • (2007) Int J Radiat Oncol Biol Phys , vol.68 , pp. 1178-1189
    • Meyer, R.R.1    Zhang, H.H.2    Goadrich, L.3
  • 11
    • 0032850759 scopus 로고    scopus 로고
    • Glands following conformal and intensity-modulated irradiation of head and neck cancer
    • Eisbruch A., Haken R.T., Kim H., et al. Glands following conformal and intensity-modulated irradiation of head and neck cancer. Int J Radiat Oncol Biol Phys 45 (1999) 577-587
    • (1999) Int J Radiat Oncol Biol Phys , vol.45 , pp. 577-587
    • Eisbruch, A.1    Haken, R.T.2    Kim, H.3
  • 12
    • 0035869712 scopus 로고    scopus 로고
    • A prospective study of salivary function sparing in patients with head-and-neck cancers receiving intensity-modulated or three-dimensional radiation therapy: Initial results
    • Chao C., Deasy J., Markman J., et al. A prospective study of salivary function sparing in patients with head-and-neck cancers receiving intensity-modulated or three-dimensional radiation therapy: Initial results. Int J Radiat Oncol Biol Phys 49 (2001) 907-916
    • (2001) Int J Radiat Oncol Biol Phys , vol.49 , pp. 907-916
    • Chao, C.1    Deasy, J.2    Markman, J.3
  • 13
    • 0034952984 scopus 로고    scopus 로고
    • Partial irradiation of the parotid gland
    • Eisbruch A., Ship J.A., Kim H.M., et al. Partial irradiation of the parotid gland. Semin Radiat Oncol 11 (2001) 234-239
    • (2001) Semin Radiat Oncol , vol.11 , pp. 234-239
    • Eisbruch, A.1    Ship, J.A.2    Kim, H.M.3
  • 14
    • 0034944907 scopus 로고    scopus 로고
    • Partial irradiation of the rectum
    • Jackson A. Partial irradiation of the rectum. Semin Radiat Oncol 11 (2001) 215-223
    • (2001) Semin Radiat Oncol , vol.11 , pp. 215-223
    • Jackson, A.1
  • 15
    • 0035283676 scopus 로고    scopus 로고
    • Late rectal bleeding after conformal radiotherapy of prostate cancer (II): Volume effects and dose-volume histograms
    • Jackson A., Skwarchuk M.W., Zelefsky M.J., et al. Late rectal bleeding after conformal radiotherapy of prostate cancer (II): Volume effects and dose-volume histograms. Int J Radiat Oncol Biol Phys 49 (2001) 695-698
    • (2001) Int J Radiat Oncol Biol Phys , vol.49 , pp. 695-698
    • Jackson, A.1    Skwarchuk, M.W.2    Zelefsky, M.J.3
  • 16
    • 77949709796 scopus 로고    scopus 로고
    • Biological indices for evaluation and optimization of IMRT. Intensity-Modulated Radiation Therapy: The State of the Art: AAPM Medical Physics
    • Yorke E.D. Biological indices for evaluation and optimization of IMRT. Intensity-Modulated Radiation Therapy: The State of the Art: AAPM Medical Physics. Monograph number 29 (2003) 77-114
    • (2003) Monograph number 29 , pp. 77-114
    • Yorke, E.D.1
  • 17
    • 0142186671 scopus 로고    scopus 로고
    • Rectal dose-volume constraints in high-dose radiotherapy of localized prostate cancer
    • Fiorino C., Sanguineti G., Cozzarini C., et al. Rectal dose-volume constraints in high-dose radiotherapy of localized prostate cancer. Int J Radiat Oncol Biol Phys 57 (2003) 953-962
    • (2003) Int J Radiat Oncol Biol Phys , vol.57 , pp. 953-962
    • Fiorino, C.1    Sanguineti, G.2    Cozzarini, C.3
  • 18
    • 0032054090 scopus 로고    scopus 로고
    • Estimation of the incidence of late bladder and rectum complications after high-dose (70-78Gy) conformal radiotherapy for prostate cancer, using dose-volume histograms
    • Boersma L., Van Den Brink M., Bruce A., et al. Estimation of the incidence of late bladder and rectum complications after high-dose (70-78Gy) conformal radiotherapy for prostate cancer, using dose-volume histograms. Int J Radiat Oncol Biol Phys 41 (1998) 83-92
    • (1998) Int J Radiat Oncol Biol Phys , vol.41 , pp. 83-92
    • Boersma, L.1    Van Den Brink, M.2    Bruce, A.3
  • 19
    • 0347928793 scopus 로고    scopus 로고
    • Significant correlation between rectal DVH and late bleeding in patients treated after radical prostatectomy with conformal or conventional radiotherapy (66.6-70.2Gy)
    • Cozzarini C., Fiorino C., Ceresoli G., et al. Significant correlation between rectal DVH and late bleeding in patients treated after radical prostatectomy with conformal or conventional radiotherapy (66.6-70.2Gy). Int J Radiat Oncol Biol Phys 55 (2003) 688-694
    • (2003) Int J Radiat Oncol Biol Phys , vol.55 , pp. 688-694
    • Cozzarini, C.1    Fiorino, C.2    Ceresoli, G.3
  • 20
    • 0003120218 scopus 로고    scopus 로고
    • Fast training of support vector machines using sequential minimal optimization
    • Platt J.C. Fast training of support vector machines using sequential minimal optimization. Adv Kernel Meth Support Vector Learning (1999) 185-208
    • (1999) Adv Kernel Meth Support Vector Learning , pp. 185-208
    • Platt, J.C.1
  • 24
    • 33644534479 scopus 로고    scopus 로고
    • Multivariable modeling of radiotherapy outcomes, including dose-volume and clinical factors
    • El Naqa I., Bradley J., Blanco A.I., et al. Multivariable modeling of radiotherapy outcomes, including dose-volume and clinical factors. Int J Radiat Oncol Biol Phys 64 (2006) 1275-1286
    • (2006) Int J Radiat Oncol Biol Phys , vol.64 , pp. 1275-1286
    • El Naqa, I.1    Bradley, J.2    Blanco, A.I.3
  • 25
    • 33646015056 scopus 로고    scopus 로고
    • Modeling radiation pneumonitis risk with clinical, dosimetric, and spatial parameters
    • Hope A.J., Lindsay P.E., El Naqa I., et al. Modeling radiation pneumonitis risk with clinical, dosimetric, and spatial parameters. Int J Radiat Oncol Biol Phys 65 (2006) 112-124
    • (2006) Int J Radiat Oncol Biol Phys , vol.65 , pp. 112-124
    • Hope, A.J.1    Lindsay, P.E.2    El Naqa, I.3
  • 26
    • 35448933300 scopus 로고    scopus 로고
    • A nomogram to predict radiation pneumonitis, derived from a combined analysis of RTOG 9311 and institutional data
    • Bradley J.D., Hope A., El Naqa I., et al. A nomogram to predict radiation pneumonitis, derived from a combined analysis of RTOG 9311 and institutional data. Int J Radiat Oncol Biol Phys 69 (2007) 985-992
    • (2007) Int J Radiat Oncol Biol Phys , vol.69 , pp. 985-992
    • Bradley, J.D.1    Hope, A.2    El Naqa, I.3
  • 27
    • 34548317203 scopus 로고    scopus 로고
    • A neural network model to predict lung radiation-induced pneumonitis
    • Chen S., Zhou S., Zhang J., et al. A neural network model to predict lung radiation-induced pneumonitis. Med Phys 34 (2007) 3420-3427
    • (2007) Med Phys , vol.34 , pp. 3420-3427
    • Chen, S.1    Zhou, S.2    Zhang, J.3
  • 28
    • 34748905317 scopus 로고    scopus 로고
    • Investigation of the support vector machine algorithm to predict lung radiation-induced pneumonitis
    • Chen S., Zhou S., Yin F.F., et al. Investigation of the support vector machine algorithm to predict lung radiation-induced pneumonitis. Med Phys 34 (2007) 3808-3814
    • (2007) Med Phys , vol.34 , pp. 3808-3814
    • Chen, S.1    Zhou, S.2    Yin, F.F.3
  • 29
    • 38049022531 scopus 로고    scopus 로고
    • Using patient data similarities to predict radiation pneumonitis via a self-organizing map
    • Chen S., Zhou S., Yin F.F., et al. Using patient data similarities to predict radiation pneumonitis via a self-organizing map. Phys Med Biol 53 (2008) 203-216
    • (2008) Phys Med Biol , vol.53 , pp. 203-216
    • Chen, S.1    Zhou, S.2    Yin, F.F.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.