메뉴 건너뛰기




Volumn 119, Issue 3, 2016, Pages 501-504

Predicting distant failure in early stage NSCLC treated with SBRT using clinical parametersPredicting distant failure in lung SBRT

Author keywords

Clinical parameter; Distant failure; Feature selection; Machine learning; SBRT

Indexed keywords

ALGORITHM; ARTICLE; ARTIFICIAL NEURAL NETWORK; CANCER STAGING; EARLY CANCER; HUMAN; LOGISTIC REGRESSION ANALYSIS; MACHINE LEARNING; MAJOR CLINICAL STUDY; MEASUREMENT ACCURACY; NON SMALL CELL LUNG CANCER; OUTCOME ASSESSMENT; PREDICTIVE VALUE; PRIORITY JOURNAL; RECEIVER OPERATING CHARACTERISTIC; RETROSPECTIVE STUDY; SENSITIVITY AND SPECIFICITY; STATISTICAL ANALYSIS; STEREOTACTIC BODY RADIATION THERAPY; SUPPORT VECTOR MACHINE; TREATMENT FAILURE; AGED; AREA UNDER THE CURVE; CARCINOMA, NON-SMALL-CELL LUNG; FEMALE; LUNG NEOPLASMS; MALE; MIDDLE AGED; PATHOLOGY; RADIOSURGERY; STATISTICAL MODEL;

EID: 84965017496     PISSN: 01678140     EISSN: 18790887     Source Type: Journal    
DOI: 10.1016/j.radonc.2016.04.029     Document Type: Article
Times cited : (40)

References (28)
  • 1
    • 41849102670 scopus 로고    scopus 로고
    • Improved accuracy and outcome in radiotherapy of lung cancer
    • [1] Høyer, M., Improved accuracy and outcome in radiotherapy of lung cancer. Radiother Oncol 87 (2008), 1–2.
    • (2008) Radiother Oncol , vol.87 , pp. 1-2
    • Høyer, M.1
  • 2
    • 84871336875 scopus 로고    scopus 로고
    • Is high-dose stereotactic body radiotherapy (SBRT) for stage I non-small cell lung cancer (NSCLC) overkill? A systematic review
    • [2] van Baardwijk, A., Tomé, W.A., van Elmpt, W., Bentzen, S.M., Reymen, B., Wanders, R., et al. Is high-dose stereotactic body radiotherapy (SBRT) for stage I non-small cell lung cancer (NSCLC) overkill? A systematic review. Radiother Oncol 105 (2012), 145–149.
    • (2012) Radiother Oncol , vol.105 , pp. 145-149
    • van Baardwijk, A.1    Tomé, W.A.2    van Elmpt, W.3    Bentzen, S.M.4    Reymen, B.5    Wanders, R.6
  • 3
    • 74549188119 scopus 로고    scopus 로고
    • Systemic review of the patterns of failure following stereotactic body radiation therapy in early-stage non-small-cell lung cancer: clinical implications
    • [3] Chi, A., Liao, Z., Nguyen, N.P., Xu, J., Stea, B., Komaki, R., Systemic review of the patterns of failure following stereotactic body radiation therapy in early-stage non-small-cell lung cancer: clinical implications. Radiother Oncol 94 (2010), 1–11.
    • (2010) Radiother Oncol , vol.94 , pp. 1-11
    • Chi, A.1    Liao, Z.2    Nguyen, N.P.3    Xu, J.4    Stea, B.5    Komaki, R.6
  • 5
    • 84946483766 scopus 로고    scopus 로고
    • Outcomes in stage I non-small cell lung cancer following the introduction of stereotactic body radiotherapy in Alberta–a population-based study
    • [5] Liu, H.-W., Gabos, Z., Ghosh, S., Roberts, B., Lau, H., Kerba, M., Outcomes in stage I non-small cell lung cancer following the introduction of stereotactic body radiotherapy in Alberta–a population-based study. Radiother Oncol 117 (2015), 71–76.
    • (2015) Radiother Oncol , vol.117 , pp. 71-76
    • Liu, H.-W.1    Gabos, Z.2    Ghosh, S.3    Roberts, B.4    Lau, H.5    Kerba, M.6
  • 7
    • 84921934748 scopus 로고    scopus 로고
    • Long-term results of RTOG 0236: A phase II trial of Stereotactic Body Radiation Therapy (SBRT) in the treatment of patients with medically inoperable stage I non-small cell lung cancer
    • [7] Timmerman, R.D., Hu, C., Michalski, J., Straube, W., Galvin, J., Johnstone, D., Long-term results of RTOG 0236: A phase II trial of Stereotactic Body Radiation Therapy (SBRT) in the treatment of patients with medically inoperable stage I non-small cell lung cancer. Int J Radiat Oncol, 90, 2014, S30.
    • (2014) Int J Radiat Oncol , vol.90 , pp. S30
    • Timmerman, R.D.1    Hu, C.2    Michalski, J.3    Straube, W.4    Galvin, J.5    Johnstone, D.6
  • 8
    • 84864342085 scopus 로고    scopus 로고
    • Patterns of disease recurrence after stereotactic ablative radiotherapy for early stage non-small-cell lung cancer: a retrospective analysis
    • [8] Senthi, S., Lagerwaard, F.J., Haasbeek, C.J., Slotman, B.J., Senan, S., Patterns of disease recurrence after stereotactic ablative radiotherapy for early stage non-small-cell lung cancer: a retrospective analysis. Lancet Oncol 13 (2012), 802–809.
    • (2012) Lancet Oncol , vol.13 , pp. 802-809
    • Senthi, S.1    Lagerwaard, F.J.2    Haasbeek, C.J.3    Slotman, B.J.4    Senan, S.5
  • 9
    • 34548447554 scopus 로고    scopus 로고
    • The IASLC Lung Cancer Staging Project: proposals for revision of the M descriptors in the forthcoming (seventh) edition of the TNM classification of lung cancer
    • [9] Postmus, P.E., Brambilla, E., Chansky, K., Crowley, J., Goldstraw, P., Patz, E.F. Jr, et al. The IASLC Lung Cancer Staging Project: proposals for revision of the M descriptors in the forthcoming (seventh) edition of the TNM classification of lung cancer. J Thorac Oncol 2 (2007), 686–693.
    • (2007) J Thorac Oncol , vol.2 , pp. 686-693
    • Postmus, P.E.1    Brambilla, E.2    Chansky, K.3    Crowley, J.4    Goldstraw, P.5    Patz, E.F.6
  • 10
    • 84888072190 scopus 로고    scopus 로고
    • Rapid Learning health care in oncology’–an approach towards decision support systems enabling customised radiotherapy
    • [10] Lambin, P., Roelofs, E., Reymen, B., Velazquez, E.R., Buijsen, J., Zegers, C.M., et al. Rapid Learning health care in oncology’–an approach towards decision support systems enabling customised radiotherapy. Radiother Oncol 109 (2013), 159–164.
    • (2013) Radiother Oncol , vol.109 , pp. 159-164
    • Lambin, P.1    Roelofs, E.2    Reymen, B.3    Velazquez, E.R.4    Buijsen, J.5    Zegers, C.M.6
  • 11
    • 78651356692 scopus 로고    scopus 로고
    • Development and external validation of a predictive model for pathological complete response of rectal cancer patients including sequential PET-CT imaging
    • [11] van Stiphout, R.G., Lammering, G., Buijsen, J., Janssen, M.H., Gambacorta, M.A., Slagmolen, P., et al. Development and external validation of a predictive model for pathological complete response of rectal cancer patients including sequential PET-CT imaging. Radiother Oncol 98 (2011), 126–133.
    • (2011) Radiother Oncol , vol.98 , pp. 126-133
    • van Stiphout, R.G.1    Lammering, G.2    Buijsen, J.3    Janssen, M.H.4    Gambacorta, M.A.5    Slagmolen, P.6
  • 12
    • 84896404677 scopus 로고    scopus 로고
    • International data-sharing for radiotherapy research: an open-source based infrastructure for multicentric clinical data mining
    • [12] Roelofs, E., Dekker, A., Meldolesi, E., van Stiphout, R.G., Valentini, V., Lambin, P., International data-sharing for radiotherapy research: an open-source based infrastructure for multicentric clinical data mining. Radiother Oncol 110 (2014), 370–374.
    • (2014) Radiother Oncol , vol.110 , pp. 370-374
    • Roelofs, E.1    Dekker, A.2    Meldolesi, E.3    van Stiphout, R.G.4    Valentini, V.5    Lambin, P.6
  • 13
    • 38949131864 scopus 로고    scopus 로고
    • Application of the Naïve Bayesian Classifier to optimize treatment decisions
    • [13] Kazmierska, J., Malicki, J., Application of the Naïve Bayesian Classifier to optimize treatment decisions. Radiother Oncol 86 (2008), 211–216.
    • (2008) Radiother Oncol , vol.86 , pp. 211-216
    • Kazmierska, J.1    Malicki, J.2
  • 14
    • 84863204931 scopus 로고    scopus 로고
    • Stereotactic body radiotherapy (SBRT) for non-small cell lung cancer (NSCLC): is FDG-PET a predictor of outcome?
    • [14] Clarke, K., Taremi, M., Dahele, M., Freeman, M., Fung, S., Franks, K., et al. Stereotactic body radiotherapy (SBRT) for non-small cell lung cancer (NSCLC): is FDG-PET a predictor of outcome?. Radiother Oncol 104 (2012), 62–66.
    • (2012) Radiother Oncol , vol.104 , pp. 62-66
    • Clarke, K.1    Taremi, M.2    Dahele, M.3    Freeman, M.4    Fung, S.5    Franks, K.6
  • 15
    • 34249753618 scopus 로고
    • Support-vector networks
    • [15] Cortes, C., Vapnik, V., Support-vector networks. Mach Learn 20 (1995), 273–297.
    • (1995) Mach Learn , vol.20 , pp. 273-297
    • Cortes, C.1    Vapnik, V.2
  • 16
  • 17
    • 84860853259 scopus 로고
    • Tests on a cell assembly theory of the action of the brain, using a large digital computer
    • [17] Rochester, N., Holland, J., Haibt, L., Duda, W., Tests on a cell assembly theory of the action of the brain, using a large digital computer. Inform Theory, IRE Trans 2 (1956), 80–93.
    • (1956) Inform Theory, IRE Trans , vol.2 , pp. 80-93
    • Rochester, N.1    Holland, J.2    Haibt, L.3    Duda, W.4
  • 18
    • 84923942945 scopus 로고    scopus 로고
    • Statistical Models: Theory and Practice
    • Cambridge University Press
    • [18] Freedman, D.A., Statistical Models: Theory and Practice. 2009, Cambridge University Press.
    • (2009)
    • Freedman, D.A.1
  • 19
    • 84890559948 scopus 로고    scopus 로고
    • Modeling Pathologic Response of Esophageal Cancer to Chemoradiation Therapy Using Spatial-Temporal 18 F-FDG PET Features, Clinical Parameters, and Demographics
    • [19] Zhang, H., Tan, S., Chen, W., Kligerman, S., Kim, G., D'Souza, W.D., et al. Modeling Pathologic Response of Esophageal Cancer to Chemoradiation Therapy Using Spatial-Temporal 18 F-FDG PET Features, Clinical Parameters, and Demographics. Int J Radiat Oncol Biol Phys 88 (2014), 195–203.
    • (2014) Int J Radiat Oncol Biol Phys , vol.88 , pp. 195-203
    • Zhang, H.1    Tan, S.2    Chen, W.3    Kligerman, S.4    Kim, G.5    D'Souza, W.D.6
  • 20
    • 84887050780 scopus 로고    scopus 로고
    • An evidential reasoning based model for diagnosis of lymph node metastasis in gastric cancer
    • [20] Zhou, Z.-G., Liu, F., Jiao, L.-C., Wang, Z.-L., Zhang, X.-P., Wang, X.-D., et al. An evidential reasoning based model for diagnosis of lymph node metastasis in gastric cancer. BMC Med Inform Decis Mak, 13, 2013, 123.
    • (2013) BMC Med Inform Decis Mak , vol.13 , pp. 123
    • Zhou, Z.-G.1    Liu, F.2    Jiao, L.-C.3    Wang, Z.-L.4    Zhang, X.-P.5    Wang, X.-D.6
  • 21
    • 78650651438 scopus 로고    scopus 로고
    • Support vector machine model for diagnosis of lymph node metastasis in gastric cancer with multidetector computed tomography: a preliminary study
    • [21] Zhang, X.-P., Wang, Z.-L., Tang, L., Sun, Y.-S., Cao, K., Gao, Y., Support vector machine model for diagnosis of lymph node metastasis in gastric cancer with multidetector computed tomography: a preliminary study. BMC Cancer, 11, 2011, 1.
    • (2011) BMC Cancer , vol.11 , pp. 1
    • Zhang, X.-P.1    Wang, Z.-L.2    Tang, L.3    Sun, Y.-S.4    Cao, K.5    Gao, Y.6
  • 22
    • 0034954414 scopus 로고    scopus 로고
    • Classification and diagnostic prediction of cancers using gene expression profiling and artificial neural networks
    • [22] Khan, J., Wei, J.S., Ringner, M., Saal, L.H., Ladanyi, M., Westermann, F., et al. Classification and diagnostic prediction of cancers using gene expression profiling and artificial neural networks. Nat Med 7 (2001), 673–679.
    • (2001) Nat Med , vol.7 , pp. 673-679
    • Khan, J.1    Wei, J.S.2    Ringner, M.3    Saal, L.H.4    Ladanyi, M.5    Westermann, F.6
  • 23
    • 0036613006 scopus 로고    scopus 로고
    • Learning and optimization using the clonal selection principle
    • [23] De Castro, L.N., Von Zuben, F.J., Learning and optimization using the clonal selection principle. IEEE Trans Evolut Comput 6 (2002), 239–251.
    • (2002) IEEE Trans Evolut Comput , vol.6 , pp. 239-251
    • De Castro, L.N.1    Von Zuben, F.J.2
  • 25
    • 0003492892 scopus 로고
    • Statistical methods in cancer research
    • International Agency for Research on Cancer Lyon
    • [25] Breslow, N.E., Day, N.E., Statistical methods in cancer research. 1987, International Agency for Research on Cancer, Lyon.
    • (1987)
    • Breslow, N.E.1    Day, N.E.2
  • 26
    • 0031078007 scopus 로고    scopus 로고
    • Feature selection: evaluation, application, and small sample performance
    • [26] Jain, A., Zongker, D., Feature selection: evaluation, application, and small sample performance. IEEE Trans Pattern Anal 19 (1997), 153–158.
    • (1997) IEEE Trans Pattern Anal , vol.19 , pp. 153-158
    • Jain, A.1    Zongker, D.2
  • 27
    • 36349016757 scopus 로고    scopus 로고
    • Dimensionality reduction based on clonal selection for hyperspectral imagery
    • [27] Zhang, L., Zhong, Y., Huang, B., Gong, J., Li, P., Dimensionality reduction based on clonal selection for hyperspectral imagery. IEEE Trans Geosci Remote Sens 45 (2007), 4172–4186.
    • (2007) IEEE Trans Geosci Remote Sens , vol.45 , pp. 4172-4186
    • Zhang, L.1    Zhong, Y.2    Huang, B.3    Gong, J.4    Li, P.5
  • 28


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.