메뉴 건너뛰기




Volumn 31, Issue 23, 2012, Pages 2588-2609

A comparison of estimators to evaluate the discriminatory power of time-to-event models

Author keywords

Concordance probability; Cox regression; Discrimination measures; Molecular markers; Risk prediction; Survival analysis

Indexed keywords

ACCURACY; ANALYSIS OF VARIANCE; ANALYTICAL ERROR; ARTICLE; CONTROLLED STUDY; DATA ANALYSIS; DISCRIMINANT ANALYSIS; INTERMETHOD COMPARISON; MATHEMATICAL MODEL; MEDICAL DECISION MAKING; PREDICTIVE VALUE; PREDICTOR VARIABLE; PROPORTIONAL HAZARDS MODEL; SAMPLE SIZE;

EID: 84866436885     PISSN: 02776715     EISSN: 10970258     Source Type: Journal    
DOI: 10.1002/sim.5464     Document Type: Article
Times cited : (34)

References (44)
  • 3
    • 77949347679 scopus 로고    scopus 로고
    • On the prognostic value of survival models with application to gene expression signatures
    • Hielscher T, Zucknick M, Werft W, Benner A.On the prognostic value of survival models with application to gene expression signatures. Statistics in Medicine 2010; 29(7-8):818-829.
    • (2010) Statistics in Medicine , vol.29 , Issue.7-8 , pp. 818-829
    • Hielscher, T.1    Zucknick, M.2    Werft, W.3    Benner, A.4
  • 5
    • 33645562937 scopus 로고    scopus 로고
    • The sensitivity and specificity of markers for event times
    • Cai T, Pepe MS, Zheng Y, Lumley T, Jenny NS.The sensitivity and specificity of markers for event times. Biostatistics 2006; 7(2):182-197.
    • (2006) Biostatistics , vol.7 , Issue.2 , pp. 182-197
    • Cai, T.1    Pepe, M.S.2    Zheng, Y.3    Lumley, T.4    Jenny, N.S.5
  • 6
    • 34250736743 scopus 로고    scopus 로고
    • Evaluating prediction rules for t-year survivors with censored regression models
    • Uno H, Cai T, Tian L, Wei LJ.Evaluating prediction rules for t-year survivors with censored regression models. Journal of the American Statistical Association 2007; 102(478):527-537.
    • (2007) Journal of the American Statistical Association , vol.102 , Issue.478 , pp. 527-537
    • Uno, H.1    Cai, T.2    Tian, L.3    Wei, L.J.4
  • 8
    • 27944450863 scopus 로고    scopus 로고
    • Concordance probability and discriminatory power in proportional hazards regression
    • Gönen M, Heller G.Concordance probability and discriminatory power in proportional hazards regression. Biometrika 2005; 92(4):965-970.
    • (2005) Biometrika , vol.92 , Issue.4 , pp. 965-970
    • Gönen, M.1    Heller, G.2
  • 9
    • 79951755788 scopus 로고    scopus 로고
    • An evaluation of resampling methods for assessment of survival risk prediction in high-dimensional settings
    • Subramanian J, Simon R.An evaluation of resampling methods for assessment of survival risk prediction in high-dimensional settings. Statistics in Medicine 2011; 30(6):642-653.
    • (2011) Statistics in Medicine , vol.30 , Issue.6 , pp. 642-653
    • Subramanian, J.1    Simon, R.2
  • 10
    • 30944433977 scopus 로고    scopus 로고
    • A time-dependent discrimination index for survival data
    • Antolini L, Boracchi P, Biganzoli E.A time-dependent discrimination index for survival data. Statistics in Medicine 2005; 24(24):3927-3944.
    • (2005) Statistics in Medicine , vol.24 , Issue.24 , pp. 3927-3944
    • Antolini, L.1    Boracchi, P.2    Biganzoli, E.3
  • 11
    • 0029785607 scopus 로고    scopus 로고
    • Explained variation in survival analysis
    • Schemper M, Stare J.Explained variation in survival analysis. Statistics in Medicine 1996; 15(19):1999-2012.
    • (1996) Statistics in Medicine , vol.15 , Issue.19 , pp. 1999-2012
    • Schemper, M.1    Stare, J.2
  • 12
    • 14844298636 scopus 로고    scopus 로고
    • Explained variation and predictive accuracy in general parametric statistical models: the role of model misspecification
    • Rosthoj S, Keiding N.Explained variation and predictive accuracy in general parametric statistical models: the role of model misspecification. Lifetime Data Analysis 2004; 10(4):461-472.
    • (2004) Lifetime Data Analysis , vol.10 , Issue.4 , pp. 461-472
    • Rosthoj, S.1    Keiding, N.2
  • 13
    • 55349134907 scopus 로고    scopus 로고
    • A semiparametric approach for the covariate specific ROC curve with survival outcome
    • Song X, Zhou X-H.A semiparametric approach for the covariate specific ROC curve with survival outcome. Statistica Sinica 2008; 18(3):947-965.
    • (2008) Statistica Sinica , vol.18 , Issue.3 , pp. 947-965
    • Song, X.1    Zhou, X.-H.2
  • 14
    • 15044357936 scopus 로고    scopus 로고
    • Survival model predictive accuracy and ROC curves
    • Heagerty PJ, Zheng Y.Survival model predictive accuracy and ROC curves. Biometrics 2005; 61(1):92-105.
    • (2005) Biometrics , vol.61 , Issue.1 , pp. 92-105
    • Heagerty, P.J.1    Zheng, Y.2
  • 17
    • 33750070627 scopus 로고    scopus 로고
    • Estimation of time-dependent area under the ROC curve for long-term risk prediction
    • Chambless LE, Diao G.Estimation of time-dependent area under the ROC curve for long-term risk prediction. Statistics in Medicine 2006; 25(20):3474-3486.
    • (2006) Statistics in Medicine , vol.25 , Issue.20 , pp. 3474-3486
    • Chambless, L.E.1    Diao, G.2
  • 18
    • 79954466848 scopus 로고    scopus 로고
    • On the C-statistics for evaluating overall adequacy of risk prediction procedures with censored survival data
    • Uno H, Cai T, Pencina MJ, D'Agostino RB, Wei LJ.On the C-statistics for evaluating overall adequacy of risk prediction procedures with censored survival data. Statistics in Medicine 2011; 30:1105-1117.
    • (2011) Statistics in Medicine , vol.30 , pp. 1105-1117
    • Uno, H.1    Cai, T.2    Pencina, M.J.3    D'Agostino, R.B.4    Wei, L.J.5
  • 19
    • 33748710231 scopus 로고    scopus 로고
    • Development and evaluation of therapeutically relevant predictive classifiers using gene expression profiling
    • Simon R.Development and evaluation of therapeutically relevant predictive classifiers using gene expression profiling. Journal of the National Cancer Institute 2006; 98(17):1169-1171.
    • (2006) Journal of the National Cancer Institute , vol.98 , Issue.17 , pp. 1169-1171
    • Simon, R.1
  • 23
    • 0034663148 scopus 로고    scopus 로고
    • Comparing tumour staging and grading systems: a case study and a review of the issues, using thymoma as a model
    • Begg CB, Cramer LD, Venkatraman ES, Rosai J.Comparing tumour staging and grading systems: a case study and a review of the issues, using thymoma as a model. Statistics in Medicine 2000; 19(15):1997-2014.
    • (2000) Statistics in Medicine , vol.19 , Issue.15 , pp. 1997-2014
    • Begg, C.B.1    Cramer, L.D.2    Venkatraman, E.S.3    Rosai, J.4
  • 25
    • 77949876549 scopus 로고    scopus 로고
    • Estimation methods for time-dependent AUC models with survival data
    • Hung H, Chiang C-T.Estimation methods for time-dependent AUC models with survival data. Canadian Journal of Statistics 2010; 38(1):8-26.
    • (2010) Canadian Journal of Statistics , vol.38 , Issue.1 , pp. 8-26
    • Hung, H.1    Chiang, C.-T.2
  • 26
    • 79961135005 scopus 로고    scopus 로고
    • R Development Core Team.. R Foundation for Statistical Computing, Vienna, Austria
    • R Development Core Team.R: A Language and Environment for Statistical Computing. R Foundation for Statistical Computing, Vienna, Austria, 2011. http://www.R-project.org.
    • (2011) R: A Language and Environment for Statistical Computing
  • 27
    • 84875062490 scopus 로고    scopus 로고
    • risksetroc: Riskset ROC curve estimation from censored survival data, R package version 1.0-3.
    • Heagerty PJ.risksetroc: Riskset ROC curve estimation from censored survival data, 2011. R package version 1.0-3. http://cran.r-project.org/web/packages/risksetROC/index.html.
    • (2011)
    • Heagerty, P.J.1
  • 28
    • 3843116922 scopus 로고    scopus 로고
    • 'Good old' clinical markers have similar power in breast cancer prognosis as microarray gene expression profilers
    • Eden P, Ritz C, Rose C, Fernö M, Peterson C.'Good old' clinical markers have similar power in breast cancer prognosis as microarray gene expression profilers. European Journal of Cancer 2004; 40(12):1837-1841.
    • (2004) European Journal of Cancer , vol.40 , Issue.12 , pp. 1837-1841
    • Eden, P.1    Ritz, C.2    Rose, C.3    Fernö, M.4    Peterson, C.5
  • 29
    • 79955757684 scopus 로고    scopus 로고
    • Added predictive value of high-throughput molecular data to clinical data and its validation
    • Boulesteix AL, Sauerbrei W.Added predictive value of high-throughput molecular data to clinical data and its validation. Briefings in Bioinformatics 2011; 12:215-229.
    • (2011) Briefings in Bioinformatics , vol.12 , pp. 215-229
    • Boulesteix, A.L.1    Sauerbrei, W.2
  • 31
    • 84875064608 scopus 로고    scopus 로고
    • penalized: L1 (Lasso) and L2 (Ridge) penalized estimation in GLMs and in the Cox model, R package version 0.9-34.
    • Goeman J.penalized: L1 (Lasso) and L2 (Ridge) penalized estimation in GLMs and in the Cox model, 2011. R package version 0.9-34. http://cran.r-project.org/web/packages/penalized/index.html.
    • (2011)
    • Goeman, J.1
  • 32
    • 70449647008 scopus 로고
    • Proportional hazards tests and diagnostics based on weighted residuals
    • Grambsch P, Therneau T.Proportional hazards tests and diagnostics based on weighted residuals. Biometrika 1994; 81(3):515-26.
    • (1994) Biometrika , vol.81 , Issue.3 , pp. 515-526
    • Grambsch, P.1    Therneau, T.2
  • 33
    • 0001669738 scopus 로고
    • Measures of dependence for censored survival data
    • Kent JT, O'Quigley J.Measures of dependence for censored survival data. Biometrika 1988; 75(3):525-534.
    • (1988) Biometrika , vol.75 , Issue.3 , pp. 525-534
    • Kent, J.T.1    O'Quigley, J.2
  • 34
    • 77956887506 scopus 로고
    • A note on a general definition of the coefficient of determination
    • Nagelkerke NJD.A note on a general definition of the coefficient of determination. Biometrika 1991; 78(3):691-692.
    • (1991) Biometrika , vol.78 , Issue.3 , pp. 691-692
    • Nagelkerke, N.J.D.1
  • 35
    • 0003011114 scopus 로고    scopus 로고
    • A measure of dependence for proportional hazards models
    • Xu R, O'Quigley J.A measure of dependence for proportional hazards models. Journal of Nonparametric Statistics 1999; 12(1):83-107.
    • (1999) Journal of Nonparametric Statistics , vol.12 , Issue.1 , pp. 83-107
    • Xu, R.1    O'Quigley, J.2
  • 36
    • 13644250447 scopus 로고    scopus 로고
    • Explained randomness in proportional hazards models
    • O'Quigley J, Xu R, Stare J.Explained randomness in proportional hazards models. Statistics in Medicine 2005; 24(3):479-489.
    • (2005) Statistics in Medicine , vol.24 , Issue.3 , pp. 479-489
    • O'Quigley, J.1    Xu, R.2    Stare, J.3
  • 37
    • 0033619170 scopus 로고    scopus 로고
    • Assessment and comparison of prognostic classification schemes for survival data
    • Graf E, Schmoor C, Sauerbrei W, Schumacher M.Assessment and comparison of prognostic classification schemes for survival data. Statistics in Medicine 1999; 18(17-18):2529-2545.
    • (1999) Statistics in Medicine , vol.18 , Issue.17-18 , pp. 2529-2545
    • Graf, E.1    Schmoor, C.2    Sauerbrei, W.3    Schumacher, M.4
  • 38
    • 0034024003 scopus 로고    scopus 로고
    • Predictive accuracy and explained variation in Cox regression
    • Schemper M, Henderson R.Predictive accuracy and explained variation in Cox regression. Biometrics 2000; 56(1):249-255.
    • (2000) Biometrics , vol.56 , Issue.1 , pp. 249-255
    • Schemper, M.1    Henderson, R.2
  • 39
    • 33846223169 scopus 로고    scopus 로고
    • Consistent estimation of the expected Brier score in general survival models with right-censored event times
    • Gerds TA, Schumacher M.Consistent estimation of the expected Brier score in general survival models with right-censored event times. Biometrical Journal 2006; 48(6):1029-1040.
    • (2006) Biometrical Journal , vol.48 , Issue.6 , pp. 1029-1040
    • Gerds, T.A.1    Schumacher, M.2
  • 40
    • 79952266675 scopus 로고    scopus 로고
    • A robust alternative to the Schemper-Henderson estimator of prediction error
    • Schmid M, Hielscher T, Augustin T, Gefeller O.A robust alternative to the Schemper-Henderson estimator of prediction error. Biometrics 2011; 67(2):524-35.
    • (2011) Biometrics , vol.67 , Issue.2 , pp. 524-535
    • Schmid, M.1    Hielscher, T.2    Augustin, T.3    Gefeller, O.4
  • 41
    • 3242770671 scopus 로고    scopus 로고
    • Overall C as a measure of discrimination in survival analysis: model specific population value and confidence interval estimation
    • Pencina MJ, D'Agostino RB.Overall C as a measure of discrimination in survival analysis: model specific population value and confidence interval estimation. Statistics in Medicine 2004; 23(13):2109-2123.
    • (2004) Statistics in Medicine , vol.23 , Issue.13 , pp. 2109-2123
    • Pencina, M.J.1    D'Agostino, R.B.2
  • 42
    • 0025286476 scopus 로고
    • Measures of explained variation for survival data
    • Korn EL, Simon R.Measures of explained variation for survival data. Statistics in Medicine 1990; 9(5):487-503.
    • (1990) Statistics in Medicine , vol.9 , Issue.5 , pp. 487-503
    • Korn, E.L.1    Simon, R.2
  • 43
    • 38849091997 scopus 로고    scopus 로고
    • Evaluating the added predictive ability of a new marker: from area under the ROC curve to reclassification and beyond
    • Pencina MJ, D'Agostino Sr RB, D'Agostino Jr RB, Vasan RS.Evaluating the added predictive ability of a new marker: from area under the ROC curve to reclassification and beyond. Statistics in Medicine 2008; 27(2):157-172.
    • (2008) Statistics in Medicine , vol.27 , Issue.2 , pp. 157-172
    • Pencina, M.J.1    D'Agostino Sr., R.B.2    D'Agostino Jr., R.B.3    Vasan, R.S.4
  • 44
    • 33750905259 scopus 로고    scopus 로고
    • Decision curve analysis: a novel method for evaluating prediction models
    • Vickers AJ, Elkin EB.Decision curve analysis: a novel method for evaluating prediction models. Medical Decision Making 2006; 26(6):565-574.
    • (2006) Medical Decision Making , vol.26 , Issue.6 , pp. 565-574
    • Vickers, A.J.1    Elkin, E.B.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.