The Youden Index in the Generalized Receiver Operating Characteristic Curve Context

被引:110
作者
Martinez-Camblor, Pablo [1 ]
Carlos Pardo-Fernandez, Juan [2 ,3 ]
机构
[1] Dartmouth Coll, Dartmouth Inst Hlth Policy & Clin Practice, 7 Lebanon St,Suite 309,Hinman Box 7251, Hanover, NH 03755 USA
[2] Univ Vigo, Dept Stat & OR, Vigo, Spain
[3] Univ Vigo, Biomed Res Ctr, Vigo, Spain
关键词
(Bio)markers; cutoff point; generalized receiver-operating characteristic (gROC) curve; receiver-operating characteristic (ROC) curve; Youden index; CONFIDENCE-INTERVALS; POINT; ACCURACY;
D O I
10.1515/ijb-2018-0060
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
The receiver operating characteristic (ROC) curve and their associated summary indices, such as the Youden index, are statistical tools commonly used to analyze the discrimination ability of a (bio)marker to distinguish between two populations. This paper presents the concept of Youden index in the context of the generalized ROC (gROC) curve for non-monotone relationships. The interval estimation of the Youden index and the associated cutoff points in a parametric (binormal) and a non-parametric setting is considered. Monte Carlo simulations and a real-world application illustrate the proposed methodology.
引用
收藏
页数:20
相关论文
共 28 条
[1]  
BORODIN A. N., 2002, PROBABILITY ITS APPL, DOI [DOI 10.1007/978-3-0348-8163-0, 10.1007/978-3-0348-8163-0]
[2]   Receiver operating characteristic studies and measurement errors [J].
Coffin, M ;
Sukhatme, S .
BIOMETRICS, 1997, 53 (03) :823-837
[3]  
DasGupta A, 2008, SPRINGER TEXTS STAT, P1
[4]   ON SMOOTHING AND THE BOOTSTRAP [J].
HALL, P ;
DICICCIO, TJ ;
ROMANO, JP .
ANNALS OF STATISTICS, 1989, 17 (02) :692-704
[5]   THE MEANING AND USE OF THE AREA UNDER A RECEIVER OPERATING CHARACTERISTIC (ROC) CURVE [J].
HANLEY, JA ;
MCNEIL, BJ .
RADIOLOGY, 1982, 143 (01) :29-36
[6]  
Hsieh FS, 1996, STAT SINICA, V6, P47
[7]  
Khanafer N, 2013, BMC INFECT DIS, V159, P1471
[8]   Exact confidence interval estimation for the Youden index and its corresponding optimal cut-point [J].
Lai, Chin-Ying ;
Tian, Lili ;
Schisterman, Enrique F. .
COMPUTATIONAL STATISTICS & DATA ANALYSIS, 2012, 56 (05) :1103-1114
[9]   Classification accuracy and cut point?selection [J].
Liu, Xinhua .
STATISTICS IN MEDICINE, 2012, 31 (23) :2676-2686
[10]   Confidence intervals for the symmetry point: an optimal cutpoint in continuous diagnostic tests [J].
Lopez-Raton, Monica ;
Cadarso-Suarez, Carmen ;
Molanes-Lopez, Elisa M. ;
Leton, Emilio .
PHARMACEUTICAL STATISTICS, 2016, 15 (02) :178-192