Confidence intervals for the symmetry point: an optimal cutpoint in continuous diagnostic tests

被引:15
作者
Lopez-Raton, Monica [1 ]
Cadarso-Suarez, Carmen [1 ]
Molanes-Lopez, Elisa M. [2 ]
Leton, Emilio [3 ]
机构
[1] USC, Dept Stat & Operat Res, Biostat Unit, San Francisco S-N, Santiago De Compostela 15782, Spain
[2] UCM, Dept Stat & Operat Res, Biostat Sect, Plaza Ramon & Cajal S-N, Madrid 28040, Spain
[3] UNED, Dept Artificial Intelligence, C Juan del Rosal 16, Madrid 28040, Spain
关键词
cut-off value; empirical likelihood; generalized pivotal quantity; ROC curve; EMPIRICAL LIKELIHOOD; YOUDEN INDEX; ACCURACY; DEFINITION; CURVES; AREA; AUC;
D O I
10.1002/pst.1734
中图分类号
R9 [药学];
学科分类号
1007 ;
摘要
Continuous diagnostic tests are often used for discriminating between healthy and diseased populations. For this reason, it is useful to select an appropriate discrimination threshold. There are several optimality criteria: the North-West corner, the Youden index, the concordance probability and the symmetry point, among others. In this paper, we focus on the symmetry point that maximizes simultaneously the two types of correct classifications. We construct confidence intervals for this optimal cutpoint and its associated specificity and sensitivity indexes using two approaches: one based on the generalized pivotal quantity and the other on empirical likelihood. We perform a simulation study to check the practical behaviour of both methods and illustrate their use by means of three real biomedical datasets on melanoma, prostate cancer and coronary artery disease. Copyright (c) 2016 John Wiley & Sons, Ltd.
引用
收藏
页码:178 / 192
页数:15
相关论文
共 47 条
[11]   A MODIFIED ROC ANALYSIS FOR THE SELECTION OF CUTOFF VALUES AND THE DEFINITION OF INTERMEDIATE RESULTS OF SERODIAGNOSTIC TESTS [J].
GREINER, M ;
SOHR, D ;
GOBEL, P .
JOURNAL OF IMMUNOLOGICAL METHODS, 1995, 185 (01) :123-132
[12]   Fiducial generalized confidence intervals [J].
Hannig, J ;
Iyer, H ;
Patterson, P .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 2006, 101 (473) :254-269
[13]   An Analytic Expression for the Binormal Partial Area under the ROC Curve [J].
Hillis, Stephen L. ;
Metz, Charles E. .
ACADEMIC RADIOLOGY, 2012, 19 (12) :1491-1498
[14]   Threshold-dependence as a desirable attribute for discrimination assessment: implications for the evaluation of species distribution models [J].
Jimenez-Valverde, Alberto .
BIODIVERSITY AND CONSERVATION, 2014, 23 (02) :369-385
[15]   Insights into the area under the receiver operating characteristic curve (AUC) as a discrimination measure in species distribution modelling [J].
Jimenez-Valverde, Alberto .
GLOBAL ECOLOGY AND BIOGEOGRAPHY, 2012, 21 (04) :498-507
[16]   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
[17]   A solution for the most basic optimization problem associated with an ROC curve [J].
Le, Chap T. .
STATISTICAL METHODS IN MEDICAL RESEARCH, 2006, 15 (06) :571-584
[18]   Use of the Noninvasive Components of the Mayo Score to Assess Clinical Response in Ulcerative Colitis [J].
Lewis, James D. ;
Chuai, Shaokun ;
Nessel, Lisa ;
Lichtenstein, Gary R. ;
Aberra, Faten N. ;
Ellenberg, Jonas H. .
INFLAMMATORY BOWEL DISEASES, 2008, 14 (12) :1660-1666
[19]   Classification accuracy and cut point?selection [J].
Liu, Xinhua .
STATISTICS IN MEDICINE, 2012, 31 (23) :2676-2686
[20]  
Lopez-Raton M, 2014, OPTIMALCUTPOINTS COM