Statistical inference for the area under the receiver operating characteristic curve in the presence of random measurement error.
The area under the receiver operating characteristic curve is the most commonly used measure of the ability of a biomarker to distinguish between two populations. Some markers are subject to substantial measurement error. Under normality assumptions, the authors develop a confidence interval procedure for the area under the receiver operating characteristic curve that adjusts for measurement error. This procedure assumes the availability of data from a reliability study of the biomarker. A simulation study was used to check the validity of the proposed confidence interval. Furthermore, it was shown that not adjusting for measurement error could result in a serious understatement of the effectiveness of the biomarker.
Schisterman
E F
EF
Department of Social and Preventive Medicine, University at Buffalo, Buffalo, NY, USA. schistermane@cshs.org
Faraggi
D
D
Reiser
B
B
Trevisan
M
M
D000704:Analysis of Variance; D015982:Bias; D015415:Biomarkers / Q000097:blood; D016001:Confidence Intervals; D003627:Data Interpretation, Statistical; D005260:Female; D005609:Free Radicals / Q000097:blood; D006801:Humans; D008297:Male; D012372:ROC Curve; D017392:Thiobarbituric Acid Reactive Substances / Q000378:metabolism
D015415:Biomarkers; D005609:Free Radicals; D017392:Thiobarbituric Acid Reactive Substances