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Updated: Oct 3, 2025

Basics of Multivariate Analysis in Neuroimaging Data
Published on: July 24, 2010
Multireader Diagnostic Accuracy Imaging Studies: Fundamentals of Design and Analysis
Nancy A Obuchowski1, Jennifer Bullen1
1From the Department of Quantitative Health Sciences, Cleveland Clinic Foundation, 9500 Euclid Ave, JJN3, Cleveland, OH 44195.
Abstract:
The design and analysis of multireader multicase (MRMC) studies are quite challenging. These studies differ from most medical studies because they need a reference standard and sampling from two populations (ie, reader and patient populations). They are quite expensive to conduct, requiring a good deal of readers' time for image interpretation. One common problem is the use of imperfect reference standards, often correlated with the test or tests being evaluated. Another common issue is oversimplification of the multidimensional MRMC data. In this study, the fundamentals of MRMC study design and analysis are reviewed. The goal is to provide investigators with a guide to the fundamentals of MRMC design and analysis, with references to more detailed discussions. In addition, readers are updated on newer areas of research, including correction for studies with multiple diagnostic accuracy end points and adjustment for location bias.
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