Statistical Analysis

MK Markus Kroenke
AW Alexander Wurzer
KS Kristina Schwamborn
LU Lena Ulbrich
LJ Lena Jooß
TM Tobias Maurer
TH Thomas Horn
IR Isabel Rauscher
BH Bernhard Haller
MH Michael Herz
HW Hans-Jürgen Wester
WW Wolfgang A. Weber
ME Matthias Eiber
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The histopathologic results from resected lymph nodes were correlated with the results of cross-sectional imaging (MRI or CT) and 18F-rhPSMA-7 PET in a patient- and template-based manner.

The overall diagnostic accuracy of patient-level data was assessed using receiver-operating-characteristic (ROC) analyses. ROC curves were calculated for both modalities (18F-rhPSMA-7 PET and morphologic imaging). Areas under the ROC curves (AUCs) with 95% confidence intervals (CIs) were calculated and compared with each other. For patient-based analysis, the method of DeLong et al. (22) was used, and the approach proposed by Obuchowski (23) was considered for template-based analyses to account for correlations of multiple assessments within 1 patient.

To estimate sensitivities, specificities, and accuracies, a dichotomization of the semiquantitative 5-scale rating for PET and for CT or MRI was performed to conduct statistical analyses. The Youden index (sensitivity + specificity − 1) was used to determine the best cutoff for this analysis. In the patient-based analyses, exact CIs were estimated for these measures on the basis of the binomial distribution (Clopper–Pearson intervals). For the template-based analyses, logistical generalized-estimating-equation models were fitted to the data to account for the correlation of multiple observations within the same patient (24,25). For estimation of sensitivities with associated CIs, only templates with a positive histologic result were included, and the result of the diagnostic test was used as a dependent variable.

To derive estimates for the specificities, a variable indicating whether a negative test result was observed was used as a dependent variable, and only patients with a negative histopathologic result were included. Accuracy was estimated in an intercept-only model with a dependent variable that indicated whether the test result and the result of the histopathologic assessment agreed. For the generalized-estimating-equation model, an independent correlation structure was assumed. A significance level of 5% was considered for all tests. All statistical analyses were performed using the statistical software R (26), with its packages pROC (27) and geepack (28).

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