Effect of surface-partial-volume correction and adaptive threshold on segmentation of uroliths in computed tomography.


Journal

PloS one
ISSN: 1932-6203
Titre abrégé: PLoS One
Pays: United States
ID NLM: 101285081

Informations de publication

Date de publication:
2023
Historique:
received: 10 10 2022
accepted: 06 05 2023
medline: 26 6 2023
pubmed: 23 6 2023
entrez: 23 6 2023
Statut: epublish

Résumé

Computed tomography (CT) is used to diagnose urolithiasis, a prevalent condition. In order to establish the strongest foundation for the quantifiability of urolithiasis, this study aims to develop semi-automated urolithiasis segmentation methods for CT images that differ in terms of surface-partial-volume correction and adaptive thresholding. It also examines the diagnostic accuracy of these methods in terms of volume and maximum stone diameter. One hundred and one uroliths were positioned in an anthropomorphic phantom and prospectively examined in CT. Four different segmentation methods were developed and used to segment the uroliths semi-automatically based on CT images. Volume and maximum diameter were calculated from the segmentations. Volume and maximum diameter of the uroliths were measured independently by three urologists by means of electronic calipers. The average value of the urologists´ measurements was used as a reference standard. Statistical analysis was performed with multivariate Bartlett's test. Volume and maximum diameter were in very good agreement with the reference measurements (r>0.99) and the diagnostic accuracy of all segmentation methods used was very high. Regarding the diagnostic accuracy no difference could be detected between the different segmentation methods tested (p>0.55). All four segmentation methods allow for accurate characterization of urolithiasis in CT with respect to volume and maximum diameter of uroliths. Thus, a simple thresholding approach with an absolute value may suffice for robust determination of volume and maximum diameter in urolithiasis.

Identifiants

pubmed: 37352326
doi: 10.1371/journal.pone.0286016
pii: PONE-D-22-27963
pmc: PMC10289361
doi:

Types de publication

Journal Article

Langues

eng

Sous-ensembles de citation

IM

Pagination

e0286016

Informations de copyright

Copyright: © 2023 Neubauer et al. This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.

Déclaration de conflit d'intérêts

The authors have declared that no competing interests exist.

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Auteurs

Jakob Neubauer (J)

Department of Diagnostic and Interventional Radiology, Faculty of Medicine, Medical Center - University of Freiburg, Freiburg, Germany.

Konrad Wilhelm (K)

Department of Urology, Faculty of Medicine, Medical Center - University of Freiburg, Freiburg, Germany.

Christian Gratzke (C)

Department of Urology, Faculty of Medicine, Medical Center - University of Freiburg, Freiburg, Germany.

Fabian Bamberg (F)

Department of Diagnostic and Interventional Radiology, Faculty of Medicine, Medical Center - University of Freiburg, Freiburg, Germany.

Marco Reisert (M)

Medical Physics, Faculty of Medicine, Medical Center - University of Freiburg, Freiburg, Germany.
Department of Stereotactic and Functional Neurosurgery, Medical Center - University of Freiburg, Freiburg, Germany.

Elias Kellner (E)

Medical Physics, Faculty of Medicine, Medical Center - University of Freiburg, Freiburg, Germany.

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