Skip to main content
Top
Published in:

18-12-2024 | Research

3D ultrasound volume quantification for pediatric urinary tract dilation: a semi-automated segmentation software inter-rater analysis

Authors: Tatiana Morales-Tisnés, Laith R Sultan, Laurence Rouet, James Jago, Trudy A. Morgan, Wondwossen Lerebo, Mohamed M. Elsingergy, Arun Srinivasan, Anush Sridharan, Hansel J. Otero, Kassa Darge, Susan J. Back

Published in: Pediatric Radiology | Issue 2/2025

Login to get access

Abstract

Objective

We determined the reliability of a three-dimensional (3D) ultrasound (US) segmentation software for evaluating volumetric hydronephrosis index (HI) and renal parenchymal and pelvicalyceal volume in children with urinary tract dilation (UTD).

Material and methods

From 1/2019 to 9/2023, children clinically scheduled for a renal imaging exam to assess UTD at a single center were prospectively enrolled. They underwent a dedicated two-dimensional (2D) and 3D US renal exam. A UTD score was assigned per kidney from the 2D images based on the 2014 consensus classification by an experienced pediatric radiologist. From the 3D dataset, the renal parenchyma and collecting system were independently segmented by three trained raters using a semi-automated software. From this segmentation, the kidney parenchymal and pelvicalyceal volume, dimensions, and volumetric HI values were analyzed using the intraclass correlation coefficient to grade inter-rater reliability.

Results

Forty-eight studies from 47 patients were included (65% male; median age 24 months; IQR 61 months). From these, 46 right and 40 left kidneys were chosen based on image quality. Twenty-nine (33.7%) kidneys had no UTD, 10 (11.6%) had UTD P1, 23 (26.7%) had UTD P2, and 24 (27.9%) had UTD P3. Inter-rater reliability was almost perfect across all parameters, with estimates ranging from 0.85 to 0.95. In sub-analysis of kidneys with UTD P2 and UTD P3, volumetric HI had the lowest inter-rater agreement (0.75 and 0.66, respectively).

Conclusions

Semi-automated 3D US segmentation for kidneys with UTD can reliably assess renal dimensions, parenchymal and collecting system volumes, and volumetric HI among raters.

Graphical Abstract

Literature
1.
go back to reference Vincent K, Murphy HJ, Twombley KE (2022) Urinary tract dilation in the fetus and neonate. Neoreviews 23:e159–e174CrossRefPubMed Vincent K, Murphy HJ, Twombley KE (2022) Urinary tract dilation in the fetus and neonate. Neoreviews 23:e159–e174CrossRefPubMed
2.
go back to reference Green CA, Adams JC, Goodnight WH et al (2022) Frequency and prediction of persistent urinary tract dilation in third trimester and postnatal urinary tract dilation in infants following diagnosis in second trimester. Ultrasound Obstet Gynecol 59:522–531CrossRefPubMed Green CA, Adams JC, Goodnight WH et al (2022) Frequency and prediction of persistent urinary tract dilation in third trimester and postnatal urinary tract dilation in infants following diagnosis in second trimester. Ultrasound Obstet Gynecol 59:522–531CrossRefPubMed
3.
go back to reference Nguyen HT, Benson CB, Bromley B, Campbell JB (2014) Multidisciplinary consensus on the classification of prenatal and postnatal urinary tract dilation (UTD classification system). J Pediatr Urol 10:998–999CrossRef Nguyen HT, Benson CB, Bromley B, Campbell JB (2014) Multidisciplinary consensus on the classification of prenatal and postnatal urinary tract dilation (UTD classification system). J Pediatr Urol 10:998–999CrossRef
4.
go back to reference Nguyen HT, Phelps A, Coley B et al 2021 update on the urinary tract dilation (UTD) classification system: clarifications, review of the literature, and practical suggestions. Pediatr Radiol 52:740–751CrossRefPubMed Nguyen HT, Phelps A, Coley B et al 2021 update on the urinary tract dilation (UTD) classification system: clarifications, review of the literature, and practical suggestions. Pediatr Radiol 52:740–751CrossRefPubMed
5.
go back to reference Viteri B, Calle-Toro JS, Furth S et al (2020) State-of-the-art renal imaging in children. Pediatrics 145:1–14CrossRef Viteri B, Calle-Toro JS, Furth S et al (2020) State-of-the-art renal imaging in children. Pediatrics 145:1–14CrossRef
7.
go back to reference Agard H, Massanyi E, Albertson M et al (2020) The different elements of the urinary tract dilation (UTD) classification system and their capacity to predict findings on mercaptoacetyltriglycine (MAG3) diuretic renography. J Pediatr Urol 16:686.e1-686.e6CrossRefPubMed Agard H, Massanyi E, Albertson M et al (2020) The different elements of the urinary tract dilation (UTD) classification system and their capacity to predict findings on mercaptoacetyltriglycine (MAG3) diuretic renography. J Pediatr Urol 16:686.e1-686.e6CrossRefPubMed
8.
go back to reference Shapiro SR, Wahl EF, Silberstein MJ, Steinhardt G (2008) Hydronephrosis index: a new method to track patients with hydronephrosis quantitatively. Urology 72:536–8; discussion 538 Shapiro SR, Wahl EF, Silberstein MJ, Steinhardt G (2008) Hydronephrosis index: a new method to track patients with hydronephrosis quantitatively. Urology 72:536–8; discussion 538
9.
go back to reference Rud O, Moersler J, Peter J et al (2012) Prospective evaluation of interobserver variability of the hydronephrosis index and the renal resistive index as sonographic examination methods for the evaluation of acute hydronephrosis. BJU Int 110:E350-6CrossRefPubMed Rud O, Moersler J, Peter J et al (2012) Prospective evaluation of interobserver variability of the hydronephrosis index and the renal resistive index as sonographic examination methods for the evaluation of acute hydronephrosis. BJU Int 110:E350-6CrossRefPubMed
10.
go back to reference Cerrolaza JJ, Safdar N, Biggs E et al (2016) Renal segmentation from 3D ultrasound via fuzzy appearance models and patient-specific alpha shapes. IEEE Trans Med Imaging 35:2393–2402CrossRefPubMed Cerrolaza JJ, Safdar N, Biggs E et al (2016) Renal segmentation from 3D ultrasound via fuzzy appearance models and patient-specific alpha shapes. IEEE Trans Med Imaging 35:2393–2402CrossRefPubMed
11.
go back to reference Otero HJ, Cerrolaza JJ, Loomis J et al (2018) Feasibility and quality determinants of 3D sonography in children with hydronephrosis. J Diagn Med Sonogr 34:31–36CrossRef Otero HJ, Cerrolaza JJ, Loomis J et al (2018) Feasibility and quality determinants of 3D sonography in children with hydronephrosis. J Diagn Med Sonogr 34:31–36CrossRef
12.
go back to reference Tabrizi PR, Mansoor A, Cerrolaza JJ, Zember J (2019) Automatic segmentation of the renal collecting system in 3D pediatric ultrasound to assess the severity of hydronephrosis. 2019 IEEE 16th International Symposium on Biomedical Imaging (ISBI 2019) 1717-1720 Tabrizi PR, Mansoor A, Cerrolaza JJ, Zember J (2019) Automatic segmentation of the renal collecting system in 3D pediatric ultrasound to assess the severity of hydronephrosis. 2019 IEEE 16th International Symposium on Biomedical Imaging (ISBI 2019) 1717-1720
13.
go back to reference Anvari A, Halpern EF, Samir AE (2018) Essentials of statistical methods for assessing reliability and agreement in quantitative imaging. Acad Radiol 25:391–396CrossRefPubMed Anvari A, Halpern EF, Samir AE (2018) Essentials of statistical methods for assessing reliability and agreement in quantitative imaging. Acad Radiol 25:391–396CrossRefPubMed
14.
go back to reference Cerrolaza JJ, Otero H, Yao P et al (2016) Semi-automatic assessment of pediatric hydronephrosis severity in 3D ultrasound. In: Tourassi GD, Armato SG (eds) Medical imaging 2016: computer-aided diagnosis. SPIE, p 97851Q Cerrolaza JJ, Otero H, Yao P et al (2016) Semi-automatic assessment of pediatric hydronephrosis severity in 3D ultrasound. In: Tourassi GD, Armato SG (eds) Medical imaging 2016: computer-aided diagnosis. SPIE, p 97851Q
16.
go back to reference Venkatesan K, Green J, Shapiro SR, Steinhardt GF (2009) Correlation of hydronephrosis index to society of fetal urology hydronephrosis scale. Adv Urol 2009:960490CrossRefPubMedPubMedCentral Venkatesan K, Green J, Shapiro SR, Steinhardt GF (2009) Correlation of hydronephrosis index to society of fetal urology hydronephrosis scale. Adv Urol 2009:960490CrossRefPubMedPubMedCentral
17.
go back to reference Riccabona M, Fritz GA, Schöllnast H et al (2005) Hydronephrotic kidney: pediatric three-dimensional US for relative renal size assessment–initial experience. Radiology 236:276–283CrossRefPubMed Riccabona M, Fritz GA, Schöllnast H et al (2005) Hydronephrotic kidney: pediatric three-dimensional US for relative renal size assessment–initial experience. Radiology 236:276–283CrossRefPubMed
Metadata
Title
3D ultrasound volume quantification for pediatric urinary tract dilation: a semi-automated segmentation software inter-rater analysis
Authors
Tatiana Morales-Tisnés
Laith R Sultan
Laurence Rouet
James Jago
Trudy A. Morgan
Wondwossen Lerebo
Mohamed M. Elsingergy
Arun Srinivasan
Anush Sridharan
Hansel J. Otero
Kassa Darge
Susan J. Back
Publication date
18-12-2024
Publisher
Springer Berlin Heidelberg
Published in
Pediatric Radiology / Issue 2/2025
Print ISSN: 0301-0449
Electronic ISSN: 1432-1998
DOI
https://doi.org/10.1007/s00247-024-06132-y

Keynote webinar | Spotlight on adolescent vaping

Growing numbers of young people are using e-cigarettes, despite warnings of respiratory effects and addiction. How can doctors tackle the epidemic, and what health effects should you prepare to manage in your clinics?

Prof. Ann McNeill
Dr. Debbie Robson
Benji Horwell
Developed by: Springer Medicine
Watch now
Video