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Xu H, Liu B, Tang L. CT-based radiomics for predicting success of shock wave lithotripsy in ureteral stones larger than 1 cm. World J Urol 2024; 42:397. [PMID: 38985166 DOI: 10.1007/s00345-024-05111-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2023] [Accepted: 03/05/2024] [Indexed: 07/11/2024] Open
Abstract
PURPOSE This study aims to investigate the predictive value of CT-based radiomics in determining the success of extracorporeal shock wave lithotripsy (SWL) treatment for ureteral stones larger than 10mm in adult patients. MATERIALS AND METHODS A total of 301 eligible patients (165/136 successful/unsuccessful) who underwent SWL were retrospectively evaluated and divided into a training cohort (n = 241) and a test cohort (n = 60) following an 8:2 ratio. Univariate analysis was performed to assess clinical characteristics for constructing a nomogram. Radiomics and conventional radiological characteristics of stones were evaluated. Following feature selection, radiomics and radiological models were constructed using logistic regression (LR), support vector machine (SVM), random forest (RF), K nearest neighbor (KNN), and XGBoost. The models' performance was compared using metrics such as the area under the receiver operating characteristic curve (AUC), precision, recall, accuracy, and F1 score. Finally, a nomogram was created incorporating the best image model signature and clinical predictors. RESULTS The SVM-based radiomics model showed superior predictive performance in both training and test cohorts (AUC: 0.956, 0.891, respectively). The nomogram, which combined SVM-based radiomics signature with proximal ureter diameter (PUD), demonstrated further improved predictive performance in the test cohort (AUC: 0.891 vs. 0.939, P = 0.166). CONCLUSIONS Integration of CT-derived radiomics and PUD showed excellent ability to predict SWL treatment success in patients with ureteral stones larger than 10mm, providing a promising approach for clinical decision-making.
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Affiliation(s)
- Huixin Xu
- Department of Urology, The First Affiliated Hospital of Nanjing Medical University, No. 300 Guangzhou Road, Nanjing, Jiangsu Province, China
| | - Bo Liu
- Department of Radiology, The First Affiliated Hospital of Nanjing Medical University, No. 300 Guangzhou Road, Nanjing, Jiangsu Province, China
| | - Lijun Tang
- Department of Nuclear Medicine, The First Affiliated Hospital of Nanjing Medical University, No. 300 Guangzhou Road, Nanjing, Jiangsu Province, China.
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Liang J, Xie L, Gao H, Yang R, Liu J, Liu C. Factors influencing the efficacy of ultrasound-guided extracorporeal shockwave lithotripsy in the treatment of ureteral stones: a retrospective study. Urolithiasis 2023; 52:15. [PMID: 38117370 DOI: 10.1007/s00240-023-01512-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/17/2022] [Accepted: 10/12/2022] [Indexed: 12/21/2023]
Abstract
The aim of the study was to analyze the factors influencing the efficacy of ultrasound-guided extracorporeal shockwave lithotripsy (ESWL) in the treatment of ureteral stones. The clinical data of 8102 patients (6083 men and 2019 women) who presented with ureteral stones were retrospectively analyzed. All the patients were treated with ultrasound-guided ESWL. The stone-free rate (SFR) was calculated to evaluate the effect of ESWL. The characteristics of the patients and their stones, and the ESWL parameters applied were compared to identify the factors affecting the treatment outcomes. The SFR and that following one ESWL session were 94.6% (7663/8102) and 75.4% (6107/8102), respectively. Multivariate analysis showed that stone location (OR 0.656, p < 0.001), stone size (OR 1.103, p < 0.001), and degree of hydronephrosis (OR 1.952, p < 0.001) independently affected SFR; and age (OR 1.005, p = 0.022), stone location (OR 0.729, p < 0.001), stone size (OR 1.103, p < 0.001), degree of hydronephrosis (OR 1.387, p = 0.001), maximum energy level(OR 0.691, p < 0.001) independently affected SFR following one session. Ultrasound-guided ESWL is effective in all levels of ureteral stones. Large stone size and moderate hydronephrosis are correlated with treatment failure. Ultrasound-guided ESWL may be the first choice for distal ureteral stones.
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Affiliation(s)
- Junjie Liang
- Department of Urology, Tianjin Institute of Urology, The Second Hospital of Tianjin Medical University, Pingjiang Road 23, He Xi District, Tianjin, China
| | - Linguo Xie
- Department of Urology, Tianjin Institute of Urology, The Second Hospital of Tianjin Medical University, Pingjiang Road 23, He Xi District, Tianjin, China
| | - Hongwei Gao
- Department of Urology, Tianjin Institute of Urology, The Second Hospital of Tianjin Medical University, Pingjiang Road 23, He Xi District, Tianjin, China
| | - Rui Yang
- Department of Urology, Tianjin Institute of Urology, The Second Hospital of Tianjin Medical University, Pingjiang Road 23, He Xi District, Tianjin, China
| | - Jinling Liu
- Department of Urology, Tianjin Institute of Urology, The Second Hospital of Tianjin Medical University, Pingjiang Road 23, He Xi District, Tianjin, China
| | - Chunyu Liu
- Department of Urology, Tianjin Institute of Urology, The Second Hospital of Tianjin Medical University, Pingjiang Road 23, He Xi District, Tianjin, China.
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Chakit M, Aqira A, El Hessni A, Mesfioui A. Place of extracorporeal shockwave lithotripsy in the treatment of urolithiasis in the region of Gharb Chrarda Bni Hssen (Morocco). Urolithiasis 2023; 51:33. [PMID: 36648596 DOI: 10.1007/s00240-023-01407-9] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/17/2022] [Accepted: 01/09/2023] [Indexed: 01/18/2023]
Abstract
The extracorporeal shockwave lithotripsy (ESWL) is a minimally invasive therapeutic approach which has been widely used through the last years. The aim of this study was to evaluate the effectiveness of ESWL in the treatment of nephrolithiasis in Gharb Chrarda Bni Hssen area (North of Morocco). A retrospective study of 590 patients with urinary stone was conducted between February 2009 and January 2013 in the Centre of Lithotripsy Anoual Clinic Kenitra. The treatment consisted in one or several sessions of ESWL. Evaluation of efficiency was based on radiological examinations using abdominal echography during the consultation with the urologist after the last session. There were 306 males and 184 females aged 17-79 years. The medium size of stone was 12.3 ± 5 mm. The average number of sessions and shock waves were 4 and 2490, respectively. The shockwave session was continued until stone fragmentation was observed when 4000 shocks were given. Failure of stone fragmentation or the presence of fragments larger than 4 mm were indications of repeat ESWL sessions. 92% of patient stones were completely cleared (p < 0,05%). The majority of patients were asymptomatic. This data show that the ESWL is extremely successful in treating human kidney stone. It is the first line of choice as a treatment modality for this pathology by the population of this area.
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Affiliation(s)
- Miloud Chakit
- Biology and Health Laboratory, Department of Biology, Faculty of Sciences, Ibn Tofail University, Kenitra, Morocco.
| | - Aziz Aqira
- Lithotripsy Center, Anoual Clinic, Kenitra, Morocco
| | - Aboubaker El Hessni
- Biology and Health Laboratory, Department of Biology, Faculty of Sciences, Ibn Tofail University, Kenitra, Morocco
| | - Abdelhalim Mesfioui
- Biology and Health Laboratory, Department of Biology, Faculty of Sciences, Ibn Tofail University, Kenitra, Morocco
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Non-contrast computed tomography-based factors in predicting ESWL success: A systematic review and meta-analysis. Prog Urol 2023; 33:27-47. [PMID: 36202729 DOI: 10.1016/j.purol.2022.09.015] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/18/2022] [Revised: 09/06/2022] [Accepted: 09/09/2022] [Indexed: 11/05/2022]
Abstract
PURPOSE We assessed the efficacy of some predictive factors that can be measured with non-contrast computed tomography and may affect ESWL success with a systematic review and meta-analysis. MATERIALS AND METHODS All data sources were broadly investigated up to April 2022. Data were extracted from the relevant studies and analyzed with RevMan software. In a random effects model, standard mean difference (SMD) and risk ratio (RR) values were given with 95% confidence intervals. RESULTS In total, pooled analysis included 7148 patients in 43 studies. The combined effect estimate showed significant differences between the ESWL success and ESWL failure groups in terms of Hounsfield unit (HU), Hounsfield density (HD), skin to stone distance (SSD), ureteral wall thickness (UWT), stone volume, stone area, abdominal fat parameters, diameter of proximal ureter, and hydronephrosis. However, perinephric stranding and renal cortical thickness were not found to be statistically significant between the study groups. CONCLUSIONS HU, HD, SSD, UWT, stone volume, stone area, abdominal fat parameters, diameter of proximal ureter and hydronephrosis are effective factors for prediction of ESWL success. It is important to decide on treatment before the procedure for stones with appropriate diameter for ESWL.
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Predicting narrow ureters before ureteroscopic lithotripsy with a neural network: a retrospective bicenter study. Urolithiasis 2022; 50:599-610. [PMID: 35737011 DOI: 10.1007/s00240-022-01341-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2022] [Accepted: 05/30/2022] [Indexed: 10/17/2022]
Abstract
In some patients, the passage of semi-rigid ureteroscopes up the ureter is impossible due to narrow ureteral lumen. We established a neural network to predict the inability of the ureter to accommodate the semi-rigid ureteroscope and the need for active or passive dilatation using non-contrast computed tomography (CT) images. Data were collected retrospectively from two centers of 1989 eligible patients who underwent ureteroscopic lithotripsy with ureteral stones. Patients were categorized into two groups: control and narrow ureter. The network was designed and trained for predicting a narrow ureter during initial ureteroscopic lithotripsy, which integrated multi-scale features of the ureter. The predictive efficacy of neural networks DenseNet3D, ResNet3D, ResNet3D MC, and TimeSformer was compared. Furthermore, a previous ureteroscopy or a history of double-J stent placement, ureteral wall thickness and Hounsfield unit (HU) density of the ureter under the stone were compared. Model performance was assessed based on the accuracy, area under the receiver operating characteristic curve (AUC ROC), etc. The DenseNet3D-based network achieved an AUC ROC score of 0.884 and an accuracy of 85.29%, followed by the ResNet3D-based network, the ResNet3D MC-based network, and the TimeSformer-based network. The DenseNet3D-based network significantly outperformed other candidate predictors. Furthermore, the networks were validated in an external test set. Decision curve analysis showed the clinical utility of the neural network. The neural network provides an individualized preoperative prediction of narrow ureter based on non-contrast CT images, which could be employed as part of a surgical decision-making support system.
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Güler Y. Retrograde intrarenal surgery for impacted upper ureteral stone in a patient with advanced lumbar scoliosis and lower-extremity development defect: a case report. J Med Case Rep 2022; 16:204. [PMID: 35614450 PMCID: PMC9134654 DOI: 10.1186/s13256-022-03411-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2022] [Accepted: 04/13/2022] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Today, retrograde intrarenal surgery is the most preferred and very successful treatment method for upper ureteral stones that do not spontaneously pass and/or do not benefit from extracorporeal wave lithotripsy. However, perioperative complications are more common in retrograde intrarenal surgery if the stone in the ureter is impacted. Moreover, urosepsis and renal dysfunction are detected more frequently in patients with impacted stones. Impacted stones, which are a risky stone group even in patients with normal vertebral anatomy, are a more challenging situation in patients with advanced vertebral scoliosis. It is difficult to achieve an operating position in these patients. In addition, the ureteral tracing is altered, curved, and tortuous, making it more difficult for the endoscope to advance through the ureter. CASE PRESENTATION In this case report, we present a 23-year-old Caucasian male patient with right concavity and severe scoliosis, lower-extremity developmental disorder, and urosepsis. To treat the urosepsis picture, first percutaneous nephrostomy drainage was provided and the urine was sterilized with appropriate antibiotics according to the culture/antibiogram. Then, we performed ureterolithotripsy with a flexureterorenoscope. Finally, we see that flexible ureterorenoscopic lithotripsy to the upper ureteral stone with impacted stones, which is a very challenging operation even in patients with normal vertebrae, could be successfully performed in our patient with advanced scoliosis deformity. CONCLUSION High stone-free and low complication rates can be obtained with flexible ureterorenoscopic retrograde intrarenal surgery in medium-sized impacted upper ureteral stones in patients with advanced scoliosis.
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Affiliation(s)
- Yavuz Güler
- Private Safa Hospital, Rumeli Universty, İstanbul, Turkey.
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Efficacy of electromagnetic extracorporeal shockwave lithotripsy on high-density ureteral stones. Prog Urol 2022; 32:608-615. [DOI: 10.1016/j.purol.2021.12.009] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/08/2021] [Revised: 12/12/2021] [Accepted: 12/27/2021] [Indexed: 11/23/2022]
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Bulbul E, Ilki FY, Gultekin MH, Erozenci A, Tutar O, Citgez S, Tansu N, Onal B. Ureteral wall thickness is an independent parameter affecting the success of extracorporeal shock wave lithotripsy treatment in ureteral stones above the iliac crest. Int J Clin Pract 2021; 75:e14264. [PMID: 33891784 DOI: 10.1111/ijcp.14264] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/01/2020] [Accepted: 04/14/2021] [Indexed: 11/30/2022] Open
Abstract
BACKGROUND To investigate the relationship between ureteral wall thickness (UWT) and other variables of patients who underwent extracorporeal shock wave lithotripsy (SWL) in the primary treatment of the ureteral stone above the iliac crest level. MATERIAL AND METHODS A total of 147 patients aged 18 years and older, who underwent SWL in our clinic between December 2016 and December 2019 for the treatment of ureteral stones above the iliac crest level and had non-contrast enhanced abdominal computed tomography scans before the procedure were included in the clinical study. The results were evaluated at 3 months after SWL. The absence of residual fragments was considered as stone-free status, and the existence of any size residual fragment was considered as treatment failure. RESULTS In our study, the mean age of the patients was 42.4 ± 12.8 years, and the stone-free rate was 92.5%. The median transverse stone size was 7.5 mm (min 2.8-max 15), and the median UWT was 4.2 mm (1-8.7). In the multivariate analysis, UWT (P = .002) and multiple stone presence (P = .027) were found to be independent factors affecting stone-free status. In the receiver operating characteristic curve analysis, the optimal threshold value for UWT was determined as 5.25 mm. CONCLUSIONS We found that UWT was the most important independent variable associated with increased failure in SWL treatment. The presence of multiple stones was another independent factor that increased the failure rates. Using SWL technology through experience accumulated with the mechanical hardware of the machine, we can select patients who are more suitable for this treatment and improve treatment outcomes.
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Affiliation(s)
- Emre Bulbul
- Department of Urology, Istanbul University-Cerrahpasa, Cerrahpasa School of Medicine, Istanbul, Turkey
| | - Fahri Yavuz Ilki
- Department of Urology, Istanbul University-Cerrahpasa, Cerrahpasa School of Medicine, Istanbul, Turkey
| | - Mehmet Hamza Gultekin
- Department of Urology, Istanbul University-Cerrahpasa, Cerrahpasa School of Medicine, Istanbul, Turkey
| | - Ahmet Erozenci
- Department of Urology, Istanbul University-Cerrahpasa, Cerrahpasa School of Medicine, Istanbul, Turkey
| | - Onur Tutar
- Department of Radiology, Istanbul University-Cerrahpasa, Cerrahpasa School of Medicine, Istanbul, Turkey
| | - Sinharib Citgez
- Department of Urology, Istanbul University-Cerrahpasa, Cerrahpasa School of Medicine, Istanbul, Turkey
| | - Nejat Tansu
- Department of Urology, Istanbul University-Cerrahpasa, Cerrahpasa School of Medicine, Istanbul, Turkey
| | - Bulent Onal
- Department of Urology, Istanbul University-Cerrahpasa, Cerrahpasa School of Medicine, Istanbul, Turkey
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Wang R, Su Y, Mao C, Li S, You M, Xiang S. Laser lithotripsy for proximal ureteral calculi in adults: can 3D CT texture analysis help predict treatment success? Eur Radiol 2020; 31:3734-3744. [PMID: 33210203 DOI: 10.1007/s00330-020-07498-x] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/04/2020] [Revised: 09/27/2020] [Accepted: 11/10/2020] [Indexed: 12/20/2022]
Abstract
OBJECTIVE To explore whether multiple 3D computed tomography texture analysis (3D-CTTA) parameters can predict the therapeutic effects of holmium: YAG laser lithotripsy (LL) on ureteral calculi. METHODS The files from 94 patients (102 stones) with proximal ureteral calculi treated only by LL at a single institution were retrospectively retrieved from January 2016 to March 2019. According to intra-operative observations and postoperative reexamination, samples were divided into a completely crushed and a non-crushed group. Preoperative non-contrast-enhanced computed tomography (NCCT) images obtained by multiple CT scanners were imported to MaZda software for 3D texture analysis (TA). The CT-derived value of each target stone was measured, and 15 TA parameters were extracted by delineating volumes of interest (VOIs). Receiver operating characteristic (ROC) curves were drawn to determine the optimal critical value of each parameter based on the Youden index, and univariable and multivariable logistic regression analyses determined the significant factors for LL success. RESULTS In univariable analysis, significant differences (p < 0.05) were observed among 7 parameters. In multivariable analysis, Perc.01 3D > 2062 (p = 0.03) and Z-fraction of image in runs (Z-Fraction) > 0.45570 (p = 0.009) were significant independent predictors, with odds ratios (ORs) of 24.204 and 60.329, respectively. In subgroup analysis based on the cutoff value of the CT-derived value (HU = 960), Perc.01 3D (OR = 44.154, 95% CI (2.379, 819.618), p = 0.011) and Z-Fraction (OR = 14.519, 95% CI (2.088, 100.953), p = 0.007) remained statistically significant. CONCLUSIONS The combination of 3D-CTTA parameters and the CT-derived value can be used as a quantitative reference to predict whether a target stone could be completely crushed by LL. KEY POINTS • Computed tomography texture analysis (CTTA) may be helpful in selecting suitable laser lithotripsy (LL) patients. • 3D-CTTA better predicts stone fragility than commonly used methods (such as the CT-derived value). • The combination of CTTA and the CT-derived value can be used as a preoperative quantitative reference.
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Affiliation(s)
- Rui Wang
- The Clinical School of Medicine, Dali University, 2 Shenghong Road, Gucheng, Dali, 671000, Yunnan Province, China
| | - Yunshan Su
- Department of Radiology, Second People's Hospital of Yunnan Province, 176 Qingnian Road, Wuhua District, Kunming, 650021, Yunnan Province, China.
| | - Chongwen Mao
- Department of Radiology, Second People's Hospital of Yunnan Province, 176 Qingnian Road, Wuhua District, Kunming, 650021, Yunnan Province, China
| | - Song Li
- Department of Urology, Second People's Hospital of Yunnan Province, 176 Qingnian Road, Wuhua District, Kunming, 650021, Yunnan Province, China
| | - Mengjing You
- Department of Radiology, Second People's Hospital of Yunnan Province, 176 Qingnian Road, Wuhua District, Kunming, 650021, Yunnan Province, China
| | - Shutian Xiang
- Department of Radiology, Second People's Hospital of Yunnan Province, 176 Qingnian Road, Wuhua District, Kunming, 650021, Yunnan Province, China
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Cui HW, Tan TK, Christiansen FE, Osther PJS, Turney BW. The utility of automated volume analysis of renal stones before and after shockwave lithotripsy treatment. Urolithiasis 2020; 49:219-226. [PMID: 32926195 PMCID: PMC8113220 DOI: 10.1007/s00240-020-01212-8] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2020] [Accepted: 08/31/2020] [Indexed: 11/23/2022]
Abstract
This study aimed to evaluate the additional utility of an automated method of estimating volume for stones being treated with shockwave lithotripsy (SWL) using computed tomography (CT) images compared to manual measurement. Utility was assessed as the ability to accurately measure stone burden before and after SWL treatment, and whether stone volume is a better predictor of SWL outcome than stone diameter. 72 patients treated with SWL for a renal stone with available CT scans before and after treatment were included. Stone axes measurement and volume estimation using ellipsoid equations were compared to volume estimation using software using CT textural analysis (CTTA) of stone images. There was strong correlation (r > 0.8) between manual and CTTA estimated stone volume. CTTA measured stone volume showed the highest predictive value (r2 = 0.217) for successful SWL outcome on binary logistic regression analysis. Three cases that were originally classified as ‘stone-free with clinically insignificant residual fragments’ based on manual axis measurements actually had a larger stone volume based on CTTA estimation than the smallest fragments remaining for cases with an outcome of ‘not stone-free’. This study suggests objective measurement of total stone volume could improve estimation of stone burden before and after treatment. Current definitions of stone-free status based on manual measurements of residual fragment sizes are not accurate and may underestimate remaining stone burden after treatment. Future studies reporting on the efficacy of different stone treatments should consider using objective stone volume measurements based on CT image analysis as an outcome measure of stone-free state.
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Affiliation(s)
- Helen Wei Cui
- Oxford Stone Group, University of Oxford, Oxford, UK.
| | - Tze Khiang Tan
- Ninewells Hospital and Medical School, University of Dundee, Dundee, DD1 9SY, UK
| | | | - Palle Jörn Sloth Osther
- Department of Urology, Urological Research Center, Lillebaelt Hospital, University of Southern Denmark, Vejle, Denmark
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