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He Q, Huang Q, Hou B, Hao Z. Prediction of percutaneous nephrolithotomy outcomes and flexible ureteroscopy outcomes using nephrolithometry scoring systems. Int Urol Nephrol 2024; 56:1585-1593. [PMID: 38103147 DOI: 10.1007/s11255-023-03847-z] [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: 07/22/2023] [Accepted: 10/05/2023] [Indexed: 12/17/2023]
Abstract
BACKGROUND Kidney stones account for a high proportion of urological emergencies. The main objective of this paper is to evaluate the predictive ability of five scoring systems for overall stone-free status and postoperative complications after percutaneous nephrolithotomy and retrograde ureteroscopy. MATERIALS AND METHODS This study retrospectively analysed 312 cases of kidney stone patients between January 2021 and May 2022 at our centre. Multivariate logistic regression as well as ROC curves were applied to determine the ability to evaluate each scale to predict stone-free rates and postoperative complications. RESULTS 179 patients have undergone PCNL. After multivariate logistic regression, the S.T.O.N.E score and history of ipsilateral renal surgery were predictive of stone-free status, and the predictive power of the S.T.O.N.E score was higher than that of history of ipsilateral renal surgery. Grade 1 complications were considered to be related to Guy's score and grade 2 complications were considered to be related to history of diabetes mellitus. 133 patients have undergone f-URS. After multivariate logistic regression analysis, the modified S-ReSC score, RUSS score, and R.I.R.S score were predictive of stone-free status, with the R.I.R.S score being the strongest predictor. Evidence of grade 2 complications was considered to be related to abnormal renal function. CONCLUSION For PCNL, the S.T.O.N.E score had the best efficacy in predicting stone-free status, and the Guy's score had the best efficacy in predicting postoperative complications; for f-URS, the R.I.R.S score had the best efficacy in predicting stone-free status, and no scoring system predicted postoperative complications.
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Affiliation(s)
- Qiushi He
- Department of Urology, The First Affiliated Hospital of Anhui Medical University, Hefei, China
- Institute of Urology, Anhui Medical University, Hefei, China
- Anhui Province Key Laboratory of Genitourinary Diseases, Anhui Medical University, Hefei, China
| | - Qingfeng Huang
- Department of Urology, The First Affiliated Hospital of Anhui Medical University, Hefei, China
- Institute of Urology, Anhui Medical University, Hefei, China
- Anhui Province Key Laboratory of Genitourinary Diseases, Anhui Medical University, Hefei, China
| | - Bingbing Hou
- Department of Urology, The First Affiliated Hospital of Anhui Medical University, Hefei, China
- Institute of Urology, Anhui Medical University, Hefei, China
- Anhui Province Key Laboratory of Genitourinary Diseases, Anhui Medical University, Hefei, China
| | - Zongyao Hao
- Department of Urology, The First Affiliated Hospital of Anhui Medical University, Hefei, China.
- Institute of Urology, Anhui Medical University, Hefei, China.
- Anhui Province Key Laboratory of Genitourinary Diseases, Anhui Medical University, Hefei, China.
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Cracco CM, Scoffone CM. Comment on: "Design and internal validation of S.I.C.K.: a novel nomogram predicting infectious and hemorrhagic events after percutaneous nephrolithotomy". Minerva Urol Nephrol 2023; 75:770-772. [PMID: 38126289 DOI: 10.23736/s2724-6051.23.05633-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2023]
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3
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Moon YJ, Cho KS, Jung DC, Chung DY, Lee JY. The Consecutive 200 Cases of Endoscopic-Combined Intrarenal Surgery: Comparison between Standard and Miniature Surgeries. MEDICINA (KAUNAS, LITHUANIA) 2023; 59:1971. [PMID: 38004020 PMCID: PMC10673269 DOI: 10.3390/medicina59111971] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/23/2023] [Revised: 10/26/2023] [Accepted: 10/31/2023] [Indexed: 11/26/2023]
Abstract
Background and Objectives: Percutaneous nephrolithotomy (PCNL) is still the gold-standard treatment for large and/or complex renal stones. Endoscopic combined intrarenal surgery (ECIRS) was developed with the goal of minimizing the number of access tracts of PCNL while simultaneously improving the one-step stone-free rate (SFR). The aim of this study was to share the experience of the consecutive 200 cases of ECIRS in one institute and analyze surgical outcomes of mini-ECIRS and standard ECIRS. Materials and Methods: We performed ECIRS for 200 adult patients between July 2017 and January 2020. An ECIRS was performed with the patient under general anesthesia in the intermediate-supine position. Surgeries were finished using a tubeless technique with a simple ureteral stent insertion. Results: There were significant differences in the mean maximal stone length (MSL), the variation coefficient of stone density (VCSD), the linear calculus density (LCD), the Seoul National University Renal Stone Complexity (S-ReSC), and the modified S-ReSC scores in stone characteristics, and estimated blood loss (EBL) and operation time in peri-operative outcomes between conventional and mini-ECIRS. After propensity-score matching, there was only a difference in EBL between the two groups. In logistic regression models, MSL [odds ratio (OR) 0.953; 95% confidence interval (CI) 0.926-0.979; p < 0.001], LCD (OR 4.702; 95% CI 1.613-18.655; p = 0.013) were significant factors for the success rate after ECIRS. Conclusions: In patients who underwent a mini-ECIRS, the stones were relatively smaller and less complex, and the operation time was shorter. However, if the size of stones was similar, there was no difference in the success rate, but EBL was lower in mini-ECIRS than in standard surgery.
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Affiliation(s)
- Young Joon Moon
- Department of Urology, Kyungpook National University Hospital, Kyungpook National University School of Medicine, Daegu 41944, Republic of Korea;
- Department of Urology, Severance Hospital, Urological Science Institute, Yonsei University College of Medicine, Seoul 03722, Republic of Korea
| | - Kang Su Cho
- Department of Urology, Prostate Cancer Center, Gangnam Severance Hospital, Urological Science Institute, Yonsei University College of Medicine, Seoul 06273, Republic of Korea;
| | - Dae Chul Jung
- Department of Radiology, Severance Hospital, Research Institute of Radiological Science, Yonsei University College of Medicine, Seoul 03722, Republic of Korea;
| | - Doo Yong Chung
- Department of Urology, Inha University College of Medicine, Incheon 22212, Republic of Korea;
| | - Joo Yong Lee
- Department of Urology, Severance Hospital, Urological Science Institute, Yonsei University College of Medicine, Seoul 03722, Republic of Korea
- Center of Evidence Based Medicine, Institute of Convergence Science, Yonsei University, Seoul 03722, Republic of Korea
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Mazzon G, Gregorio C, Zhong J, Cai C, Pavan N, Zhong W, Choong S, Zeng G. Design and internal validation of S.I.C.K.: a novel nomogram predicting infectious and hemorrhagic events after percutaneous nephrolithotomy. Minerva Urol Nephrol 2023; 75:625-633. [PMID: 37436027 DOI: 10.23736/s2724-6051.23.05298-9] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/13/2023]
Abstract
BACKGROUND Hemorrhagic and infectious events represent severe complications after percutaneous nephrolithotomy (PCNLs). Existing nephrolithometric nomograms have been introduced but their reliability in predicting complications is debated. We present a newly designed nomogram with intention to predict hemorrhagic/infectious events after PCNLs. METHODS We conducted a multicentric prospective study on adult patients undergoing standard (24 Fr) or mini (18 Fr) PCNL. Dataset was derived from previous RCT, where patients have been assigned to mini-PCNL or standard-PCNL to treat renal stones up to 40 mm. Aim of the study was to identify preoperative risk factors for early postoperative infectious/hemorrhagic complications including fever, septic shock, transfusion or angioembolization. RESULTS A total of 1980 patients were finally included. 992 patients (50.1%) received mini-PCNL and 848 standard PCNL (49.9%). The overall SFR was 86.1% with a mean maximum stone diameter of 29 mm (SD 25.0-35.0). 178 patients (8.9%) had fever,14 (0.7%) urosepsis, 24 patients (1.2%) required transfusion and 18 (0.9%) angioembolization. The overall complication was (11.7%). After multivariable analysis, the included elements in the nomogram were age (P=0.041), BMI (P=0.018), maximum stone diameter (P<0.001), preoperative hemoglobin (P=0.005), type 1/2 diabetes (P=0.05), eGFR<30 (P=0.0032), hypertension (>135/85 mmHg, P=0.001), previous PCNL or pyelo/nephrolithotomy (P=0.0018), severe hydronephrosis (P=0.002). After internal validation, the AUC of the model was 0.73. CONCLUSIONS This is the first nomogram predicting infections and bleedings after PCNLs, it shows a good accuracy and can support clinicians in their patients' peri-operative workout and management.
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Affiliation(s)
- Giorgio Mazzon
- Department of Urology, Guangdong Key Laboratories, the first Affiliated Hospital of Guangzhou Medical University, Guangzhou, China - giorgio
| | - Caterina Gregorio
- Unit of Biostatistics, Department of Medical Sciences, University of Trieste, Trieste, Italy
| | - Jiehui Zhong
- Department of Urology, Guangdong Key Laboratories, the first Affiliated Hospital of Guangzhou Medical University, Guangzhou, China
| | - Chao Cai
- Department of Urology, Guangdong Key Laboratories, the first Affiliated Hospital of Guangzhou Medical University, Guangzhou, China
| | - Nicola Pavan
- Department of Medical, Surgical and Health Science, Paolo Giaccone University Hospital Policlinic, Palermo, Italy
| | - Wen Zhong
- Department of Urology, Guangdong Key Laboratories, the first Affiliated Hospital of Guangzhou Medical University, Guangzhou, China
| | - Simon Choong
- Institute of Urology, University College Hospitals of London, London, UK
| | - Guohua Zeng
- Department of Urology, Guangdong Key Laboratories, the first Affiliated Hospital of Guangzhou Medical University, Guangzhou, China
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Chen WA, Huang HS, Lu ZH, Liu CJ. The Mayo adhesive probability score predicts postoperative fever and intraoperative hemorrhage in mini-percutaneous nephrolithotomy. World J Urol 2023; 41:2503-2509. [PMID: 37491630 DOI: 10.1007/s00345-023-04529-2] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/20/2023] [Accepted: 07/07/2023] [Indexed: 07/27/2023] Open
Abstract
PURPOSE Contemporary predictive tools for miniaturized percutaneous nephrolithotomy (mPCNL) mainly focus on stone clearance but not perioperative complications, especially infection and hemorrhage. This study aimed to evaluate whether the Mayo adhesive probability (MAP) score, an index of the perinephric fat characteristics, can predict postoperative fever and intraoperative hemorrhage in mPCNL. METHODS This is a retrospective study recruiting 159 mPCNL patients from July 2018 to January 2022. MAP scores were recorded using preoperative computed tomography. Postoperative complications included postoperative fever and intraoperative bleeding, defined as hemoglobin drop. RESULTS Over half patients had the MAP score ≧ 3. Men, elderly, chronic kidney disease, and diabetes were associated with a higher MAP score. The patients with a higher MAP score were more likely to have postoperative fever after mPCNL. On multivariate analysis, preoperative positive urine culture (OR 2.68) and a higher MAP score (OR 2.28) were both significantly associated with postoperative fever. ROC curves analysis of the combination of these two factors on predicting postoperative fever showed AUC values were 0.731 (0.652-0.810). Moreover, a higher MAP score (OR 2.30) and longer operative time (OR 2.16) were significantly associated with higher hemoglobin drop on multivariate analysis. CONCLUSION A high MAP score was associated with postoperative fever and intraoperative hemorrhage in patients undergoing mPCNL. The MAP score can be a novel and easy predictive tool to help endourologists improve the awareness of mPCNL safety.
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Affiliation(s)
- Wei-An Chen
- School of Medicine, College of Medicine, National Cheng Kung University, Tainan, 704302, Taiwan
| | - Ho-Shiang Huang
- Department of Urology, College of Medicine, National Cheng Kung University, Tainan, 704302, Taiwan
| | - Ze-Hong Lu
- Department of Urology, College of Medicine, National Cheng Kung University, Tainan, 704302, Taiwan
| | - Chan-Jung Liu
- Department of Urology, College of Medicine, National Cheng Kung University, Tainan, 704302, Taiwan.
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Mazzon G, Choong S, Celia A. Stone-scoring systems for predicting complications in percutaneous nephrolithotomy: A systematic review of the literature. Asian J Urol 2023. [PMID: 37538152 PMCID: PMC10394284 DOI: 10.1016/j.ajur.2023.01.005] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/18/2023] Open
Abstract
Objective Percutaneous nephrolithotomy is a treatment of choice for larger stones of the upper urinary tract. Currently, several nephrolithometric nomograms for prediction of post-operative surgical outcomes have been proposed, although uncertainties still exist regarding their roles in the estimation of complications. Methods We conducted a systematic review on PubMed and Web of Sciences databases including English studies with at least 100 cases and published between January 2010 and December 2021. We identified original articles evaluating correlations between the Guy's stone score, the stone size (S), tract length (T), obstruction (O), number of involved calices (N), and essence or stone density (E) (S.T.O.N.E.), Clinical Research Office of the Endourological Society (CROES), and Seoul National University Renal Stone Complexity (S-ReSC) scores and post-operative complications in adult patients. We also included newly designed nomograms for prediction of specific complications. Results After an initial search of 549 abstracts, we finally included a total of 18 papers. Of them, 11 investigated traditional nephrolithometric nomograms, while seven newly designed nomograms were used to predict specific complications. Overall, 7316 patients have been involved. In total, 14 out of 18 papers are derived from retrospective single-center studies. Guy's stone score obtained correlation with complications in five, S.T.O.N.E. nephrolithometry score in four, while CROES score and S-ReSC score in three and two, respectively. None of the studies investigated minimally invasive percutaneous nephrolithotomy (PCNL) and all cases have been conducted in prone position. Considering newly designed nomograms, none of them is currently externally validated; five of them predict post-operative infections; the remaining two have been designed for thromboembolic events and urinary leakage. Conclusion This review presents all nomograms currently available in the PCNL field and highlights a certain number of concerns. Published data have appeared contradictory; more recent tools for prediction of post-operative complications are frequently based on small retrospective cohorts and lack external validations. Heterogeneity among studies has also been noticed. More rigorous validations are advisable in the future, involving larger prospective patients' series and with the comparison of different tools.
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Zhu S, Fan Y, Hu X, Shao M. Correlation analysis between renal anatomical factors and residual stones after an ultrasound-guided PCNL. Front Surg 2023; 10:1121424. [PMID: 37143773 PMCID: PMC10151531 DOI: 10.3389/fsurg.2023.1121424] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/11/2022] [Accepted: 03/27/2023] [Indexed: 05/06/2023] Open
Abstract
Introduction To predict the factors of residual stones after percutaneous nephrolithotomy (PCNL) by analyzing the characteristics of the renal anatomical structure in intravenous urography, so as to make a reasonable operation plan, reduce the risk of residual stones in PCNL, and improve the stone-free rate (SFR). Methods A retrospective study was performed between January 2019 and September 2020 for patients treated with PCNL. According to the results of a kidney ureter bladder review after PCNL, 245 patients were divided into a residual stone group (71 patients, stone size >4 mm) and a stone-free group (174 patients, stone size ≤4 mm). An independent sample t-test was used to analyze the age, the length and width of channel calices, the angle between the channel calices and the involved calices, and the length and width of the involved calices. The gender, the channel types, the number of channels, the degree of hydronephrosis, and the number of involved calices were analyzed by using the chi-square test. A score of p < 0.05 was considered statistically significant. At the same time, logistic regression analysis was carried out to explore the independent influencing factors of the SFR after PCNL. Results A total of 71 patients developed residual stones after surgery. The overall residual rate was 29.0%. The width of the channel calices (p = 0.003), the angle between the channel calices and the involved calices (p = 0.007), the width of the involved calices (p < 0.001), the channel types (p = 0.008), and the number of involved calices (p < 0.001) were all significantly correlated with residual stones after PCNL. Logistic regression analysis showed that the width of the channel calices (p = 0.003), the angle between the channel calices and the involved calices (p = 0.012), the width of the involved calices (p < 0.001), the channel types (p = 0.008), and the number of involved calyces (p < 0.001) were all independent influencing factors of the SFR after PCNL. Conclusion A larger caliceal neck width and angle can reduce the risk of residual stones. The more calyces that are involved, the higher the risk of residual stones. There was no difference between F16 and F18, but F16 had a higher SFR than F24.
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Affiliation(s)
- Shusheng Zhu
- Department of Urology, Jining No.1 People’s Hospital, Jining, China
| | - Yanpeng Fan
- Department of Urology, The First Hospital of Jilin University, Changchun, China
| | - Xia Hu
- Department of Geriatrics, Jining No.1 People’s Hospital, Jining, China
| | - Mingming Shao
- Department of Urology, Jining No.1 People’s Hospital, Jining, China
- Correspondence: Mingming Shao
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Mazzon G, Claps F, Pavan N, Choong S, Zeng G, Wu W, Zhong J, Bada M, Pirozzi M, Vitale R, Celia A. Reliability of nephrolithometric nomograms in patients treated with minimally invasive percutaneous nephrolithotomy: A precision study. Asian J Urol 2023; 10:70-80. [PMID: 36721700 PMCID: PMC9875121 DOI: 10.1016/j.ajur.2022.02.010] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2021] [Revised: 12/24/2021] [Accepted: 02/07/2022] [Indexed: 02/03/2023] Open
Abstract
Objectives The study aimed to evaluate quality of nephrolithometric nomograms to predict stone-free rates (SFRs) and complication rates (CRs) in case of minimally invasive percutaneous nephrolithotomy (PNL). In the last decade, nomograms have been introduced to estimate the SFRs and CRs of PNL. However, no data are available regarding their reliability in case of utilization of miniaturized devices. Herein we present a prospective multicentric study to evaluate reliability of Guy's stone score (GSS), the stone size, tract length, obstruction, number of involved calyces, and essence of stone (S.T.O.N.E.) nephrolithometry score and Clinical Research Office of the Endourological Society (CROES) score in patients treated with minimally invasive PNL. Methods We evaluated SFRs and CRs of 222 adult patients treated with miniaturized PNL. Patients were considered stone-free if no residual fragments of any size at post-operative unenhanced computed tomography scan. Patients demographics, SFRs, and CRs were reported and analyzed. Performances of nomograms were evaluated with the area under the curve (AUC). Results We included 222 patients, the AUCs of GSS, CROES score, and S.T.O.N.E. nephrolithometry score were 0.69 (95% confidence interval [CI] 0.61-0.78), 0.64 (95% CI 0.56-0.73), and 0.62 (95% CI 0.52-0.71), respectively. Regarding SFRs, at multivariate binomial logistic regression, only the GSS had significance with an odds ratio of 0.53 (95% CI 0.31-0.95, p=0.04). We did not find significant correlation with complications, with only a trend for GSS. Conclusion This is the first study evaluating nomograms in miniaturized PNL. They still show good reliability; however, our data showed lower performances compared to standard PNL. We emphasize the need of further studies to confirm this trend. A dedicated nomogram for minimally invasive PNL may be necessary.
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Affiliation(s)
- Giorgio Mazzon
- Department of Urology, San Bassiano Hospital, Bassano del Grappa, Italy
| | - Francesco Claps
- Department of Urology, University of Trieste, Trieste, Italy
| | - Nicola Pavan
- Department of Urology, University of Trieste, Trieste, Italy
| | - Simon Choong
- Institute of Urology, University College Hospitals London, London, UK
| | - Guohua Zeng
- Department of Urology, Minimally Invasive Centre, the first affiliated hospital of Guangzhou Medical University, Guangzhou, China
| | - Wenqi Wu
- Department of Urology, Minimally Invasive Centre, the first affiliated hospital of Guangzhou Medical University, Guangzhou, China
| | - Jiehui Zhong
- Department of Urology, Minimally Invasive Centre, the first affiliated hospital of Guangzhou Medical University, Guangzhou, China
| | - Maida Bada
- Department of Urology, San Bassiano Hospital, Bassano del Grappa, Italy
| | - Marco Pirozzi
- Department of Urology, San Bassiano Hospital, Bassano del Grappa, Italy
| | - Raffaele Vitale
- Institute of Urology, University College Hospitals London, London, UK
- Corresponding author.
| | - Antonio Celia
- Department of Urology, San Bassiano Hospital, Bassano del Grappa, Italy
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Zeng G, Zhong W, Mazzon G, Choong S, Pearle M, Agrawal M, Scoffone CM, Fiori C, Gökce MI, Lam W, Petkova K, Sabuncu K, Gadzhiev N, Pietropaolo A, Emiliani E, Sarica K. International Alliance of Urolithiasis (IAU) Guideline on percutaneous nephrolithotomy. Minerva Urol Nephrol 2022; 74:653-668. [PMID: 35099162 DOI: 10.23736/s2724-6051.22.04752-8] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/14/2023]
Abstract
The International Alliance of Urolithiasis (IAU) would like to release the latest guideline on percutaneous nephrolithotomy (PCNL) and to provide a clinical framework for surgeons performing PCNLs. These recommendations were collected and appraised from a systematic review and assessment of the literature covering all aspects of PCNLs from the PubMed database between January 1, 1976, and July 31, 2021. Each generated recommendation was graded using a modified GRADE methodology. The quality of the evidence was graded using a classification system modified from the Oxford Center for Evidence-Based Medicine Levels of Evidence. Forty-seven recommendations were summarized and graded, which covered the following issues, indications and contraindications, stone complexity evaluation, preoperative imaging, antibiotic strategy, management of antithrombotic therapy, anesthesia, position, puncture, tracts, dilation, lithotripsy, intraoperative evaluation of residual stones, exit strategy, postoperative imaging and stone-free status evaluation, complications. The present guideline on PCNL was the first in the IAU series of urolithiasis management guidelines. The recommendations, tips and tricks across the PCNL procedures would provide adequate guidance for urologists performing PCNLs to ensure safety and efficiency in PCNLs.
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Affiliation(s)
- Guohua Zeng
- Department of Urology, Guangdong Key Laboratory of Urology, First Affiliated Hospital of Guangzhou Medical University, Guangzhou, China
| | - Wen Zhong
- Department of Urology, Guangdong Key Laboratory of Urology, First Affiliated Hospital of Guangzhou Medical University, Guangzhou, China
| | - Giorgio Mazzon
- Department of Urology, San Bassiano Hospital, Vicenza, Italy
| | - Simon Choong
- University College Hospital of London, Institute of Urology, London, UK
| | - Margaret Pearle
- Department of Urology, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Madhu Agrawal
- Department of Urology, Center for Minimally Invasive Endourology, Global Rainbow Healthcare, Agra, India
| | | | - Cristian Fiori
- Department of Urology, San Luigi Hospital, University of Turin, Turin, Italy
| | - Mehmet I Gökce
- Department of Urology, Faculty of Medicine, University of Ankara, Ankara, Turkey
| | - Wayne Lam
- Division of Urology, Queen Mary Hospital, Hong Kong, China
| | - Kremena Petkova
- Military Medical Academy, Department of Urology and Nephrology, Sofia, Bulgaria
| | - Kubilay Sabuncu
- Department of Urology, Karacabey State Hospital, Karacabey-Bursa, Turkey
| | - Nariman Gadzhiev
- Department of Urology, Pavlov First Saint Petersburg State Medical University, Saint Petersburg, Russia
| | - Amelia Pietropaolo
- Department of Urology, University Hospital Southampton NHS Trust, Southampton, UK
| | - Esteban Emiliani
- Department of Urology, Universitat Autonoma de Barcelona, Barcelona, Spain
| | - Kemal Sarica
- Medical School, Department of Urology, Biruni University, Istanbul, Turkey -
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Pooyesh S, Foshati S, Sabeti M, Parvin H, Aminsharifi A. Predicting outcomes in kidney stone endoscopic surgery by rotation forest algorithm. COMPUTER METHODS IN BIOMECHANICS AND BIOMEDICAL ENGINEERING: IMAGING & VISUALIZATION 2022. [DOI: 10.1080/21681163.2022.2131629] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
Affiliation(s)
- Shima Pooyesh
- Department of Computer Engineering, Yasooj Branch, Islamic Azad University, Yasooj, Iran
| | - Saghar Foshati
- Department of Computer Engineering, Yasooj Branch, Islamic Azad University, Yasooj, Iran
| | - Malihe Sabeti
- Department of Computer Engineering, North Tehran Branch, Islamic Azad University, Tehran, Iran
| | - Hamid Parvin
- Department of Computer Engineering, Nourabad Branch, Islamic Azad University, Noorabad, Iran
| | - Alireza Aminsharifi
- Department of Urology, Shiraz University of Medical Sciences, Shiraz, Iran
- Department of Urology and Surgery, Pennsylvannia State University, Hershey, PA, USA
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Zhao H, Li W, Li J, Li L, Wang H, Guo J. Predicting the Stone-Free Status of Percutaneous Nephrolithotomy With the Machine Learning System: Comparative Analysis With Guy’s Stone Score and the S.T.O.N.E Score System. Front Mol Biosci 2022; 9:880291. [PMID: 35601833 PMCID: PMC9114350 DOI: 10.3389/fmolb.2022.880291] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2022] [Accepted: 04/07/2022] [Indexed: 11/17/2022] Open
Abstract
Purpose: The aim of the study was to use machine learning methods (MLMs) to predict the stone-free status after percutaneous nephrolithotomy (PCNL). We compared the performance of this system with Guy’s stone score and the S.T.O.N.E score system. Materials and Methods: Data from 222 patients (90 females, 41%) who underwent PCNL at our center were used. Twenty-six parameters, including individual variables, renal and stone factors, and surgical factors were used as input data for MLMs. We evaluated the efficacy of four different techniques: Lasso-logistic (LL), random forest (RF), support vector machine (SVM), and Naive Bayes. The model performance was evaluated using the area under the curve (AUC) and compared with that of Guy’s stone score and the S.T.O.N.E score system. Results: The overall stone-free rate was 50% (111/222). To predict the stone-free status, all receiver operating characteristic curves of the four MLMs were above the curve for Guy’s stone score. The AUCs of LL, RF, SVM, and Naive Bayes were 0.879, 0.803, 0.818, and 0.803, respectively. These values were higher than the AUC of Guy’s score system, 0.800. The accuracies of the MLMs (0.803% to 0.818%) were also superior to the S.T.O.N.E score system (0.788%). Among the MLMs, Lasso-logistic showed the most favorable AUC. Conclusion: Machine learning methods can predict the stone-free rate with AUCs not inferior to those of Guy’s stone score and the S.T.O.N.E score system.
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Affiliation(s)
- Hong Zhao
- Shanghai Xuhui Central Hospital, Shanghai, China
| | - Wanling Li
- Zhongshan Hospital, Fudan University, Shanghai, China
| | - Junsheng Li
- Shanghai Xuhui Central Hospital, Shanghai, China
| | - Li Li
- Shanghai Xuhui Central Hospital, Shanghai, China
| | - Hang Wang
- Zhongshan Hospital, Fudan University, Shanghai, China
| | - Jianming Guo
- Zhongshan Hospital, Fudan University, Shanghai, China
- *Correspondence: Jianming Guo,
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Jones P, Pietropaolo A, Chew BH, Somani BK. Atlas of scoring systems, grading tools and nomograms in Endourology: A comprehensive overview from The TOWER Endourological Society research group. J Endourol 2021; 35:1863-1882. [PMID: 33878937 DOI: 10.1089/end.2021.0124] [Citation(s) in RCA: 33] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022] Open
Abstract
INTRODUCTION With an increase in the prevalence of kidney stone disease (KSD), there has been a universal drive to develop reliable and user-friendly tools such as grading systems and predictive nomograms. An atlas of scoring systems, grading tools and nomograms in Endourology is provided in this paper. METHODS A comprehensive search of world literature was performed to identify nomograms, grading systems and classification tools in endourology related to KSD. Each of these were reviewed by the authors and have been evaluated in a narrative format with details on those which are externally validated and their respective citation count on google scholar. RESULTS A total of 54 endourological tools have been described in our atlas of endourological scoring systems, grading tools and nomograms. Of the tools, 23 (43%) are published in the last 3 years showing an increasing interest in this area. This includes 5 for percutaneous nephrolithotomy (PCNL), 6 for flexible ureteroscopy (fURS), 3 for semi-rigid URS (sURS), 9 for shockwave lithotripsy (SWL), 2 for stent encrustations, 3 for intra-operative appearance at the time of URS and 3 to classify intra-operative ureteric injury. There were 3 tools for renal colic assessment, one each for prediction of future stone event, stone classification and stone impaction and 2 for need of emergency intervention in ureteric stone. While 2 tools are related to stone recurrence, 6 are related to post-procedural complications. There are now 2 tools for simulation in endourology and 5 for patient reported outcome measures (PROMS). CONCLUSIONS A number of reliable and established tools exist currently in endourology. Each of these offers their own respective advantages and disadvantages. While nomograms and scoring systems can help in the decision making, these must be tailored to individual patients based on their specific clinical scenarios, expectations and informed consent.
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Affiliation(s)
- Patrick Jones
- Haukeland University Hospital, 60498, Urology, Bergen, Norway;
| | - Amelia Pietropaolo
- University Hospital Southampton NHS Foundation Trust, 7425, Urology, Southampton, Southampton , United Kingdom of Great Britain and Northern Ireland;
| | - Ben H Chew
- University of British Columbia, Urologic Sciences, Vancouver, British Columbia, Canada;
| | - Bhaskar K Somani
- University Hospital Southampton NHS Foundation Trust, 7425, Urology, Southampton, Southampton , United Kingdom of Great Britain and Northern Ireland.,University of Southampton, 7423, Southampton, Hampshire, United Kingdom of Great Britain and Northern Ireland;
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Biswas K, Gupta SK, Tak GR, Ganpule AP, Sabnis RB, Desai MR. Comparison of STONE score, Guy’s stone score and Clinical Research Office of the Endourological Society (CROES) score as predictive tools for percutaneous nephrolithotomy outcome: a prospective study. BJU Int 2020; 126:494-501. [DOI: 10.1111/bju.15130] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Affiliation(s)
- Krishnendu Biswas
- Urology Department Muljibhai Patel Urological Hospital Nadiad Gujarat India
| | | | - Gopal R. Tak
- Urology Department Muljibhai Patel Urological Hospital Nadiad Gujarat India
| | - Arvind P. Ganpule
- Urology Department Muljibhai Patel Urological Hospital Nadiad Gujarat India
| | - Ravindra B. Sabnis
- Urology Department Muljibhai Patel Urological Hospital Nadiad Gujarat India
| | - Mahesh R. Desai
- Urology Department Muljibhai Patel Urological Hospital Nadiad Gujarat India
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Preoperative risk factors for complications of percutaneous nephrolithotomy. Urolithiasis 2020; 49:153-160. [PMID: 32740673 DOI: 10.1007/s00240-020-01203-9] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2020] [Accepted: 07/24/2020] [Indexed: 12/25/2022]
Abstract
This study was conducted to evaluate preoperative risk factors for development of complications of percutaneous nephrolithotomy (PCNL). All consecutive patients aged ≥ 16 years who underwent PCNL during 2015 were retrospectively reviewed. Non-contrast CT (NCCT) was performed for all patients to evaluate stone complexity. The technique of PCNL was the same for all patients. Intra-operative and postoperative complications were recorded and classified based on modified Clavien system. The differences in preoperative data (patients, renal and stone characteristics including Guy's and STONE scores) between complicated and uncomplicated cases were compared using univariate and multivariate statistical analyses for detection of independent risk factors. The study included 1178 patients (61% were males). Mean age was 50 ± 12 years, and mean BMI was 30.7 ± 5.7 kg/m2. Complicated group included 166 patients (14.1%). Independent risk factors on multivariate analysis were infected preoperative urine culture (RR: 2.098, P 0.001, 95%CI: 1.380-3.189), largest stones diameter 30 mm or more (RR: 2.481, P > 0.001, 95%CI: 1.697-3.627) and number of calyces affected by the stones (RR: 2.431, P 0.002, 95%CI: 1.400-4.222 for affection of two calyces and RR: 2.778, P 0.005, 95%CI: 1.357-5.684 for affection of three calyces). While two scoring systems (Guy's and STONE) were not predictive of complications after PCNL, preoperative risk factors were infected preoperative urine culture, distribution of the stones or stone branches in two or three calyceal groups and stone size 30 mm or more.
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Okhunov Z, George AK. Finding One Voice: Toward Standardization of Stone Complexity Scoring Systems. Editorial Comment on: "Percutaneous Nephrolithotomy Outcomes Based on S.T.O.N.E., GUY, CROES, and S-ReSC Scoring Systems: The First Prospective Study" by Al Adl et al. J Endourol 2020; 34:1229. [PMID: 32295409 DOI: 10.1089/end.2020.0317] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Affiliation(s)
- Zhamshid Okhunov
- Department of Urology, University of California, Irvine, Orange, California, USA
| | - Arvin K George
- Department of Urology, University of Michigan, Ann Arbor, Michigan, USA
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