International Journal of Nephrology and Renovascular Disease最新文献

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Impact of Sodium-Glucose Cotransporter-2 Inhibitors in the Management of Chronic Kidney Disease: A Middle East and Africa Perspective. 钠-葡萄糖共转运体-2 抑制剂在慢性肾病治疗中的影响:中东和非洲视角》。
IF 2
International Journal of Nephrology and Renovascular Disease Pub Date : 2024-01-03 eCollection Date: 2024-01-01 DOI: 10.2147/IJNRD.S430532
Ahmed Fathi Elkeraie, Saeed Al-Ghamdi, Ali K Abu-Alfa, Torki Alotaibi, Ali Jasim AlSaedi, Abdulkareem AlSuwaida, Mustafa Arici, Tevfik Ecder, Mohammad Ghnaimat, Mohamed Hany Hafez, Mohamed H Hassan, Tarik Sqalli
{"title":"Impact of Sodium-Glucose Cotransporter-2 Inhibitors in the Management of Chronic Kidney Disease: A Middle East and Africa Perspective.","authors":"Ahmed Fathi Elkeraie, Saeed Al-Ghamdi, Ali K Abu-Alfa, Torki Alotaibi, Ali Jasim AlSaedi, Abdulkareem AlSuwaida, Mustafa Arici, Tevfik Ecder, Mohammad Ghnaimat, Mohamed Hany Hafez, Mohamed H Hassan, Tarik Sqalli","doi":"10.2147/IJNRD.S430532","DOIUrl":"10.2147/IJNRD.S430532","url":null,"abstract":"<p><p>Chronic kidney disease (CKD) is a major public health concern in the Middle East and Africa (MEA) region and a leading cause of death in patients with type 2 diabetes mellitus (T2DM) and hypertension. Early initiation of sodium-glucose cotransporter - 2 inhibitors (SGLT-2i) and proper sequencing with renin-angiotensin-aldosterone system inhibitors (RAASi) in these patients may result in better clinical outcomes due to their cardioprotective properties and complementary mechanisms of action. In this review, we present guideline-based consensus recommendations by experts from the MEA region, as practical algorithms for screening, early detection, nephrology referral, and treatment pathways for CKD management in patients with hypertension and diabetes mellitus. This study will help physicians take timely and appropriate actions to provide better care to patients with CKD or those at high risk of CKD.</p>","PeriodicalId":14181,"journal":{"name":"International Journal of Nephrology and Renovascular Disease","volume":"17 ","pages":"1-16"},"PeriodicalIF":2.0,"publicationDate":"2024-01-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10771977/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139402814","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Effect of Executive Function on Health-Related Quality of Life in Children with Chronic Kidney Disease 执行功能对慢性肾病儿童健康相关生活质量的影响
IF 2
International Journal of Nephrology and Renovascular Disease Pub Date : 2024-01-01 DOI: 10.2147/IJNRD.S428657
Elrika Wijaya, P. Solek, Dedi Rachmadi, Sri E Rahayuningsih, Rodman Tarigan, D. Hilmanto
{"title":"Effect of Executive Function on Health-Related Quality of Life in Children with Chronic Kidney Disease","authors":"Elrika Wijaya, P. Solek, Dedi Rachmadi, Sri E Rahayuningsih, Rodman Tarigan, D. Hilmanto","doi":"10.2147/IJNRD.S428657","DOIUrl":"https://doi.org/10.2147/IJNRD.S428657","url":null,"abstract":"Introduction As the highest function in the brain that regulates our daily activity, executive dysfunction might affect someone’s health-related quality of life (HRQoL), especially in those with chronic diseases, including chronic kidney disease (CKD). Neurocognitive functions, including intelligence quotient (IQ) and executive function can be affected through various mechanisms in CKD. However, there was still no specific study regarding how IQ and executive function might affect HRQoL in children with CKD. Purpose To assess Executive Function’s impact on HRQoL and to find association between treatment modalities and CKD stages with HRQoL in children with CKD. Methods A cross sectional study was conducted at Pediatric Nephrology Clinic at Hasan Sadikin General Hospital, Bandung, Indonesia from September 2022 to April 2023. We included 38 children whose age range were 6–16 years 11 months old with CKD stage III – V. Assessment tools used were: BRIEF questionnaire for executive function; WISC III tool for IQ; PedsQLTM questionnaire generic module for HRQoL. Data was analyzed using SPSS ver. 26.0. Results Total number of samples was 38. Complete examinations were done on 30 patients. Eight other patients did not undergo the IQ test. There was a negative correlation between executive function components scores (GEC, BRI, MI) with HRQoL scores on parents’ proxy in all domains. We found no correlation between HRQoL and IQ scores, but we found a correlation between IQ and CKD stage. There was a significant difference in HRQoL from the children’s perspective among the three modalities; children who underwent conservative treatment were having the best HRQoL scores. Conclusion Interventions to improve executive function of children with CKD should be done to improve their HRQoL in the future. Early diagnosis and treatment of CKD should be done at the earliest to improve neurocognitive function and HRQoL.","PeriodicalId":14181,"journal":{"name":"International Journal of Nephrology and Renovascular Disease","volume":"118 11","pages":"17 - 28"},"PeriodicalIF":2.0,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139454027","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The Implementation of a Modified Fluid Assessment Tool to Improve the Clinical Assessment, Detection, and Management of Blood Pressure Control and Fluid Alterations Among Hemodialysis Patients. 采用改良体液评估工具改进血液透析患者血压控制和体液变化的临床评估、检测和管理。
IF 2
International Journal of Nephrology and Renovascular Disease Pub Date : 2023-12-11 eCollection Date: 2023-01-01 DOI: 10.2147/IJNRD.S440990
Hussam Al Nusair, Wael Hamdan, Joy Garma, Ahmed Eid, Rafi Alnjadat, Nezam Al-Nsair, Mariezl Fonbuena, Christin Davao
{"title":"The Implementation of a Modified Fluid Assessment Tool to Improve the Clinical Assessment, Detection, and Management of Blood Pressure Control and Fluid Alterations Among Hemodialysis Patients.","authors":"Hussam Al Nusair, Wael Hamdan, Joy Garma, Ahmed Eid, Rafi Alnjadat, Nezam Al-Nsair, Mariezl Fonbuena, Christin Davao","doi":"10.2147/IJNRD.S440990","DOIUrl":"https://doi.org/10.2147/IJNRD.S440990","url":null,"abstract":"<p><strong>Background: </strong>Fluid overload is a common complication of the care of End-stage Renal Disease patients that may lead to prolonged hospitalization and mortality. This warrants an effective and systemic approach to early recognition and management to improve patient outcomes.</p><p><strong>Aim: </strong>This study aims to evaluate the effect of a modified fluid assessment tool to improve accurate clinical assessments, detection, and management of blood pressure control and fluid alteration among hemodialysis patients.</p><p><strong>Methods: </strong>In this retrospective study, data were collected from forty-three dialysis patients who were seen and followed up from a dialysis unit of an acute care hospital during 8 weeks of standard care. A modified assessment tool was used to systematically highlight the appropriateness of the patient set dry weight using intradialytic weight gain (IWDG) and patient blood pressure. Paired sample <i>t</i>-test and repeated measure ANOVA within-group analysis were applied to compare the mean difference score for IDWG and the mean arterial pressure within the study group, respectively.</p><p><strong>Result: </strong>A total of 43 patients were enrolled (mean age, 59.07) (ranges 27-88 years) (SD - 14.30); 51.16% female; 79% Emirati Nationals, with Chronic Kidney Disease. A repeated measure ANOVA analysis showed a significant difference in the mean arterial pressure within the study group based on time, over six measurements (p = 0.001). However, the difference between the pre- and post-intra-dialytic weight gain mean scores yields insignificant results (p = 0.346).</p><p><strong>Conclusion: </strong>The implementation of a modified assessment tool improved blood pressure control, increased staff and physician involvement in assessing patient dry weight facilitated through fluid status evaluation, methodical assessment of dry weight, and precise fluid removal calculation, enhancing overall blood pressure and fluid management in HD patients.</p>","PeriodicalId":14181,"journal":{"name":"International Journal of Nephrology and Renovascular Disease","volume":"16 ","pages":"261-268"},"PeriodicalIF":2.0,"publicationDate":"2023-12-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10723595/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138803048","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Association Between Elevated Blood Eosinophils and Chronic Kidney Disease Progression: Analyses of a Large United States Electronic Health Records Database 血液中嗜酸性粒细胞升高与慢性肾病进展之间的关系:美国大型电子健康记录数据库分析
IF 2
International Journal of Nephrology and Renovascular Disease Pub Date : 2023-12-01 DOI: 10.2147/ijnrd.s431375
Danuta Kielar, Andrew Jones, Xia Wang, H. Stirnadel-Farrant, Rohit Katial, Abhinav Bansal, Manu Garg, Chandrakant Sharma, Shubhankar Thakar, Qin Ye
{"title":"Association Between Elevated Blood Eosinophils and Chronic Kidney Disease Progression: Analyses of a Large United States Electronic Health Records Database","authors":"Danuta Kielar, Andrew Jones, Xia Wang, H. Stirnadel-Farrant, Rohit Katial, Abhinav Bansal, Manu Garg, Chandrakant Sharma, Shubhankar Thakar, Qin Ye","doi":"10.2147/ijnrd.s431375","DOIUrl":"https://doi.org/10.2147/ijnrd.s431375","url":null,"abstract":"","PeriodicalId":14181,"journal":{"name":"International Journal of Nephrology and Renovascular Disease","volume":"55 17","pages":""},"PeriodicalIF":2.0,"publicationDate":"2023-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139015943","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Clinical Application Value of Contrast-Enhanced Ultrasound in the Diagnosis of Renal Space-Occupying Lesions 对比增强超声波在诊断肾脏占位性病变中的临床应用价值
IF 2
International Journal of Nephrology and Renovascular Disease Pub Date : 2023-12-01 DOI: 10.2147/IJNRD.S432436
Qiping Liu, Huiling Gong, Qiqi Chen, Chunyan Yuan, Bin Hu
{"title":"Clinical Application Value of Contrast-Enhanced Ultrasound in the Diagnosis of Renal Space-Occupying Lesions","authors":"Qiping Liu, Huiling Gong, Qiqi Chen, Chunyan Yuan, Bin Hu","doi":"10.2147/IJNRD.S432436","DOIUrl":"https://doi.org/10.2147/IJNRD.S432436","url":null,"abstract":"Objective To study the clinical application value of contrast-enhanced ultrasound (CEUS) in diagnosing renal space-occupying lesions. Methods Sixty-seven patients with renal space-occupying lesions detected by routine ultrasound examination received the contrast-enhanced ultrasound examination. When observing the perfusion mode of the mass, we analyzed the perfusion characteristics of contrast-enhanced ultrasound and compared them with the surgical pathological results. Results Sixty-seven lesions, which were identified in 67 patients with renal space-occupying lesions, included 55 renal malignant tumors and 12 benign ones. The sensitivity of qualitative diagnosis by CEUS imaging was 96.4%, the specificity was 66.7%, and the accuracy was 91.0%. Conclusion The real-time blood supply of renal space-occupying lesions helps judge their nature according to the enhancement mode. It has high clinical application value in diagnosing benign and malignant lesions.","PeriodicalId":14181,"journal":{"name":"International Journal of Nephrology and Renovascular Disease","volume":"107 9‐12","pages":"253 - 259"},"PeriodicalIF":2.0,"publicationDate":"2023-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138626148","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Practical Considerations for the Use of Sparsentan in the Treatment of Patients with IgAN in Clinical Practice 在临床实践中使用斯帕生坦治疗 IgAN 患者的实际考虑因素
IF 2
International Journal of Nephrology and Renovascular Disease Pub Date : 2023-12-01 DOI: 10.2147/ijnrd.s430377
Kirk N Campbell, Siân Griffin, Howard Trachtman, Rob Geletka, Muh Geot Wong
{"title":"Practical Considerations for the Use of Sparsentan in the Treatment of Patients with IgAN in Clinical Practice","authors":"Kirk N Campbell, Siân Griffin, Howard Trachtman, Rob Geletka, Muh Geot Wong","doi":"10.2147/ijnrd.s430377","DOIUrl":"https://doi.org/10.2147/ijnrd.s430377","url":null,"abstract":"","PeriodicalId":14181,"journal":{"name":"International Journal of Nephrology and Renovascular Disease","volume":"609 ","pages":""},"PeriodicalIF":2.0,"publicationDate":"2023-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139012858","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The Molecular Mechanism of Renal Tubulointerstitial Inflammation Promoting Diabetic Nephropathy 肾小管间质炎症促进糖尿病肾病的分子机制
IF 2
International Journal of Nephrology and Renovascular Disease Pub Date : 2023-12-01 DOI: 10.2147/IJNRD.S436791
Rui Xue, Haiting Xiao, Vinod Kumar, Xiqian Lan, Ashwani Malhotra, Pravin C. Singhal, Jianning Chen
{"title":"The Molecular Mechanism of Renal Tubulointerstitial Inflammation Promoting Diabetic Nephropathy","authors":"Rui Xue, Haiting Xiao, Vinod Kumar, Xiqian Lan, Ashwani Malhotra, Pravin C. Singhal, Jianning Chen","doi":"10.2147/IJNRD.S436791","DOIUrl":"https://doi.org/10.2147/IJNRD.S436791","url":null,"abstract":"Abstract Diabetic nephropathy (DN) is a common complication affecting many diabetic patients, leading to end-stage renal disease. However, its pathogenesis still needs to be fully understood to enhance the effectiveness of treatment methods. Traditional theories are predominantly centered on glomerular injuries and need more explicit explanations of recent clinical observations suggesting that renal tubules equally contribute to renal function and that tubular lesions are early features of DN, even occurring before glomerular lesions. Although the conventional view is that DN is not an inflammatory disease, recent studies indicate that systemic and local inflammation, including tubulointerstitial inflammation, contributes to the development of DN. In patients with DN, intrinsic tubulointerstitial cells produce many proinflammatory factors, leading to medullary inflammatory cell infiltration and activation of inflammatory cells in the interstitial region. Therefore, understanding the molecular mechanism of renal tubulointerstitial inflammation contributing to DN injury is of great significance and will help further identify key factors regulating renal tubulointerstitial inflammation in the high glucose environment. This will aid in developing new targets for DN diagnosis and treatment and expanding new DN treatment methods.","PeriodicalId":14181,"journal":{"name":"International Journal of Nephrology and Renovascular Disease","volume":" 3","pages":"241 - 252"},"PeriodicalIF":2.0,"publicationDate":"2023-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138620708","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Benefits of Preserving Residual Urine Output in Patients Undergoing Maintenance Haemodialysis. 保留残余尿量对维持性血液透析患者的益处。
IF 2
International Journal of Nephrology and Renovascular Disease Pub Date : 2023-10-17 eCollection Date: 2023-01-01 DOI: 10.2147/IJNRD.S421533
Mikołaj Dopierała, Krzysztof Schwermer, Krzysztof Hoppe, Małgorzata Kupczyk, Krzysztof Pawlaczyk
{"title":"Benefits of Preserving Residual Urine Output in Patients Undergoing Maintenance Haemodialysis.","authors":"Mikołaj Dopierała,&nbsp;Krzysztof Schwermer,&nbsp;Krzysztof Hoppe,&nbsp;Małgorzata Kupczyk,&nbsp;Krzysztof Pawlaczyk","doi":"10.2147/IJNRD.S421533","DOIUrl":"10.2147/IJNRD.S421533","url":null,"abstract":"<p><strong>Introduction: </strong>Chronic kidney disease is a widespread medical problem that leads to higher morbidity, mortality, and a decrease in the overall well-being of the general population. This is especially expressed in patients with end-stage renal disease (ESRD) undergoing maintenance haemodialysis. Several variables could be used to evaluate those patients' well-being and mortality risk. One of them is the presence of residual urine output.</p><p><strong>Materials and methods: </strong>The study was conducted on 485 patients treated with maintenance haemodialysis. After enrollment in the study, which consisted of medical history, physical examination, hydration assessment, and blood sampling, each patient was followed up for 24 months. We used residual urine output (RUO) as a measure of residual renal function (RRF). The entire cohort was divided into 4 subgroups based on the daily urinary output (<=100mL per day, >100mL to <=500mL, >500mL to <=1000mL and >1000mL).</p><p><strong>Results: </strong>The data show that the mortality rate was significantly higher in groups with lower RUO, which was caused mainly by cardiovascular events. Also, patients with higher RUO achieved better sodium, potassium, calcium, and phosphate balance. They were also less prone to overhydration and had a better nutritional status. Preserved RRF also had a positive impact on markers of cardiovascular damage, such as NT-proBNP as well as TnT.</p><p><strong>Conclusion: </strong>In conclusion, preserving residual urine output in ESRD patients undergoing maintenance haemodialysis is invaluable in reducing their morbidity and mortality rates and enhancing other favourable parameters of those patients.</p>","PeriodicalId":14181,"journal":{"name":"International Journal of Nephrology and Renovascular Disease","volume":"16 ","pages":"231-240"},"PeriodicalIF":2.0,"publicationDate":"2023-10-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ftp.ncbi.nlm.nih.gov/pub/pmc/oa_pdf/56/a9/ijnrd-16-231.PMC10590073.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"49690452","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Current Knowledge of Beta-Blockers in Chronic Hemodialysis Patients. β受体阻滞剂在慢性血液透析患者中的最新知识。
IF 2
International Journal of Nephrology and Renovascular Disease Pub Date : 2023-10-12 eCollection Date: 2023-01-01 DOI: 10.2147/IJNRD.S414774
Intissar Haddiya, Siria Valoti
{"title":"Current Knowledge of Beta-Blockers in Chronic Hemodialysis Patients.","authors":"Intissar Haddiya,&nbsp;Siria Valoti","doi":"10.2147/IJNRD.S414774","DOIUrl":"10.2147/IJNRD.S414774","url":null,"abstract":"<p><p>Beta-blockers include a large spectrum of drugs with various specific characteristics, and a well-known cardioprotective efficacy. They are recommended in heart failure, hypertension and arrhythmia. Their use in chronic hemodialysis patients is still controversial, mainly because of the lack of specific randomized clinical trials. Large observational studies and two important clinical trials have reported almost unanimously their efficacy in chronic hemodialysis patients, which seems to be related to their levels of dialyzability and cardioselectivity. A recent meta-analysis suggested that high dialyzable beta-blockers are correlated to a reduced risk of all-cause mortality and cardiovascular complications compared with low dialyzable beta-blockers. Despite their benefits, beta-blockers may have adverse effects, such as intradialytic hypotension with low dialyzability beta-blockers or the risk of sub-therapeutic plasma concentration of high dialyzable ones during dialysis sessions. Both cases are linked to adverse cardiovascular events. A solution for both high and low dialyzable drugs could be their administration after dialysis sessions. Futhermore, the bulk of existing literature seems to favor cardioselective beta-blockers with moderate-to-high dialyzability as the ideal agents in dialysis patients, but further, larger studies are needed. This review aims to analyze beta-blockers' characteristics, indications and evidence-based role in chronic hemodialysis patients.</p>","PeriodicalId":14181,"journal":{"name":"International Journal of Nephrology and Renovascular Disease","volume":"16 ","pages":"223-230"},"PeriodicalIF":2.0,"publicationDate":"2023-10-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ftp.ncbi.nlm.nih.gov/pub/pmc/oa_pdf/a9/98/ijnrd-16-223.PMC10578177.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"41235114","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Predicting the Stone-Free Status of Percutaneous Nephrolithotomy with the Machine Learning System. 用机器学习系统预测经皮肾穿刺取石术无结石状态。
IF 2
International Journal of Nephrology and Renovascular Disease Pub Date : 2023-09-11 eCollection Date: 2023-01-01 DOI: 10.2147/IJNRD.S427404
Rami AlAzab, Owais Ghammaz, Nabil Ardah, Ayah Al-Bzour, Layan Zeidat, Zahraa Mawali, Yaman B Ahmed, Tha'er Abdulkareem Alguzo, Azhar Mohanad Al-Alwani, Mahmoud Samara
{"title":"Predicting the Stone-Free Status of Percutaneous Nephrolithotomy with the Machine Learning System.","authors":"Rami AlAzab,&nbsp;Owais Ghammaz,&nbsp;Nabil Ardah,&nbsp;Ayah Al-Bzour,&nbsp;Layan Zeidat,&nbsp;Zahraa Mawali,&nbsp;Yaman B Ahmed,&nbsp;Tha'er Abdulkareem Alguzo,&nbsp;Azhar Mohanad Al-Alwani,&nbsp;Mahmoud Samara","doi":"10.2147/IJNRD.S427404","DOIUrl":"10.2147/IJNRD.S427404","url":null,"abstract":"<p><strong>Purpose: </strong>The study aimed to create a machine learning model (MLM) to predict the stone-free status (SFS) of patients undergoing percutaneous nephrolithotomy (PCNL) and compare its performance to the S.T.O.N.E. and Guy's stone scores.</p><p><strong>Patients and methods: </strong>This is a retrospective study that included 320 PCNL patients. Pre-operative and post-operative variables were extracted and entered into three MLMs: RFC, SVM, and XGBoost. The methods used to assess the performance of each were mean bootstrap estimate, 10-fold cross-validation, classification report, and AUC. Each model was externally validated and evaluated by mean bootstrap estimate with CI, classification report, and AUC.</p><p><strong>Results: </strong>Out of the 320 patients who underwent PCNL, the SFS was found to be 69.4%. The RFC mean bootstrap estimate was 0.75 and 95% CI: [0.65-0.85], 10-fold cross-validation of 0.744, an accuracy of 0.74, and AUC of 0.761. The XGBoost results were 0.74 [0.63-0.85], 0.759, 0.72, and 0.769, respectively. The SVM results were 0.70 [0.60-0.79], 0.725, 0.74, and 0.751, respectively. The AUC of Guy's stone score and the S.T.O.N.E. score were 0.666 and 0.71, respectively. The RFC external validation set had a mean bootstrap estimate of 0.87 and 95% CI: [0.81-0.92], an accuracy of 0.70, and an AUC of 0.795, While the XGBoost results were 0.84 [0.78-0.91], 0.74, and 0.84, respectively. The SVM results were 0.86 [0.80-0.91], 0.79, and 0.858, respectively.</p><p><strong>Conclusion: </strong>MLMs can be used with high accuracy in predicting SFS for patients undergoing PCNL. MLMs we utilized predicted the SFS with AUCs superior to those of GSS and S.T.O.N.E scores.</p>","PeriodicalId":14181,"journal":{"name":"International Journal of Nephrology and Renovascular Disease","volume":"16 ","pages":"197-206"},"PeriodicalIF":2.0,"publicationDate":"2023-09-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ftp.ncbi.nlm.nih.gov/pub/pmc/oa_pdf/a8/ae/ijnrd-16-197.PMC10503523.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"10289870","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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