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Yurick S, Ray S, El-Nashar S, Brennand E, Kim-Fine S, Sanaee M, Regan S, Geoffrion R, Occhino J, Hijaz A, Sheyn D. Prediction of Postoperative Urinary Tract Infection Following Benign Gynecologic Surgery. Int Urogynecol J 2024; 35:1035-1043. [PMID: 38625604 DOI: 10.1007/s00192-024-05773-9] [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: 01/19/2024] [Accepted: 03/06/2024] [Indexed: 04/17/2024]
Abstract
INTRODUCTION AND HYPOTHESIS The objective was to develop a prediction model for urinary tract infection (UTI) after pelvic surgery. METHODS We utilized data from three tertiary care centers of women undergoing pelvic surgery. The primary outcome was a UTI within 8 weeks of surgery. Additional variables collected included procedural data, severity of prolapse, use of mesh, anti-incontinence surgery, EBL, diabetes, steroid use, estrogen use, postoperative catheter use, PVR, history of recurrent UTI, operative time, comorbidities, and postoperative morbidity including venous thromboembolism, surgical site infection. Two datasets were used for internal validation, whereas a third dataset was used for external validation. Algorithms that tested included the following: multivariable logistic regression, decision trees (DTs), naive Bayes (NB), random forest (RF), gradient boosting (GB), and multilayer perceptron (MP). RESULTS For the training dataset, containing both University of British Columbia and Mayo Clinic Rochester data, there were 1,657 patients, with 172 (10.4%) UTIs; whereas for the University of Calgary external validation data, there were a total of 392 patients with a UTI rate of 16.1% (n = 63). All models performed well; however, the GB, DT, and RF models all had an area under the curve (AUC) > 0.97. With external validation the model retained high discriminatory ability, DT: AUC = 0.88, RF: AUC = 0.88, and GB: AUC = 0.90. CONCLUSIONS A model with high discriminatory ability can predict UTI within 8 weeks of pelvic surgery. Future studies should focus on prospective validation and application of randomized trial models to test the utility of this model in the prevention of postoperative UTI.
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Affiliation(s)
- Sarah Yurick
- Case Western Reserve University College of Engineering, Cleveland, OH, USA
| | - Soumya Ray
- Case Western Reserve University College of Engineering, Cleveland, OH, USA
| | | | | | | | - May Sanaee
- University of Alberta, Edmonton, AB, Canada
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Jiang L, Wang H, Luo L, Pang X, Liu T, Sun L, Zhang G. Urogenital microbiota-driven virulence factor genes associated with recurrent urinary tract infection. Front Microbiol 2024; 15:1344716. [PMID: 38384270 PMCID: PMC10879396 DOI: 10.3389/fmicb.2024.1344716] [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: 11/27/2023] [Accepted: 01/18/2024] [Indexed: 02/23/2024] Open
Abstract
Urinary tract infections (UTIs) are a common health issue affecting individuals worldwide. Recurrent urinary tract infections (rUTI) pose a significant clinical challenge, with limited understanding of the underlying mechanisms. Recent research suggests that the urobiome, the microbial community residing in the urinary tract, may play a crucial role in the development and recurrence of urinary tract infections. However, the specific virulence factor genes (VFGs) driven by urobiome contributing to infection recurrence remain poorly understood. Our study aimed to investigate the relationship between urobiome driven VFGs and recurrent urinary tract infections. By analyzing the VFGs composition of the urinary microbiome in patients with rUTI compared to a control group, we found higher alpha diversity in rUTI patients compared with healthy control. And then, we sought to identify specific VFGs features associated with infection recurrence. Specifically, we observed an increased abundance of certain VGFs in the recurrent infection group. We also associated VFGs and clinical data. We then developed a diagnostic model based on the levels of these VFGs using random forest and support vector machine analysis to distinguish healthy control and rUIT, rUTI relapse and rUTI remission. The diagnostic accuracy of the model was assessed using receiver operating characteristic curve analysis, and the area under the ROC curve were 0.83 and 0.75. These findings provide valuable insights into the complex interplay between the VFGs of urobiome and recurrent urinary tract infections, highlighting potential targets for therapeutic interventions to prevent infection recurrence.
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Affiliation(s)
| | | | | | | | | | - Lijiang Sun
- Department of Urology, Affiliated Hospital of Qingdao University, Qingdao, China
| | - Guiming Zhang
- Department of Urology, Affiliated Hospital of Qingdao University, Qingdao, China
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Mann GK, Koenig NA, Lee T, Geoffrion R. Reducing urinary tract infection in female pelvic surgery: A retrospective cohort study. Int J Gynaecol Obstet 2023; 163:639-644. [PMID: 37243324 DOI: 10.1002/ijgo.14892] [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: 12/23/2022] [Revised: 03/30/2023] [Accepted: 05/09/2023] [Indexed: 05/28/2023]
Abstract
OBJECTIVE To compare prebundle versus postbundle implementation urinary tract infection (UTI) rates among inpatients within 6 weeks of clean-contaminated pelvic reconstructive surgery. METHODS The authors conducted a retrospective cohort study from September 2019 to December 2021 at a tertiary hospital. The bundle strategy included the following: universal preoperative UTI check with treatment if positive, replacing prolonged postoperative voiding trials on the ward with earlier discharge and indwelling catheter removal by a nurse continence advisor the next day, and daily cranberry extract for 6 weeks postoperatively. UTI was defined as positive urine culture (≥100 000 colony-forming unit per mL) in a symptomatic patient. Data analysis involved hypothesis testing and logistic regression. RESULTS The authors reviewed 132 postbundle inpatient charts and retained 93 for analyses. The results were compared with 204 prebundle inpatient charts. The rate of postoperative UTI decreased from 17.6% in the prebundle group to 6.5% after bundle implementation (P = 0.01). The adjusted odds ratio for postbundle versus prebundle likelihood of UTI was 0.35 (95% confidence interval, 0.13-0.98; P = 0.045). Significantly more postbundle patients compared with prebundle patients were discharged home on the first day postoperatively (76.3% vs. 37.7%, P < 0.001). CONCLUSIONS A clinical bundle can significantly decrease both UTI rates and hospital stay after pelvic reconstructive surgery.
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Affiliation(s)
- Gurkiran K Mann
- Department of Obstetrics and Gynecology, McMaster University, Hamilton, Ontario, Canada
| | - Nicole A Koenig
- Department of Obstetrics and Gynecology, University of British Columbia, Vancouver, British Columbia, Canada
| | - Terry Lee
- Centre for Health Evaluation and Outcome Sciences, University of British Columbia, Vancouver, British Columbia, Canada
| | - Roxana Geoffrion
- Department of Obstetrics and Gynecology, University of British Columbia, Vancouver, British Columbia, Canada
- Centre for Health Evaluation and Outcome Sciences, University of British Columbia, Vancouver, British Columbia, Canada
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Wang R, Scutari T, Tunitsky-Bitton E. Implementation of a Clinical Protocol to Reduce Urinary Tract Infections Among Women With Urinary Retention After Pelvic Reconstructive Surgery: A Prospective Quality Improvement Study. JOURNAL OF OBSTETRICS AND GYNAECOLOGY CANADA 2023; 45:134-140. [PMID: 36565922 DOI: 10.1016/j.jogc.2022.11.014] [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: 09/12/2022] [Revised: 11/28/2022] [Accepted: 11/30/2022] [Indexed: 12/24/2022]
Abstract
OBJECTIVE We implemented and assessed a clinical practice quality improvement protocol aimed at decreasing postoperative urinary tract infections (UTIs) among patients with transurethral catheters. METHODS This was a quality improvement study with pre- and post-intervention comparisons. Patients requiring postoperative transurethral catheters underwent 3 interventions: (1) shortening the time from surgery to repeat voiding trials to 3-5 days for pelvic reconstructive surgeries and to 1-3 days for mid-urethral slings, (2) avoiding routine urine cultures at the time of voiding trials, and (3) recommending 2 L of water intake daily until 3 days after the voiding trial. The primary outcome was the percentage of patients receiving antibiotics for UTIs within 6 weeks. Secondary outcomes included rates of failing office voiding trials, UTI symptoms/cultures, adherence to hydration, and health care resource utilization. RESULTS We included 31 patients before and 40 patients after the intervention. The 2 cohorts had similar demographic and clinical characteristics. Among patients requiring catheterization, rates of antibiotic treatment for UTIs decreased from 65% to 40% after the intervention (P = 0.04). UTI symptoms and urine cultures sent for analysis decreased significantly (P = 0.04 and P = 0.005, respectively). There was high adherence (84%) to increased hydration. Rates of failing office voiding trials remained similar. The number of phone calls decreased by 43% (P = 0.003), and there was no increase in office or emergency department visits. Multivariate regression showed that UTIs were 2.04 times more likely before than after the intervention. CONCLUSION Our quality improvement intervention was practical to implement and effective in reducing postoperative UTIs among patients with urinary catheters.
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Affiliation(s)
- Rui Wang
- Division of Female Pelvic Medicine and Reconstructive Surgery, Department of Obstetrics and Gynecology, Hartford Hospital, Hartford, CT.
| | - Taylor Scutari
- University of Connecticut School of Medicine, Farmington, CT
| | - Elena Tunitsky-Bitton
- Division of Female Pelvic Medicine and Reconstructive Surgery, Department of Obstetrics and Gynecology, Hartford Hospital, Hartford, CT
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Wawrysiuk S, Rechberger T, Kubik-Komar A, Kolodynska A, Naber K, Miotla P. Postoperative Prevention of Urinary Tract Infections in Patients after Urogynecological Surgeries-Nonantibiotic Herbal (Canephron) versus Antibiotic Prophylaxis (Fosfomycin Trometamol): A Parallel-Group, Randomized, Noninferiority Experimental Trial. Pathogens 2022; 12:pathogens12010027. [PMID: 36678373 PMCID: PMC9864930 DOI: 10.3390/pathogens12010027] [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: 10/19/2022] [Revised: 12/21/2022] [Accepted: 12/22/2022] [Indexed: 12/28/2022] Open
Abstract
INTRODUCTION AND HYPOTHESIS Urinary tract infections (UTIs) are one of the most common complications of urogynecological surgeries. The risk of UTIs is increased by the catheterization of the bladder, intraoperative cystoscopy, and urine retention after the procedure. Due to increasing antibiotic resistance, there is a need to search for new methods of postoperative UTI prevention. Canephron is a mixture of century herbs, lovage roots, and rosemary leaves with diuretic, spasmolytic, anti-inflammatory, antibacterial, and nephroprotective properties. The aim of this study is to demonstrate the noninferiority of Canephron versus antibiotic prophylaxis with fosfomycin trometamol (FT), based on the collective results of postoperative urine culture analyses. METHODS One hundred and twenty-five female patients were randomized into two groups before undergoing urogynecological surgeries, including a control group (n = 67), which received one dose of 3 g of FT the day after the procedure, and a study group (n = 58), which received Canephron three times a day for 14 days, starting the day after the procedure. All the patients were assessed using the Acute Cystitis Symptom Score (ACSS). RESULTS UTIs were observed in 6.4% of the patients. There was no statistically significant difference between the use of FT and Canephron in terms of UTIs (Chi^2 N-1 = 0.8837; p = ns). Additional factors, such as menopausal status and the type of procedure performed, increased the risk of developing a UTI. Factors such as the body mass index (BMI) and parity had no correlation. CONCLUSIONS Canephron is noninferior to FT in the prevention of postoperative UTIs. The use of such a phytotherapeutic drug may help to decrease antibiotic consumption, which is closely connected to the growing trend of antibiotic resistance.
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Affiliation(s)
- Sara Wawrysiuk
- 2nd Department of Gynaecology, Medical University of Lublin, ul. Jaczewskiego 8, 20-954 Lublin, Poland
- Correspondence:
| | - Tomasz Rechberger
- 2nd Department of Gynaecology, Medical University of Lublin, ul. Jaczewskiego 8, 20-954 Lublin, Poland
| | - Agnieszka Kubik-Komar
- Department of Applied Mathematics and Computer Science, University of Life Sciences in Lublin, ul. Głęboka 28, 20-950 Lublin, Poland
| | - Aleksandra Kolodynska
- 2nd Department of Gynaecology, Medical University of Lublin, ul. Jaczewskiego 8, 20-954 Lublin, Poland
| | - Kurt Naber
- Department of Urology, Technical University of Munich, Arcisstrasse 21, 80333 Munich, Germany
| | - Pawel Miotla
- 2nd Department of Gynaecology, Medical University of Lublin, ul. Jaczewskiego 8, 20-954 Lublin, Poland
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Bretschneider CE, Scales CD, Osazuwa-Peters O, Sheyn D, Sung V. Adverse outcomes after minimally invasive surgery for pelvic organ prolapse in women 65 years and older in the United States. Int Urogynecol J 2022; 33:2409-2418. [PMID: 35662357 PMCID: PMC9724747 DOI: 10.1007/s00192-022-05238-x] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/28/2022] [Accepted: 04/12/2022] [Indexed: 10/18/2022]
Abstract
INTRODUCTION AND HYPOTHESIS To describe complications at the time of surgery, 90-day readmission and 1-year reoperation rates after minimally invasive pelvic organ prolapse (POP) in women > 65 years of age in the US using Medicare 5% Limited Data Set (LDS) Files. METHODS Medicare is a federally funded insurance program in the US for individuals 65 and older. Currently, 98% of individuals over the age of 65 in the US are covered by Medicare. We identified women undergoing minimally invasive POP surgery, defined as laparoscopic or vaginal surgery, in the inpatient and outpatient settings from 2011-2017. Patient and surgical characteristics as well as adverse events were abstracted. We used logistic regression for complications at index surgery and Cox proportional hazards regression models for time to readmission and time to reoperations. RESULTS A total of 11,779 women met inclusion criteria. The mean age was 72 (SD ± 8) years; the majority were White (91%). Most procedures were vaginal (76%) and did not include hysterectomy (68%). The rate of complications was 12%; vaginal hysterectomy (aOR 2.4, 95% CI 2.2-2.7) was the factor most strongly associated with increased odds of complications. The 90-day readmission rate was 7.3%. The most common reason for readmission was infection (2.0%), three quarters of which were urinary tract infections. Medicaid eligibility (aHR 1.5, 95% CI 1.3-1.8) and concurrent sling procedures (aHR 1.2, 95% CI 1.04-1.4) were associated with a higher risk of 90-day readmission. The 1-year reoperation rate was 4.5%. The most common type of reoperation was a sling procedure (1.8%). Obliterative POP surgery (aHR 0.6, 95% CI 0.4-0.9) was associated with a lower risk of reoperation than other types of surgery. CONCLUSIONS US women 65 years and older who are also eligible to receive Medicaid are at higher risk of 90-day readmission following minimally invasive surgery for POP with the most common reason for readmission being UTI.
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Affiliation(s)
- C Emi Bretschneider
- Division of Female Pelvic Medicine and Reconstructive Surgery, Departments of Obstetrics & Gynecology, Northwestern University Feinberg School of Medicine, Chicago, IL, USA.
| | - Charles D Scales
- Departments of Surgery (Urology) and Population Health Science, Duke Clinical Research Institute, Duke University School of Medicine, Durham, NC, USA
| | - Oyomoare Osazuwa-Peters
- Department of Population Health Science, Duke University School of Medicine, Durham, NC, USA
| | - David Sheyn
- Division of Female Pelvic Medicine and Reconstructive Surgery, Urology Institute, University Hospitals, Cleveland, OH, USA
| | - Vivian Sung
- Department Obstetrics and Gynecology, Alpert Medical School at Brown University, Providence, RI, USA
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Prediction of Poststroke Urinary Tract Infection Risk in Immobile Patients Using Machine Learning: a observational cohort study. J Hosp Infect 2022; 122:96-107. [PMID: 35045341 DOI: 10.1016/j.jhin.2022.01.002] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2021] [Revised: 01/08/2022] [Accepted: 01/08/2022] [Indexed: 11/22/2022]
Abstract
BACKGROUND Urinary tract infection (UTI) is one of major nosocomial infections significantly affecting the outcomes of immobile stroke patients. Previous studies have identified several risk factors, but it's still challenging to accurately estimate personal UTI risk. OBJECTIVES We aimed to develop predictive models for UTI risk identification for immobile stroke patients. METHODS Research data were collected from our previous multi-centre study. Derivation cohort included 3982 immobile stroke patients collected from November 1, 2015 to June 30, 2016; external validation cohort included 3837 patients collected from November 1, 2016 to July 30, 2017. 6 machine learning models and an ensemble learning model were derived based on 80% of derivation cohort and effectiveness was evaluated with the remaining 20%. We used Shapley additive explanation values to determine feature importance and examine the clinical significance of prediction models. RESULTS 2.59% (103/3982) patients were diagnosed with UTI in derivation cohort, 1.38% (53/3837) in external cohort. The ensemble learning model performed the best in area under the receiver operating characteristic (ROC) curve in internal validation (82.2%); second best in external validation (80.8%). In addition, the ensemble learning model performed the best sensitivity in both internal and external validation sets (80.9% and 81.1%, respectively). We also identified seven UTI risk factors (pneumonia, glucocorticoid use, female sex, mixed cerebrovascular disease, increased age, prolonged length of stay, and duration of catheterization). CONCLUSIONS Our ensemble learning model demonstrated promising performance. Future work should continue to develop a more concise scoring tool based on machine learning models and prospectively examining the model in practical use, thus improving clinical outcomes.
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Slopnick EA, Welles Henderson J, Chapman G, Sheyn DD, El-Nashar SA, Petrikovets A, Pollard R, Mangel JM. Cystoscopy with antibiotic irrigation during pelvic reconstruction and minimally invasive gynecologic surgery: A double-blind randomized controlled trial. Neurourol Urodyn 2020; 39:2386-2393. [PMID: 32886811 DOI: 10.1002/nau.24499] [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: 06/19/2020] [Revised: 07/22/2020] [Accepted: 08/24/2020] [Indexed: 11/08/2022]
Abstract
AIMS After pelvic reconstructive surgery, the risk of postoperative urinary tract infection (UTI) is significant; intraoperative cystoscopy may contribute to this risk. Intravesical antibiotics are used in the ambulatory setting and may be applied to the surgical arena. Our objective was to evaluate the efficacy of antibiotic irrigation during intraoperative cystoscopy to prevent postoperative UTI. METHODS This double-blind randomized controlled trial enrolled 216 women undergoing cystoscopy with elective surgery for pelvic organ prolapse, stress urinary incontinence, or laparoscopic gynecologic surgery at an academic medical center 2016-2019. Participants were randomized to cystoscopic irrigation fluid type: normal saline (control) or 200,000 U polymyxin B + 40 mg neomycin solution in normal saline (antibiotic). Patients and providers who treated UTIs were blinded. The primary outcome was treatment of UTI within 6 weeks postoperatively, defined as positive culture or treatment for a symptomatic UTI. χ2 and multivariable logistic regression analyses were performed. RESULTS We enrolled 216 women: 111 control (51.4%) and 105 antibiotic (48.6%). Mean age was 51.6 years. Groups were well matched in medical comorbidities and surgery type. Primary vaginal surgery was most common (n = 127, 58.8%). Overall, 10.7% of patients developed a postoperative UTI with no difference in incidence between groups: 9.9% of control (n = 11, 95% confidence interval [CI]: 4.0%-16.0%) versus 11.4% of antibiotic subjects (n = 12, 95% CI: 5.0%-18.0%), on χ2 (p = .718) and logistic regression analysis (adjusted odds ratio, 1.3; CI: 0.53-3.16; p = .569). CONCLUSION When cystoscopy is performed during elective pelvic surgery, use of antibiotic irrigation does not impact the rate of postoperative UTI.
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Affiliation(s)
- Emily A Slopnick
- Department of Obstetrics and Gynecology, MetroHealth Medical Center, Cleveland, Ohio, USA.,Urology Institute, University Hospitals Cleveland Medical Center, Cleveland, Ohio, USA
| | - J Welles Henderson
- Department of Obstetrics and Gynecology, MetroHealth Medical Center, Cleveland, Ohio, USA.,Urology Institute, University Hospitals Cleveland Medical Center, Cleveland, Ohio, USA
| | - Graham Chapman
- Department of Obstetrics and Gynecology, MetroHealth Medical Center, Cleveland, Ohio, USA.,Urology Institute, University Hospitals Cleveland Medical Center, Cleveland, Ohio, USA.,Department of Obstetrics and Gynecology, University Hospitals Cleveland Medical Center, Cleveland, Ohio, USA
| | - David D Sheyn
- Urology Institute, University Hospitals Cleveland Medical Center, Cleveland, Ohio, USA
| | - Sherif A El-Nashar
- Department of Obstetrics and Gynecology, University Hospitals Cleveland Medical Center, Cleveland, Ohio, USA
| | - Andrey Petrikovets
- Department of Obstetrics and Gynecology, MetroHealth Medical Center, Cleveland, Ohio, USA
| | - Robert Pollard
- Department of Obstetrics and Gynecology, MetroHealth Medical Center, Cleveland, Ohio, USA
| | - Jeffrey M Mangel
- Department of Obstetrics and Gynecology, MetroHealth Medical Center, Cleveland, Ohio, USA
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