A treatment prediction strategy for overactive bladder using a machine learning algorithm that utilized data from the FAITH study.

AIMS: To use machine learning algorithms to develop a model to accurately predict treatment responses to mirabegron or antimuscarinic agents in patients with overactive bladder (OAB), using real-world data from the FAITH registry (NCT03572231). METHODS: The FAITH registry data included patients who had been diagnosed with OAB symptoms for at least 3 months and were due to initiate monotherapy with mirabegron or any antimuscarinic. For the development of the machine learning model, data from patients were included if they had completed the 183-day study period, had data for all timepoints and had completed the overactive bladder symptom scores (OABSS) at baseline and end of study. The primary outcome of the study was a composite outcome combining efficacy, persistence, and safety outcomes. Treatment was deemed "more effective" if the composite outcome criteria for "successful," "no treatment change," and "safe" were met, otherwise treatment was deemed "less effective." To explore the composite algorithm, a total of 14 clinical risk factors were included in the initial data set and a 10-fold cross-validation procedure was performed. A range of machine learning models were evaluated to determine the most effective algorithm. RESULTS: In total, data from 396 patients were included (266 [67.2%] treated with mirabegron and 130 [32.8%] treated with an antimuscarinic). Of these, 138 (34.8%) were in the "more effective" group and 258 (65.2%) were in the "less effective" group. The groups were comparable in terms of their characteristic distributions across patient age, sex, body mass index, and Charlson Comorbidity Index. Of the six models initially selected and tested, the decision tree (C5.0) model was chosen for further optimization, and the receiver operating characteristic of the final optimized model had an area under the curve result of 0.70 (95% confidence interval: 0.54-0.85) when 15 was used for the min n parameter. CONCLUSIONS: This study successfully created a simple, rapid, and easy-to-use interface that could be further refined to produce a valuable educational or clinical decision-making aid.

The Asia-Pacific AMS800 artificial urinary sphincter consensus statement.

This Asia-Pacific (AP) AMS 800™ artificial urinary sphincter (AUS) consensus statement aims to provide a set of practical recommendations to assist surgeons with the AMS 800 device surgery. The AP consensus committee consisted of key opinion leaders with extensive experience with AMS 800 surgery across several AP countries. The panel reviewed and discussed relevant findings with emphasis on locoregional and specific clinical challenges relevant to the AP region. Recommendations were made in key areas namely (1) patient selection and informed consent process; (2) preoperative assessment; (3) dealing with co-existing urological disorders; (4) surgical principles and intraoperative troubleshooting; (5) postoperative care; (6) special populations; and (7) cost analysis and comparative review. The AMS 800 device should be offered to males with moderate to severe stress urinary incontinence (SUI). Full informed consent should be undertaken, and emphasis is placed on surgical contraindications and high-risk candidates. The presence of a surgical mentor or referral to experts is recommended in complex AUS candidates. Preoperative cystoscopy with or without multichannel urodynamic study is necessary and patients with pre-existing urological disorders should be treated adequately and clinically stable before surgery. Adherence to strict patient selection and safe surgical principles are critical to ensure excellent clinical outcomes and minimize complications. Given that InhibiZone-coated device is not available in many AP countries, the use of prophylactic antibiotics pre-and post-operatively are recommended. The AMS 800 device should be prepared according to the manufacturer's guidelines and remains a cost-effective treatment for male SUI. The AMS 800 device remains the surgical benchmark for male SUI but is associated with certain mechanical limitations and a unique set of complications.

Reconstruction for Skull Base Defect Using Fat-Containing Perifascial Areolar Tissue.

Skull base reconstruction is a challenging task. The method depends on the anatomical complexity and size of the defect. We obtained tissue by harvesting fat-containing perifascial areolar tissue (PAT) for reconstruction of limited skull base defects and volume augmentation. We demonstrated the effective option for reconstruction of limited skull base defects and volume augmentation. From October 2013 to November 2015, 5 patients underwent operations using fat-containing PAT to fill the defect in skull base and/or perform volume replacement in the forehead. Perifascial areolar tissue with 5- to 10-mm fat thickness was harvested from the inguinal region. The fat-containing PAT was grafted to the defect contacting the vascularized wound bed. Patients were followed up in terms of their clinical symptoms and postoperative magnetic resonance imaging findings. Four patients were treated using fat-containing PAT after tumor resection. One patient was treated for a posttraumatic forehead depression deformity. The fat-containing PAT included 5- to 9-mm fat thickness in all cases. The mean size of grafted PAT was 65.6 cm (28-140 cm). The mean follow-up period was 18.6 months (12-31 months). There was no notable complication. There was no donor site morbidity. We can harvest PAT with fat easily and obtain the sufficient volume to treat the defect. It also could be used with other reconstructive method, such as a free flap or a regional flap to fill the left dead space. Therefore, fat-containing PAT could be additional options to reconstruction of skull base defect.

Relationship between Morbidity and Health Behavior in Chronic Diseases.

This study aimed to analyze the demographic characteristics and health behaviors related to chronic diseases and to identify factors that may affect chronic diseases. Data from the Seventh Korea National Health and Nutrition Examination Survey were used, and 3795 adults aged above 40 years were included. The following demographic variables were obtained: sex, age, education, income, type of health insurance, and private insurance. The following health behavior factors were also analyzed: medical checkup, drinking, smoking, exercise, obesity, and hypercholesterolemia. Participants with lower socioeconomic status had a higher risk of developing chronic diseases. Meanwhile, those with private health insurance had a lower risk of developing chronic diseases. In addition, participants who underwent medical checkups and performed exercises had a lower risk, while those with obesity and hypercholesterolemia had a higher risk of developing chronic diseases. It is necessary to manage chronic diseases through comprehensive programs, rather than managing these diseases individually, and through community primary care institutions to improve health behaviors.

Unmet Medical Needs of Patients with Benign Prostate Enlargement.

This study aimed to analyze the factors affecting the unmet medical needs of patients with benign prostate enlargement (BPE) based on Andersen's behavioral model. The data were taken from the 2009-2016 Korea Health Panel Study and 3003 participants were used for analysis. "Unmet medical needs" was used as a dependent variable. Independent variables were predisposing variables: age, educational attainment, and marital status; enabling factors: income, job type, and insurance type; and need factors: lying in a sickbed, activity limitation, subjective health status, and having chronic diseases. Results showed that younger patients experienced a higher probability of unmet medical needs. Those with higher educational attainment had a lower chance of experiencing unmet medical needs. Patients with national health insurance were less likely to experience unmet medical needs. In addition, patients who experienced lying in a sickbed had a higher probability of experiencing unmet medical needs. Therefore, in order to reduce the unmet medical needs of patients with BPE, it is necessary to allow patients to be treated early and give them accurate information about the disease. In addition, access to medical care should be strengthened through continuous care focused on primary care.

Current surgical management of pelvic organ prolapse: Strategies for the improvement of surgical outcomes.

There are a variety of surgical management strategies to help surgeons repair pelvic organ prolapse (POP). Surgical treatment for POP includes native tissue repair, augmentation with mesh, and minimally invasive surgeries. Currently, laparoscopic or robotic techniques for POP repair are increasing in popularity and continuing to evolve. The aim of this review is to present an up-to-date review of surgical techniques used for POP repair and to discuss ways to optimize surgical outcomes.

Recent Patient Health Monitoring Platforms Incorporating Internet of Things-Enabled Smart Devices.

Synergistic integration of the Internet of Things (IoT), cloud computing, and big data technologies in healthcare have led to the notion of "smart health." Smart health is an emerging concept that refers to the provision of healthcare services for prevention, diagnosis, treatment, and follow-up management at any time or any place by connecting information technologies and healthcare. As a significant breakthrough in smart healthcare development, IoT-enabled smart devices allow medical centers to carry out preventive care, diagnosis, and treatment more competently. This review focuses on recently developed patient health monitoring platforms based on IoT-enabled smart devices that can collect real-time patient data and transfer information for assessment by healthcare providers, including doctors, hospitals, and clinics, or for self-management. We aimed to summarize the available information about recently approved devices and state-of-the-art developments through a comprehensive, systematic literature review. In this review, we also discuss possible future directions for the integration of cloud computing and blockchain, which may offer unprecedented breakthroughs in on-demand medical services. The combination of IoT with real-time, remote patient monitoring empowers patients to assert more control over their care, thereby allowing them to actively monitor their particular health conditions.

Avoiding student infection during a Middle East respiratory syndrome (MERS) outbreak: a single medical school experience.

PURPOSE: In outbreaks of infectious disease, medical students are easily overlooked in the management of healthcare personnel protection although they serve in clinical clerkships in hospitals. In the early summer of 2015, Middle East respiratory syndrome (MERS) struck South Korea, and students of Sungkyunkwan University School of Medicine (SKKUSOM) were at risk of contracting the disease. The purpose of this report is to share SKKUSOM's experience against the MERS outbreak and provide suggestions for medical schools to consider in the face of similar challenges. METHODS: Through a process of reflection-on-action, we examined SKKUSOM's efforts to avoid student infection during the MERS outbreak and derived a few practical guidelines that medical schools can adopt to ensure student safety in outbreaks of infectious disease. RESULTS: The school leadership conducted ongoing risk assessment and developed contingency plans to balance student safety and continuity in medical education. They rearranged the clerkships to another hospital and offered distant lectures and tutorials. Five suggestions are extracted for medical schools to consider in infection outbreaks: instant cessation of clinical clerkships; rational decision making on a school closure; use of information technology; constant communication with hospitals; and open communication with faculty, staff, and students. CONCLUSION: Medical schools need to take the initiative and actively seek countermeasures against student infection. It is essential that medical schools keep constant communication with their index hospitals and the involved personnel. In order to assure student learning, medical schools may consider offering distant education with online technology.

A comparative study on the efficacy of solifenacin succinate in patients with urinary frequency with or without urgency.

OBJECTIVES: Patients with overactive bladder (OAB) often have trouble perceiving urgency because of difficulties in distinguishing between urgency and desire to void. Empirical antimuscarinic treatment of patients with frequency only may be reasonable if conservative management has failed. We compared the efficacy of solifenacin in patients with frequency with or without urgency. MATERIALS AND METHODS: This multicenter, 12-week, open-label, comparative, non-inferiority clinical trial assessed whether the solifenacin efficacy for frequency without urgency is non-inferior to its efficacy for frequency with urgency. All patients had micturition frequency ≥ 8 voids/day with or without urgency. Primary efficacy variable: daily frequency change at 12 weeks relative to baseline. Secondary efficacy variables: change at 12 weeks relative to baseline in Patients' Perception of Bladder Condition (PPBC), OAB Symptom Score (OABSS), and Benefit, Satisfaction, Willingness to continue (BSW) questionnaire. RESULTS: Of the 286 enrolled patients, 240 (83.9%) completed the study (without urgency n = 115; with urgency n = 125). Full dataset analysis revealed that the groups without and with urgency exhibited significant reductions in daily micturition frequency of -2.49 ± 0.35 (mean ± standard error) and -2.63 ± 0.37, respectively. The lower limit of the 95% two-sided CI of the comparison of the two group means was -1.14, which is smaller than the -0.8 margin of clinical equivalence. The two groups did not differ in improvement in PPBC, OABSS, or BSW scores. Both tolerated the treatment well. CONCLUSIONS: It was not possible to verify that the solifenacin efficacy for frequency alone was non-inferior to its efficacy for OAB. Nevertheless, solifenacin tended to be effective for frequency regardless of urgency. TRIAL REGISTRATION: ClinicalTrials.gov NCT00979472.

Assessment of patient-reported outcome of patients with lower urinary tract symptoms suggestive of benign prostatic hyperplasia and treated with tamsulosin HCl in Korea.

OBJECTIVES: To evaluate the effect of tamsulosin 0.2 mg once daily in treatment of patients with benign prostatic hyperplasia (BPH) using the new subjective assessment of patient-reported outcomes and the lower urinary tract symptoms (LUTS) outcome score (LOS). METHODS: Of 370 patients from 9 urology outpatient clinics, 299 finished this study. Tamsulosin 0.2 mg once daily was administered orally in a nonblind design for a 12-week period. The primary endpoint of this study was to evaluate the effect of tamsulosin with new assessing parameters; the most bothersome symptoms, BPH K1-short form and LOS. The secondary endpoint was to evaluate the effect of tamsulosin with conventional parameters, International Prostate Symptom Score (IPSS), maximum flow rate (Q(max.)), and postvoiding residual urine volume. RESULTS: A total of 189 (63.2%) of 299 patients responded that their most bothersome symptom had been improved at 12 weeks after study. All 9 items in BPH K1-short form showed statistically significant improvement (P <.05). Overall, 20 (6.7%) patients met criteria for cured, 246 (82.3%) for improved, and 33 (11.0%) for failed. Statistically significant improvements were observed in IPSS, Q(max.), and postvoiding residual urine volume (P <.05). CONCLUSIONS: Tamsulosin 0.2 mg once daily may be an effective treatment, subjectively and objectively in patients with BPH. To evaluate the effect of the treatment in patients with BPH, it may be more effective to use the subjective quality of life questionnaire and the subjective-objective data integrated LOS than the currently used IPSS and Q(max.).

Effects of bladder training and/or tolterodine in female patients with overactive bladder syndrome: a prospective, randomized study.

We compared the effects of bladder training and/or tolterodine as first line treatment in female patients with overactive bladder (OAB). One hundred and thirty-nine female patients with OAB were randomized to treatment with bladder training (BT), tolterodine (To, 2 mg twice daily) or both (Co) for 12 weeks. Treatment efficacy was measured by micturition diary, urgency scores and patients' subjective assessment of their bladder condition. Mean frequency and nocturia significantly decreased in all treatment groups, declining 25.9% and 56.1%, respectively, in the BT group; 30.2% and 65.4%, respectively, in the To group; and 33.5% and 66.3%, respectively in the Co group (p<0.05 for each). The decrease in frequency was significantly greater in the Co group than in the BT group (p<0.05). Mean urgency score decreased by 44.8%, 62.2% and 60.2% in the BT, To, and Co groups, respectively, and the improvement was significantly greater in the To and Co groups than in the BT group (p<0.05 for each). Although BT, To and their combination were all effective in controlling OAB symptoms, combination therapy was more effective than either method alone. Tolterodine alone may be instituted as a first-line therapy, but may be more effective when combined with bladder training.

Tolterodine: as effective but better tolerated than oxybutynin in Asian patients with symptoms of overactive bladder.

BACKGROUND: This double-blind, multicenter study compared the efficacy and tolerability of tolterodine (Pharmacia, Los Angeles, USA) with that of oxybutynin (Alza, Palo Alto, USA) in Asian patients with overactive bladder. METHODS: Two-hundred-and-twenty-eight adults with overactive bladder symptoms were randomized to receive tolterodine 2 mg twice daily (bid) (n = 112) or oxybutynin 5 mg bid (n = 116). After 8 weeks' treatment, changes in micturition diary variables, patients' perception of treatment benefit, and tolerability endpoints were determined. RESULTS: The mean (+/- SD) number of micturitions/24 h decreased by 2.6 +/- 2.9 (-21%) with tolterodine and 1.8 +/- 4.2 (-15%) with oxybutynin (both P = 0.0001 vs baseline). The mean number of incontinence episodes/24 h decreased by 2.2 +/- 2.3 (-85%) in the tolterodine group and by 1.4 +/- 1.8 (-58%) in the oxybutynin group (both P = 0.0001 vs baseline). Patient perception of treatment benefit was over 70% in each treatment group. Adverse events were significantly lower in the tolterodine group compared with oxybutynin-treated patients (55% vs 82%; P = 0.001). Dry mouth was reported by significantly fewer patients on tolterodine, compared with oxybutynin (35% vs 63%; P = 0.001) and withdrawals due to adverse events were lower in the tolterodine group than with those treated with oxybutynin (10% vs 16%). There were no safety concerns. CONCLUSIONS: Tolterodine 2 mg bid is equally or more effective than oxybutynin 5 mg bid in the treatment of Asian patients with overactive bladder, and shows significantly better tolerability. This may enhance compliance during long-term treatment.