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Video: Current status of artificial intelligence applications in urology

Current status of artificial intelligence applications in urology and their potential to influence clinical practice

Abstract

Objective

To investigate the applications of artificial intelligence (AI) in diagnosis, treatment and outcome prediction in urologic diseases and evaluate its advantages over traditional models and methods.

Materials and methods

A literature search was performed after PROSPERO registration (CRD42018103701) and in compliance with Preferred Reported Items for Systematic Reviews and Meta‐Analyses (PRISMA) methods. Articles between 1994 and 2018 using the search terms “urology”, “artificial intelligence”, “machine learning” were included and categorized by the application of AI in urology. Review articles, editorial comments, articles with no full‐text access, and non-urologic studies were excluded.

Results

Initial search yielded 231 articles, but after excluding duplicates and following full‐text review and examination of article references, only 111 articles were included in the final analysis. AI applications in urology include: utilizing radiomic imaging or ultrasonic echo data to improve or automate cancer detection or outcome prediction, utilizing digitized tissue specimen images to automate detection of cancer on pathology slides, and combining patient clinical data, biomarkers, or gene expression to assist disease diagnosis or outcome prediction. Some studies employed AI to plan brachytherapy and radiation treatments while others used video based or robotic automated performance metrics to objectively evaluate surgical skill. Compared to conventional statistical analysis, 71.8% of studies concluded that AI is superior in diagnosis and outcome prediction.

Conclusion

AI has been widely adopted in urology. Compared to conventional statistics AI approaches are more accurate in prediction and more explorative for analyzing large data cohorts. With an increasing library of patient data accessible to clinicians, AI may help facilitate evidence‐based and individualized patient care.

Video: Use of indocyanine green to minimise uretero-enteric strictures following RARC

Use of indocyanine green to minimise uretero‐enteric strictures after robotic radical cystectomy

Abstract

Objective

To evaluate the impact of indocyanine green (ICG) for assessing ureteric vascularity on the rate of uretero‐enteric stricture formation after robot‐assisted radical cystectomy (RARC) with intracorporeal urinary diversion (ICUD).

Patients and methods

We identified 179 patients undergoing RARC and ICUD between January 2014 and May 2017, and divided the patients into two groups based on the utilisation of ICG for the assessment of ureteric vascularity (non‐ICG group and ICG group). We retrospectively reviewed the medical records to identify the length of ureter excised. Demographic, perioperative outcomes (including 90‐day complications and readmissions), and the rate of uretero‐enteric stricture were compared between the two groups. The two groups were compared using the t‐test for continuous variables and the chi‐squared test for categorical variables. A P < 0.05 was considered statistically significant.

Results

A total of 132 and 47 patients were in the non‐ICG group and the ICG group, respectively. There were no differences in baseline characteristics and perioperative outcomes including operating time, estimated blood loss, and length of stay. The ICG group was associated with a greater length of ureter being excised during the uretero‐enteric anastomosis and a greater proportion of patients having long segment (>5 cm) ureteric resection. The median follow‐up was 14 and 12 months in the non‐ICG and ICG groups, respectively. The ICG group was associated with no uretero‐enteric strictures compared to a per‐patient stricture rate of 10.6% and a per‐ureter stricture rate of 6.6% in the non‐ICG group (P = 0.020 and P = 0.013, respectively).

Conclusion

The use of ICG fluorescence to assess distal ureteric vascularity during RARC and ICUD may reduce the risk of ischaemic uretero‐enteric strictures. The technique is simple, safe, and reproducible. Larger studies with longer follow‐up are needed to confirm our findings.

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Video: Selective tetramodal bladder‐preservation therapy for MIBC

Selective tetramodal bladder‐preservation therapy, incorporating induction chemoradiotherapy and consolidative partial cystectomy with pelvic lymph node dissection for muscle‐invasive bladder cancer: oncological and functional outcomes of 107 patients

Abstract

Objectives

To evaluate the oncological and functional outcomes associated with selective tetramodal bladder‐sparing therapy, comprising maximal transurethral resection of bladder tumour (TURBT), induction chemoradiotherapy (CRT), and consolidative partial cystectomy (PC) with pelvic lymph node dissection (PLND).

Materials and Methods

In the present study, 154 patients with non‐metastatic muscle‐invasive bladder cancer (MIBC), prospectively enrolled in the tetramodal bladder‐preservation protocol, were analysed. After TURBT and induction CRT, patients showing complete remission were offered consolidative PC with PLND for the achievement of bladder preservation. Pathological response to induction CRT was evaluated using PC specimens. Oncological and functional outcomes after bladder preservation were evaluated using the following endpoints: MIBC‐recurrence‐free survival (RFS); cancer‐specific survival (CSS); overall survival (OS), and cross‐sectional assessments of preserved bladder function and quality of life (QoL) including uroflowmetry, bladder diary, International Prostate Symptom Score, Overactive Bladder Symptom Score and the 36‐item Short‐Form Health Survey (SF‐36) score.

Results

The median follow‐up period was 48 months. Complete MIBC remission was achieved in 121 patients (79%) after CRT, and 107 patients (69%) completed the tetramodal bladder‐preservation protocol comprising consolidative PC with PLND. Pathological examination in these 107 patients revealed residual invasive cancer (≥pT1) that was surgically removed in 11 patients (10%) and lymph node metastases in two patients (2%). The 5‐year MIBC‐RFS, CSS and OS rates in the 107 patients who completed the protocol were 97%, 93% and 91%, respectively. As for preserved bladder function, the median maximum voided volume, post‐void residual urine volume, and nighttime frequency were 350 mL, 25 mL, and two voids, respectively. In the SF‐36, patients had favourable scores, equivalent to the age‐matched references in all the QoL scales.

Conclusion

Selective tetramodal bladder‐preservation therapy, incorporating consolidative PC with PLND, yielded favourable oncological and functional outcomes in patients with MIBC. Consolidative PC may have contributed to the low rate of MIBC recurrence in patients treated according to this protocol.

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Video: Resident burnout in USA and European urology residents

Resident burnout in USA and European urology residents: an international concern

Abstract

Objective

To describe the prevalence and predictors of burnout in USA and European urology residents, as although the rate of burnout in urologists is high and associated with severe negative sequelae, the extent and predictors of burnout in urology trainees remains poorly understood.

Subjects and methods

An anonymous 32‐question survey of urology trainees across the USA and four European countries, analysing personal, programme, and institutional factors, was conducted. Burnout was assessed using the validated abridged Maslach Burnout Inventory. Univariate analysis and multivariable logistic regression models assessed drivers of burnout in the two cohorts.

Results

Overall, 40% of participants met the criteria for burnout as follows: Portugal (68%), Italy (49%), USA (38%), Belgium (36%), and France (26%). Response rates were: USA, 20.9%; Italy, 45.2%; Portugal, 30.5%; France, 12.5%; and Belgium, 9.4%. Burnout was not associated with gender or level of training. In both cohorts, work–life balance (WLB) dissatisfaction was associated with increased burnout (odds ratio [OR] 4.5, P < 0.001), whilst non‐medical reading (OR 0.6, P = 0.001) and structured mentorship (OR 0.4, P = 0.002) were associated with decreased burnout risk. Lack of access to mental health services was associated with burnout in the USA only (OR 3.5, P = 0.006), whilst more weekends on‐call was associated with burnout in Europe only (OR 8.3, P = 0.033). In both cohorts, burned out residents were more likely to not choose a career in urology again (USA 54% vs 19%, P < 0.001; Europe 43% vs 25%, P = 0.047).

Conclusion

In this study of USA and European urology residents, we found high rates of burnout on both continents. Despite regional differences in the predictors of burnout, awareness of the unique institutional drivers may help inform directions of future interventions.

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Video: Biparametric vs multiparametric prostate MRI for the detection of PCa in treatment‐naïve patients: a diagnostic test accuracy systematic review and meta‐analysis

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Abstract

Objective

To perform a diagnostic test accuracy (DTA) systematic review and meta‐analysis comparing multiparametric (diffusion‐weighted imaging [DWI], T2‐weighted imaging [T2WI], and dynamic contrast‐enhanced [DCE] imaging) magnetic resonance imaging (mpMRI) and biparametric (DWI and T2WI) MRI (bpMRI) in detecting prostate cancer in treatment‐naïve patients.

Methods

The Medical Literature Analysis and Retrieval System Online (MEDLINE) and Excerpta Medica dataBASE (EMBASE) were searched to identify relevant studies published after 1 January 2012. Articles underwent title, abstract, and full‐text screening. Inclusion criteria consisted of patients with suspected prostate cancer, bpMRI and/or mpMRI as the index test(s), histopathology as the reference standard, and a DTA outcome measure. Methodological and DTA data were extracted. Risk of bias was assessed using the Quality Assessment of Diagnostic Accuracy Studies (QUADAS)‐2 tool. DTA metrics were pooled using bivariate random‐effects meta‐analysis. Subgroup analysis was conducted to assess for heterogeneity.

Results

From an initial 3502 studies, 31 studies reporting on 9480 patients (4296 with prostate cancer) met the inclusion criteria for the meta‐analysis; 25 studies reported on mpMRI (7000 patients, 2954 with prostate cancer) and 12 studies reported on bpMRI DTA (2716 patients, 1477 with prostate cancer). Pooled summary statistics demonstrated no significant difference for sensitivity (mpMRI: 86%, 95% confidence interval [CI] 81–90; bpMRI: 90%, 95% CI 83–94) or specificity (mpMRI: 73%, 95% CI 64–81; bpMRI: 70%, 95% CI 42–83). The summary receiver operating characteristic curves were comparable for mpMRI (0.87) and bpMRI (0.90).

Conclusions

No significant difference in DTA was found between mpMRI and bpMRI in diagnosing prostate cancer in treatment‐naïve patients. Study heterogeneity warrants cautious interpretation of the results. With replication of our findings in dedicated validation studies, bpMRI may serve as a faster, cheaper, gadolinium‐free alternative to mpMRI.

 

 

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Video: A transcriptomic signature of tertiary Gleason 5 predicts worse clinicopathological outcome

A transcriptomic signature of tertiary Gleason 5 predicts worse clinicopathological outcome

by Alberto Martini

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Abstract

Objective

To investigate the genomic features of tertiary pattern 5 (TP5) on radical prostatectomy specimens in an effort to explain the poor clinical outcomes associated with this disease subtype.

Patients and methods

Data from 159 men with Gleason Grade Group (GGG) 3 or 4 were considered. All patients had Decipher diagnostic testing with transcript profiles and single‐channel array normalisation (SCAN)‐normalised expression of coding genes.

The relationship between Decipher and TP5 was investigated by linear and binary logistic regressions. A differential transcriptomic analysis between patients with and without TP5 was performed. The prognostic role of these genes on progression‐free survival (PFS) and overall survival (OS) was evaluated using The Cancer Genome Atlas.

Results

In all, 52/159 (33%) patients had GGG 3–4 with TP5 disease. TP5 was associated with a higher Decipher score (β 0.07, 95% confidence interval [CI] 0.02–0.13; = 0.04) and higher likelihood of falling within the intermediate‐ or high‐risk categories (odds ratio 3.34, 95% CI 1.34–8.35; = 0.01). Analysis of microarray data revealed an 18‐gene signature that was differentially expressed in patients with TP5; 13 genes were over‐ and five under‐expressed in the TP5 cohort.

The overexpression of cyclin dependent kinase inhibitor 2B (CDKN2B), polo‐like kinase 1 (PLK1), or cell division cycle 20 (CDC20) was associated with worse PFS. The group harbouring overexpression of at least one gene had a 5‐year PFS rate of 50% vs 74% in the group without overexpression (P < 0.001).

Conclusions

Our studies have elucidated unique genomic features of TP5, whilst confirming previous clinical findings that patients harbouring TP5 tend to have worse prognosis. This is the first RNA‐based study to investigate the molecular diversity of TP5 and the first correlating CDKN2B to poorer prognosis in patients with prostate cancer.

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Video: Suture techniques during laparoscopic and robot‐assisted partial nephrectomy

Suture techniques during laparoscopic and robot‐assisted partial nephrectomy: a systematic review and quantitative synthesis of peri‐operative outcomes

by Riccardo Bertolo (@RicBertolo)

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Abstract

Objective

To summarize the available evidence on renorrhaphy techniques and to assess their impact on peri‐operative outcomes after minimally invasive partial nephrectomy (MIPN).

Materials and Methods

A systematic review of the literature was performed in January 2018 without time restrictions, using MEDLINE, Cochrane and Web of Science databases according to the Preferred Reporting Items for Systematic Reviews and Meta‐Analyses statement recommendations. Studies providing sufficient details on renorrhaphy techniques during laparoscopic or robot‐assisted partial nephrectomy and comparative studies focused on peri‐operative outcomes were included in qualitative and quantitative analyses, respectively.

Results

Overall, 67 and 19 studies were included in the qualitative and quantitative analyses, respectively. The overall quality of evidence was low. Specific tumour features (i.e. size, hilar location, anatomical complexity, nearness to renal sinus and/or urinary collecting system), surgeon’s experience, robot‐assisted technology, as well as the aim of reducing warm ischaemia time and the amount of devascularized renal parenchyma preserved represented the key factors driving the evolution of the renorrhaphy techniques during MIPN over the past decade. Quantitative synthesis showed that running suture was associated with shorter operating and ischaemia time, and lower postoperative complication and transfusion rates than interrupted suture. Barbed suture had lower operating and ischaemia time and less blood loss than non‐barbed suture. The single‐layer suture technique was associated with shorter operating and ischaemia time than the double‐layer technique. No comparisons were possible concerning renal functional outcomes because of non‐homogeneous data reporting.

Conclusions

Renorrhaphy techniques significantly evolved over the years, improving outcomes. Running suture, particularly using barbed wires, shortened the operating and ischaemia times. A further advantage could derive from avoiding a double‐layer suture.

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Video: Palliative care use amongst patients with bladder cancer

Palliative care use amongst patients with bladder cancer

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Abstract

Objectives

To describe the rate and determinants of palliative care use amongst Medicare beneficiaries with bladder cancer and encourage a national dialogue on improving coordinated urological, oncological, and palliative care in patients with genitourinary malignancies.

Patients and methods

Using Surveillance, Epidemiology, and End Results‐Medicare data, we identified patients diagnosed with muscle‐invasive bladder cancer (MIBC) between 2008 and 2013. Our primary outcome was receipt of palliative care, defined as the presence of a claim submitted by a Hospice and Palliative Medicine subspecialist. We examined determinants of palliative care use using logistic regression analysis.

Results

Over the study period, 7303 patients were diagnosed with MIBC and 262 (3.6%) received palliative care. Of 2185 patients with advanced bladder cancer, defined as either T4, N+, or M+ disease, 90 (4.1%) received palliative care. Most patients that received palliative care (>80%, >210/262) did so within 24 months of diagnosis. On multivariable analysis, patients receiving palliative care were more likely to be younger, female, have greater comorbidity, live in the central USA, and have undergone radical cystectomy as opposed to a bladder‐sparing approach. The adjusted probability of receiving palliative care did not significantly change over time.

Conclusions

Palliative care provides a host of benefits for patients with cancer, including improved spirituality, decrease in disease‐specific symptoms, and better functional status. However, despite strong evidence for incorporating palliative care into standard oncological care, use in patients with bladder cancer is low at 4%. This study provides a conservative baseline estimate of current palliative care use and should serve as a foundation to further investigate physician‐, patient‐, and system‐level barriers to this care.

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Video: The impact on oncological outcomes after RP for PCa of converting soft tissue margins at the apex and bladder neck from tumour‐positive to ‐negative

The impact on oncological outcomes after radical prostatectomy for prostate cancer of converting soft tissue margins at the apex and bladder neck from tumour‐positive to ‐negative

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Abstract

Objectives

To assess the impact of conversion from histologically positive to negative soft tissue margins at the apex and bladder neck on biochemical recurrence‐free survival (BCRFS) and distant metastasis‐free survival (DMFS) after radical prostatectomy (RP) for prostate cancer.

Materials and Methods

The records of 2 013 patients who underwent RP and intra‐operative frozen section (IFS) analysis between July 2007 and June 2016 were reviewed. IFS analysis of the urethra and bladder neck was performed, and if malignant or atypical cells remained, further resection with the aim of achieving histological negativity was carried out. Patients were divided into three groups according to the findings: those with a negative surgical margin (NSM), a positive surgical margin converted to negative (NCSM) and a persistent positive surgical margin (PSM).

Results

Among the 2 013 patients, rates of NSMs, NCSMs and PSMs were 75.1%, 4.9%, and 20.0%, respectively. The 5‐year BCRFS rates of patients with NSMs, NCSMs and PSMs were 89.6%, 85.1% and 57.1%, respectively (P < 0.001). In both pathological (p)T2 and pT3 cancers, the 5‐year BCRFS rate for patients with NCSMs was similar to that for patients with NSMs, and higher than for patients with PSMs. The 7‐year DMFS rates of patients with NSMs, NCSMs and PSMs were 97.8%, 99.1% and 89.4%, respectively (P < 0.001). Among patients with pT3 cancers, the 7‐year DMFS rate was significantly higher in the NCSM group than in the PSM group (98.0% vs 86.7%; P = 0.023), but not among those with pT2 cancers (100% vs 96.9%; P = 0.616). The 5‐year BCRFS rate for the NCSM group was not significantly different from that of the NSM group among the patients with low‐ (96.3% vs 95.8%) and intermediate‐risk disease (91.1% vs 82.8%), but was lower than that of the NSM group among patients in the high‐risk group (73.2% vs 54.7%).

Conclusions

Conversion of the soft tissue margin at the prostate apex and bladder neck from histologically positive to negative improved the BCRFS and DMFS after RP for prostate cancer; however, the benefit of conversion was not apparent in patients in the high‐risk group.

 

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Video: Vaccines for the prevention of recurrent urinary tract infections: a systematic review

Vaccines for the prevention of recurrent urinary tract infections: a systematic review

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Abstract

Objectives

To systematically review the evidence regarding the efficacy of vaccines or immunostimulants in reducing the recurrence rate of urinary tract infections (UTIs).

Materials and Methods

The Medical Literature Analysis and Retrieval System Online (MEDLINE), Excerpta Medica dataBASE (EMBASE), PubMed, Cochrane Library, World Health Organization (WHO) International Clinical Trials Registry Platform Search Portal, and conference abstracts were searched up to January 2018 for English‐titled citations. Randomised placebo‐controlled trials evaluating UTI recurrence rates in adult patients with recurrent UTIs treated with a vaccine were selected by two independent reviewers according to the Population, Interventions, Comparators, and Outcomes (PICO) criteria. Differences in recurrence rates in study populations for individual trials were calculated and pooled, and risk ratios (RRs) using random effects models were calculated. Risk of bias was assessed using the Cochrane Collaboration’s tool and heterogeneity was assessed using chi‐squared and I2 testing. The Grading of Recommendations Assessment, Development and Evaluation (GRADE) approach was used to evaluate the quality of evidence (QOE) and summarise findings.

Results

In all, 599 records were identified, of which 10 studies were included. A total of 1537 patients were recruited and analysed, on whom data were presented. Three candidate vaccines were studied: Uro‐Vaxom® (OM Pharma, Myerlin, Switzerland), Urovac® (Solco Basel Ltd, Basel, Switzerland), and ExPEC4V (GlycoVaxyn AG, Schlieren, Switzerland). At trial endpoint, the use of vaccines appeared to reduce UTI recurrence compared to placebo (RR 0.74, 95% confidence interval [CI] 0.67–0.81; low QOE). Uro‐Vaxom showed the greatest reduction in UTI recurrence rate; the maximal effect was seen at 3 months compared with 6 months after initial treatment (RR 0.67, 95% CI 0.57–0.78; and RR 0.78, 95% CI 0.69–0.88, respectively; low QOE). Urovac may also reduce risk of UTI recurrence (RR 0.75, 95% CI 0.63–0.89; low QOE). ExPEC4V does not appear to reduce UTI recurrence compared to placebo at study endpoint (RR 0.82, 95% CI 0.62–1.10; low QOE). Substantial heterogeneity was observed across the included studies (chi‐squared = 54.58; P < 0.001, I2 = 84%).

Conclusions

While there is evidence for the efficacy of vaccines in patients with recurrent UTIs, significant heterogeneity amongst these studies renders interpretation and recommendation for routine clinical use difficult at present. Further randomised trials using consistent definitions and endpoints are needed to study the long‐term efficacy and safety of vaccines for infection prevention in patients with recurrent UTIs.

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