ZiMM: A deep learning model for long term and blurry relapses with non-clinical claims data.

This paper considers the problems of modeling and predicting a long-term and "blurry" relapse that occurs after a medical act, such as a surgery. We do not consider a short-term complication related to the act itself, but a long-term relapse that clinicians cannot explain easily, since it depends on unknown sets or sequences of past events that occurred before the act. The relapse is observed only indirectly, in a "blurry" fashion, through longitudinal prescriptions of drugs over a long period of time after the medical act. We introduce a new model, called ZiMM (Zero-inflated Mixture of Multinomial distributions) in order to capture long-term and blurry relapses. On top of it, we build an end-to-end deep-learning architecture called ZiMM Encoder-Decoder (ZiMM ED) that can learn from the complex, irregular, highly heterogeneous and sparse patterns of health events that are observed through a claims-only database. ZiMM ED is applied on a "non-clinical" claims database, that contains only timestamped reimbursement codes for drug purchases, medical procedures and hospital diagnoses, the only available clinical feature being the age of the patient. This setting is more challenging than a setting where bedside clinical signals are available. Our motivation for using such a non-clinical claims database is its exhaustivity population-wise, compared to clinical electronic health records coming from a single or a small set of hospitals. Indeed, we consider a dataset containing the claims of almost all French citizens who had surgery for prostatic problems, with a history between 1.5 and 5 years. We consider a long-term (18 months) relapse (urination problems still occur despite surgery), which is blurry since it is observed only through the reimbursement of a specific set of drugs for urination problems. Our experiments show that ZiMM ED improves several baselines, including non-deep learning and deep-learning approaches, and that it allows working on such a dataset with minimal preprocessing work.

Multicentre prospective evaluation of the learning curve of holmium laser enucleation of the prostate (HoLEP).

OBJECTIVES: To describe the step-by-step learning curve of the holmium laser enucleation of the prostate (HoLEP) surgical technique. SUBJECTS/PATIENTS AND METHODS: A prospective, multicentre observational study was conducted, involving surgeons experienced in transurethral resection of the prostate and open prostatectomy but never having performed HoLEP. The main judgment criterion was the ability of the surgeon to perform four consecutive successful procedures, defined by the following: complete enucleation and morcellation within <90 min, without any conversion to standard transurethral resection of the prostate (TURP), with acceptable stress, and with acceptable difficulty (evaluated by Likert scales). Each surgeon included 20 consecutive cases. RESULTS: Of nine centres, three abandoned HoLEP before the end of the study due to complications, and one was excluded for treating patients off protocol. Only one centre achieved the main judgment criterion of four consecutive successful HoLEP procedures. Overall, the procedures were successfully performed in 43.6% of cases. Reasons for unsuccessful procedures were mainly operative time >90 min (n = 51), followed by conversion to TURP (n = 14), incomplete morcellation (n = 8), significant stress (n = 9), or difficulty (n = 14) during HoLEP. Ignoring operating time, 64% of procedures were successful and four out of five centres did four consecutive successful cases. Of the five centres that completed the study, four chose to continue HoLEP. CONCLUSION: Even in a prospective training structure, HoLEP has a steep learning curve exceeding 20 cases, with almost half of our centres choosing to abandon or not to continue with the technique. Operating time and difficulty of the enucleation seem the most important problems for a beginner. A more intensely mentored and structured mentorship programme might allow safer adoption of the procedure.

[Impact on professional practices of a care protocol implemented between usual hospital care and hospital at home]. / Impacts sur les pratiques professionnelles d’un protocole de soins mis en place entre l’hospitalisation avec hébergement et l’hospitalisation à domicile.

BACKGROUND: Implementation of a care protocol between usual hospital care and hospital at home (HAH) could improve the quality of care and decrease fragmentations of the French healthcare system. This study evaluated the impact on professional practices of a care protocol implemented between a surgery unit and hospital at home. METHODS: Twenty healthcare professionals (nurses, head nurses, physicians) from HAH and a Paris public hospital urology unit were interviewed by a public heath physician. Semistructured interviews were analyzed using the grounded theory. RESULTS: Professional practices were modified with better traceability of care, greater safety for professionals and for patients, standardization of practices and improved continuity of interventions between hospital and hospital at home. However, these changes in practices appeared to be limited to the protocol itself and indicated potential enhancement of technical aspects to the detriment of human contact. CONCLUSION: This care protocol has an encouraging impact on the quality of care. These results demonstrate the value of extending this approach to other wards to improve continuity of care between usual hospital care and hospital at home.

Prostate cancer outcomes in France: treatments, adverse effects and two-year mortality.

BACKGROUND: This very large population-based study investigated outcomes after a diagnosis of prostate cancer (PCa) in terms of mortality rates, treatments and adverse effects. METHODS: Among the 11 million men aged 40 years and over covered by the general national health insurance scheme, those with newly managed PCa in 2009 were followed for two years based on data from the national health insurance information system (SNIIRAM). Patients were identified using hospitalisation diagnoses and specific refunds related to PCa and PCa treatments. Adverse effects of PCa treatments were identified by using hospital diagnoses, specific procedures and drug refunds. RESULTS: The age-standardised two-year all-cause mortality rate among the 43,460 men included in the study was 8.4%, twice that of all men aged 40 years and over. Among the 36,734 two-year survivors, 38% had undergone prostatectomy, 36% had been treated by hormone therapy, 29% by radiotherapy, 3% by brachytherapy and 20% were not treated. The frequency of treatment-related adverse effects varied according to age and type of treatment. Among men between 50 and 69 years of age treated by prostatectomy alone, 61% were treated for erectile dysfunction and 24% were treated for urinary disorders. The frequency of treatment for these disorders decreased during the second year compared to the first year (erectile dysfunction: 41% vs 53%, urinary disorders: 9% vs 20%). The frequencies of these treatments among men treated by external beam radiotherapy alone were 7% and 14%, respectively. Among men between 50 and 69 years with treated PCa, 46% received treatments for erectile dysfunction and 22% for urinary disorders. For controls without PCa but treated surgically for benign prostatic hyperplasia, these frequencies were 1.5% and 6.0%, respectively. CONCLUSIONS: We report high survival rates two years after a diagnosis of PCa, but a high frequency of PCa treatment-related adverse effects. These frequencies remain underestimated, as they are based on treatments for erectile dysfunction and urinary disorders and do not reflect all functional outcomes. These results should help urologists and general practitioners to inform their patients about outcomes at the time of screening and diagnosis, and especially about potential treatment-related adverse effects.

Prospective, multidimensional evaluation of sexual disorders in men after laser photovaporization of the prostate.

INTRODUCTION: A few studies have investigated the impact of photovaporization of the prostate (PVP) on sexual function and were mainly focused on erectile function. AIMS: To comprehensively evaluate the impact of PVP on sexual function. METHODS: A prospective evaluation involved sexually active patients needing surgical relief of bladder outlet obstruction due to benign prostatic enlargement in a single center between August 2007 and November 2011. All patients underwent PVP using the GreenLight HPS™ 120W system (AmericanMedicalSystems, Minnetonka, MN, USA). MAIN OUTCOME MEASURES: Patients were evaluated preoperatively and postoperatively by International Prostate Symptom Score (I-PSS), I-PSS question 8, uroflowmetry parameters (maximum urinary flow rate [Qmax ] and postvoid residual [PVR] volume), Danish Prostate Symptom Score Sexual items (DAN-PSSsex), and overall sexual satisfaction using a seven-grade Likert scale. Operative parameters and postoperative complications were also assessed. Preoperative and postoperative values were compared using the Pearson chi-square test and the Wilcoxon paired test. A multivariable model was used to investigate the determinants of variation of global sexual satisfaction. RESULTS: One hundred and two consecutive patients with 12-month follow-up data were included in the analysis. Urinary parameters (I-PSS, Qmax , and PVR) were significantly improved compared with preoperative values. Compared with baseline, postoperative erection symptom score was not significantly different, whereas ejaculation symptom score was significantly worse. Global DAN-PSSsex score was unchanged, but DAN-PSSsex symptom score was worse (P = 0.04) and DAN-PSSsex bother score was significantly improved (P < 0.0001). Global sexual satisfaction was significantly improved compared with baseline (P = 0.02) and was significantly associated with I-PSS but not with erection and ejaculation score in a multivariable model. CONCLUSION: Ejaculation is the main sexual function impacted by PVP. Despite this, sexual satisfaction and bother due to sexual symptoms were significantly improved, probably due to the positive impact of urinary symptom relief.

Transurethral plasma vaporization of the prostate: 3-month functional outcome and complications.

UNLABELLED: Study Type - Therapy (multi-centre cohort). Level of Evidence 2b. OBJECTIVE: To evaluate the early functional outcomes of transurethral plasma vaporization of the prostate (TUVis) in a multicentre study. PATIENTS AND METHODS: A prospective multicentre observational study was conducted in eight urology departments. The inclusion criterion was benign prostatic hyperplasia (BPH) requiring surgical treatment. Patients on anti-coagulant therapy were not excluded. The TUVis procedure was performed according to a classic transurethral resection of the prostate (TURP) scheme following the manufacturer's recommendations. We evaluated subjective functional outcome using self-questionnaires (International Prostate Symptom Score [IPSS] and five-item International Index of Erectile Function [IIEF-5]) and objective criteria (prostate volume, prostate-specific antigen [PSA], uroflowmetry, post residual volume) at baseline and at 1- and 3-month follow-ups. All types of complications were systematically recorded. RESULTS: Despite 52% of patients receiving anticoagulant therapy before surgery, we reported only 3% with haemorrhagic complications, no blood transfusion, a mean catheterization time of 44 h and a mean postoperative stay of 2.9 nights. No significant change in irrigation time, catheter time or hospital stay was observed in patients with or without anticoagulant therapy. The IPSS and bother scores significantly decreased after the 3-month follow-up (57% and 59%, respectively), but the average remaining prostate volume was 29 cc and the tissue ablation rate was only 0.5 cc/min. Three major complications occurred, consisting of two urinary fistulas and one partial bladder coagulation. CONCLUSIONS: The TUVis procedure has a proven fast postoperative recovery time, good short-term functional outcome and good haemostatic efficiency. However, the tissue ablation rate was lower than expected and we encountered three major complications, the mechanisms of which remain unclear. Considering the high energy level required to create the plasma effect, the generator, cable and resectoscope must be carefully checked before each procedure.

Prospective short-term evaluation of transurethral needle ablation procedure in an ambulatory setting.

OBJECTIVE: To assess the results of transurethral needle ablation (TUNA) (Prostiva®, Medtronic, France) performed in an ambulatory setting in men with lower urinary tract symptoms (LUTS)/benign prostatic hyperplasia (BPH). MATERIALS AND METHODS: A multicenter open-label study was conducted. Short-term success was defined by ability to leave the hospital on the evening of the intervention, and absence of rehospitalization due to complications during the first postoperative month. Sexual and urinary functions were evaluated by validated questionnaires. RESULTS: The procedure was successful in 44/49 patients. Sexual and ejaculatory function was not affected or slightly improved in the majority of patients. Urinary parameters improved with a 32% decrease in the International Prostate Symptom Score. At 1 month postoperation, more than 80% of patients were satisfied, and 36/41 patients were prepared to undergo the procedure again if needed. Our study was limited by the short follow-up duration. CONCLUSIONS: TUNA can be successfully performed in an ambulatory setting under local and/or general anesthesia with a high level of patient satisfaction and a low short-term morbidity, especially on sexual function. Thus, the procedure is a suitable mini-invasive option for patients who cannot/do not want to take medical therapy or undergo invasive surgical procedures, or want to preserve their sexual function.

Surgical management of BPH in patients on oral anticoagulation: transurethral bipolar plasma vaporization in saline versus transurethral monopolar resection of the prostate.

INTRODUCTION: To compare postoperative outcomes of patients on oral anticoagulation (OA) treated with transurethral plasma vaporization of the prostate in saline water (TUVis) and transurethral resection of the prostate (TURP). MATERIALS AND METHODS: Between January and December 2009, 111 patients on OA therapy were treated with either TURP or TUVis in eight centers. Types of OA and perioperative management were collected. Postoperative outcomes were statistically compared between the two groups. RESULTS: A total of 57 (51%) and 54 (49%) patients were treated with TURP and TUVis, respectively. Types of OA were not significantly different between the two groups, but bladder catheterization prior to surgery was more frequently observed in the TUVis group. Before surgery, 28 patients were treated with warfarin alone, 74 with a platelet aggregation inhibitor (PAI) alone, and 9 with a combination of both. PAI was withdrawn preoperatively in 50 patients. All treatments with warfarin were switched for heparin. Comparison of the two groups showed significantly less hemorrhagic complications after TUVis. Patients treated with TUVis experienced less bladder washouts (2% versus 18%, p = 0.008), less late hematuria (4% versus 19%, p = 0.02), and lower decrease of serum hemoglobin (mean decrease of 0.66 versus 1.47 g/dL, p = 0.02). Postoperative bladder catheterization and hospital stay were significantly shorter, whereas the rate of urinary retention was significantly higher. Three months after surgery, functional results were not significantly different between the two groups. CONCLUSIONS: In patients on OA, TUVis led to significantly less bleeding, as well as shorter bladder catheterization and hospital stay than TURP.

Impact of lower urinary tract symptoms on discomfort in men aged between 50 and 80 years.

BACKGROUND/AIMS: There are only a few surveys on the prevalence of lower urinary tract symptoms (LUTS) among the general population. The aim of this survey was to assess the prevalence of LUTS and their impact on discomfort in men. METHODS: A questionnaire was mailed to 3,877 men aged 50-80 years, which included questions on their medical history, demographic and sociological status, and also the International Prostate Symptom Score (IPSS) with additional questions on discomfort related to urinary symptoms. RESULTS: The response rate was 81.5%. Prevalence of mild and severe IPSS was 89.2%. Specific bother for each urinary symptom depended on symptom frequency: urgency, frequency, weak stream, nocturia, incomplete emptying, intermittency and straining 1 time out of 5 were responsible for discomfort in respectively 4.9, 6.1, 7.1, 7.5, 8.7 and 9.9%; the same symptoms more than half of the time were responsible for discomfort in respectively 32.8, 38, 45.3, 45.6, 53.2 and 58.7%. Urgency was much more deeply implicated in discomfort than frequency of nocturia. CONCLUSIONS: Urinary symptoms in men are very common. Nocturia is the most frequent but has a low impact on discomfort. Urgency has a higher impact on discomfort and should therefore be considered in treatment decision-making.

Laser treatment of benign prostatic hyperplasia in patients on oral anticoagulant therapy: a review.

We assessed the therapeutic efficacy and safety of laser prostatectomy (LP) for treating benign prostatic hyperplasia (BPH) in patients on oral anticoagulation. We systematically reviewed previous reports, using the Pubmed database and bibliographies of retrieved articles and reviews. The oral anticoagulation included coumarin derivatives and platelet-aggregation inhibitors (PAI). Previous studies do not allow the establishment of definitive conclusions for managing patients on oral anticoagulation and who require BPH surgery. No randomized studies are available. Nevertheless, compared to transurethral resection of the prostate (TURP), LP seems to decrease the risk of haemorrhage in patients taking PAI or coumarin derivatives. Therefore, LP is a useful alternative to TURP for managing patients on oral anticoagulation, and could be proposed as the first intention for those patients. Continuing PAI during the procedure is feasible. A replacement of coumarin derivatives by low molecular weight heparin is preferable. No conclusion can be reached on the preferred type of laser technique to treat these patients, but data on laser enucleation is much less abundant and conclusive than that on laser vaporization.