Renal injuries in conflict zones: a 6-year study of traumatic cases in Afghanistan.

PURPOSE: During hostilities, gunshot wounds are the most common cause of penetrating injuries. In 8-10% of abdominal injuries kidneys are involved. The treatment method include surgical or conservative treatment (fluids + blood components). METHODS: Of 1266 combat trauma cases treated during 6 to 14 rotation of the Polish Military Contingent in Afghanistan, we extracted a subgroup of 44 kidney injuries. Corelation of trauma mechanism, PATI score, treatment methods, and outcomes was evaluated. RESULTS: Out of the 41 renal injuries, 20 considered left, 18 right, and 3 both kidneys. There were no statistical significancy in injury lateralization (p = 0.669), and no differences regarding side of a trauma and quantity of blood component used for the treatment (p = 0.246). Nephrectomy was performed on 17 patients (13 left vs. 4 right). A significant correlation between PATI score and the need for a nephrectomy (p = 0.027) was confirmed. Penetrating trauma recquired higher number of blood components comparing to blunt trauma (p < 0.001). The renal salvage rate was in study group was 61.36%. The overall survival (OS) rate was 90.25% - 4 patients died due to trauma. CONCLUSIONS: The damage side does not result in a statistically significant increase in the need for blood transfusions or differences in the PATI score. The mechanism of trauma does, however, affect the number of blood components required for treatment, particularly in cases of penetrating trauma. With the introduction of proper treatment, the overall survival rate exceeds 90%, even when opting for conservative treatment.

Analysis of Nephrolithiasis Treatment in Highest Reference Hospital-Occurrence of Acromegaly in the Study Group.

BACKGROUND: Urolithiasis is one of the most common diseases of the urinary system, the incidence of which is assumed to be up to 100,000 cases per million (10% of the population). The cause of it is dysregulation of renal urine excretion. Acromegaly is a very rare endocrine disorder that causes a somatotropic pituitary adenoma producing higher amounts of growth hormone. It occurs approximately in 80 cases per million (about 0.008% of the population). One of the acromegaly complications may be urolithiasis. METHODS: Clinical and laboratory results of 2289 patients hospitalized for nephrolithiasis in the highest reference hospital were retrospectively analyzed, distinguishing a subgroup of patients with acromegaly. Statistical analysis was performed to compare the prevalence of the disease in the analyzed subgroup with the epidemiological results available in up-to-date literature. RESULTS: The distribution of nephrolithiasis treatment was definitely in favor of non-invasive and minimally invasive treatment. The methods used were as follows: ESWL (61.82%), USRL (30.62%), RIRS (4.15%), PCNL (3.1%), and pyelolithotomy (0.31%). Such a distribution limited the potential complications of the procedures while maintaining the high effectiveness of the treatment. Among two thousand two hundred and eighty-nine patients with urolithiasis, two were diagnosed with acromegaly before the nephrological and urological treatment, and seven were diagnosed de novo. Patients with acromegaly required a higher percentage of open surgeries (including nephrectomy) and also had a higher rate of kidney stones recurrence. The concentration of IGF-1 in patients with newly diagnosed acromegaly was similar to those treated with somatostatin analogs (SSA) due to incomplete transsphenoidal pituitary surgery. CONCLUSIONS: In the population of patients with urolithiasis requiring hospitalization and interventional treatment compared to the general population, the prevalence of acromegaly was almost 50-fold higher (p = 0.025). Acromegaly itself increases the risk of urolithiasis.

Efficiency of Hyperbaric Oxygen Therapy Combined with Negative-Pressure Wound Therapy in the Treatment Strategy of Fournier's Gangrene -A Retrospective Study.

PURPOSE: Fournier's gangrene (FG) is a serious, aggressive, and often fatal multi-organism infection that affects the soft tissues of the perineum, rectum, and external genitalia. This study aimed to analyse the treatment's strategies of FG. MATERIALS AND METHODS: This was a retrospective study of 35 patients with a diagnosis of FG admitted between 2016 and 2021. The diagnosis of FG was established on a clinical basis. Data on patient's age, sex, comorbidities, laboratory results (C-reactive protein (CRP), white blood cell (WBC), hematocrit (HCT), platelets (PLT), sodium, potassium, creatinine, procalcitonin, international normalized ratio (INR), and gangrene culture), extent of resection, antibiotics used, and hospitalisation time were obtained. The extent of resection was assessed on a scale of 1-5. RESULTS: The study group consisted of all men (n=35) aged 24-85 (mean, 58) years. In 13/35 (37%) patients, hyperbaric oxygen therapy (HBOT) combined with negative-pressure wound therapy (NPWT) was used as a treatment for wound healing in Fournier's syndrome (group 1), and in 22/35 (63%) patients, open standard wound care was used (group 2). There were no fatalities in group 1, but four deaths (18%) were noted in group 2. The median extent of resection was 3 in group 1 and 2 in group 2. There was a correlation between the extent of resection and use of HBOT combined with NPWT. The hospitalisation time was much shorter in group 2 (mean, 23 days) than in group 1 (mean, 26 days). CONCLUSION: HBOT and NPWT (group 1) showed advanced wound healing with a high efficiency rate. The longer median hospitalisation time in this group may be related to the severity of injury.

The role of mpMRI in qualification of patients with ISUP 1 prostate cancer on biopsy to radical prostatectomy.

BACKGROUND: To investigate the role of mpMRI and high PIRADS score as independent triggers in the qualification of patients with ISUP 1 prostate cancer on biopsy to radical prostatectomy. METHODS: Between January 2017 and June 2019, 494 laparoscopic radical prostatectomies were performed in our institution, including 203 patients (41.1%) with ISUP 1 cT1c-2c PCa on biopsy. Data regarding biopsy results, digital rectal examination, PSA, mpMRI and postoperative pathological report have been retrospectively analysed. RESULTS: In 183 cases (90.1%) mpMRI has been performed at least 6 weeks after biopsy. Final pathology revealed ISUP Gleason Grade Group upgrade in 62.6% of cases. PIRADS 5, PIRADS 4 and PIRADS 3 were associated with Gleason Grade Group upgrade in 70.5%, 62.8%, 48.3% of patients on final pathology, respectively. Within PIRADS 5 group, the number of upgraded cases was statistically significant. CONCLUSIONS: PIRADS score correlates with an upgrade on final pathology and may justify shared decision of radical treatment in patients unwilling to repeated biopsies. However, the use of PIRADS 5 score as a sole indicator for prostatectomy may result in nonnegligible overtreatment rate.

Management protocol for Fournier's gangrene in sanitary regime caused by SARS-CoV-2 pandemic: A case report.

BACKGROUND: Fournier's gangrene (FG) is a serious, aggressive and often deadly polymicrobial infection of the soft tissues of the perineum, the rectum and the external genital organs. It is an anatomical subcategory of necrotizing fasciitis, which has a similar etiology and treatment strategy. CASE SUMMARY: A 60-year-old man was admitted to the hospital during severe acute respiratory syndrome coronavirus 2 pandemic with complaints of fever up to 38.9 °C, abdominal pain, and edema of the scrotum, the penis, the perineum, and the right gluteal region for 2 d. Computed tomography of the abdomen and the pelvis revealed extensive inflammatory infiltrations of the subcutaneous tissue of the hypogastrium, and the penis; along with liquefaction and presence of gas in the subcutaneous tissues of the scrotum, the perineum, and the right gluteal region. The patient was diagnosed with FG, and was urgently qualified to undergo surgery in the Department of Urology. After performing the necessary examinations, a resection of the necrotic tissues with bilateral orchiectomy and excision of the penile and scrotal skin was performed. After surgery, he was transferred to the intensive care unit for further management. CONCLUSION: Early management prevents the resection of the other organs by inhibiting the contiguous spread of infection.

Whole Time Series Data Streams Clustering: Dynamic Profiling of the Electricity Consumption.

Data from smart grids are challenging to analyze due to their very large size, high dimensionality, skewness, sparsity, and number of seasonal fluctuations, including daily and weekly effects. With the data arriving in a sequential form the underlying distribution is subject to changes over the time intervals. Time series data streams have their own specifics in terms of the data processing and data analysis because, usually, it is not possible to process the whole data in memory as the large data volumes are generated fast so the processing and the analysis should be done incrementally using sliding windows. Despite the proposal of many clustering techniques applicable for grouping the observations of a single data stream, only a few of them are focused on splitting the whole data streams into the clusters. In this article we aim to explore individual characteristics of electricity usage and recommend the most suitable tariff to the customer so they can benefit from lower prices. This work investigates various algorithms (and their improvements) what allows us to formulate the clusters, in real time, based on smart meter data.

Semantic and Generalized Entropy Loss Functions for Semi-Supervised Deep Learning.

The increasing size of modern datasets combined with the difficulty of obtaining real label information (e.g., class) has made semi-supervised learning a problem of considerable practical importance in modern data analysis. Semi-supervised learning is supervised learning with additional information on the distribution of the examples or, simultaneously, an extension of unsupervised learning guided by some constraints. In this article we present a methodology that bridges between artificial neural network output vectors and logical constraints. In order to do this, we present a semantic loss function and a generalized entropy loss function (Rényi entropy) that capture how close the neural network is to satisfying the constraints on its output. Our methods are intended to be generally applicable and compatible with any feedforward neural network. Therefore, the semantic loss and generalized entropy loss are simply a regularization term that can be directly plugged into an existing loss function. We evaluate our methodology over an artificially simulated dataset and two commonly used benchmark datasets which are MNIST and Fashion-MNIST to assess the relation between the analyzed loss functions and the influence of the various input and tuning parameters on the classification accuracy. The experimental evaluation shows that both losses effectively guide the learner to achieve (near-) state-of-the-art results on semi-supervised multiclass classification.

Interobserver Variability in Assessment of Renal Mass Biopsies.

PURPOSE: The main goal of this study was to assess the histopathological efficacy of renal mass biopsy and to check the concordance between pathological results and biopsy of the final specimen, as well as interobserver variability in the assessment of biopsy cores. MATERIALS AND METHODS: A hundred sets of core biopsies of postoperative specimens (renal masses) have been performed. Three core biopsies of the intact specimen had been performed once the kidney with the tumor, or the tumor alone were resected. The urologist aimed to obtain two cores from the peripheral sides of the tumor and one core from its center. The surgical specimen was evaluated by a single pathologist, whereas biopsy samples were referred to three independent pathologists who were blinded to the final results of the renal mass biopsy. RESULTS: Nondiagnostic biopsy rates ranged from 13% to 22%. Sensitivity and specificity ranged 83-97% and 97-99% by excluding nondiagnostic results. The concordance between assessment of surgical specimen and biopsy in the Fuhrman grading system ranged 36.5-77.0%, respectively. Interobserver agreement between the three pathologists was substantial or moderate, depending on the tumor subtype. The Krippendorff's alpha coefficient, calculated by excluding the nondiagnostic results, was 0.28 (moderate agreement) for the Fuhrman grading system. CONCLUSION: The agreement regarding grading of biopsies between three pathologists ranged from moderate to substantial. Therefore, a team of dedicated uropathologists should be engaged in final diagnosis of renal mass biopsy rather than single one before implementing the proper treatment.

Weighted Random Forests to Improve Arrhythmia Classification.

Construction of an ensemble model is a process of combining many diverse base predictive learners. It arises questions of how to weight each model and how to tune the parameters of the weighting process. The most straightforward approach is simply to average the base models. However, numerous studies have shown that a weighted ensemble can provide superior prediction results to a simple average of models. The main goals of this article are to propose a new weighting algorithm applicable for each tree in the Random Forest model and the comprehensive examination of the optimal parameter tuning. Importantly, the approach is motivated by its flexibility, good performance, stability, and resistance to overfitting. The proposed scheme is examined and evaluated on the Physionet/Computing in Cardiology Challenge 2015 data set. It consists of signals (electrocardiograms and pulsatory waveforms) from intensive care patients which triggered an alarm for five cardiac arrhythmia types (Asystole, Bradycardia, Tachycardia, Ventricular Tachycardia, and Ventricular Fultter/Fibrillation). The classification problem regards whether the alarm should or should not have been generated. It was proved that the proposed weighting approach improved classification accuracy for the three most challenging out of the five investigated arrhythmias comparing to the standard Random Forest model.

Reducing False Arrhythmia Alarms Using Different Methods of Probability and Class Assignment in Random Forest Learning Methods.

The literature indicates that 90% of clinical alarms in intensive care units might be false. This high percentage negatively impacts both patients and clinical staff. In patients, false alarms significantly increase stress levels, which is especially dangerous for cardiac patients. In clinical staff, alarm overload might lead to desensitization and could result in true alarms being ignored. In this work, we applied the random forest method to reduce false arrhythmia alarms and specifically explored different methods of probability and class assignment, as these affect the classification accuracy of the ensemble classifiers. Due to the complex nature of the problem, i.e., five types of arrhythmia and several methods to determine probability and the alarm class, a synthetic measure based on the ranks was proposed. The novelty of this contribution is the design of a synthetic measure that helps to leverage classification results in an ensemble model that indicates a decision path leading to the best result in terms of the area under the curve (AUC) measure or the global accuracy (score). The results of the research are promising. The best performance in terms of the AUC was 100% accuracy for extreme tachycardia, whereas the poorest results were for ventricular tachycardia at 87%. Similarly, in terms of the accuracy, the best results were observed for extreme tachycardia (91%), whereas ventricular tachycardia alarms were the most difficult to detect, with an accuracy of only 51%.

Simulation Study on the Application of the Generalized Entropy Concept in Artificial Neural Networks.

Artificial neural networks are currently one of the most commonly used classifiers and over the recent years they have been successfully used in many practical applications, including banking and finance, health and medicine, engineering and manufacturing. A large number of error functions have been proposed in the literature to achieve a better predictive power. However, only a few works employ Tsallis statistics, although the method itself has been successfully applied in other machine learning techniques. This paper undertakes the effort to examine the q -generalized function based on Tsallis statistics as an alternative error measure in neural networks. In order to validate different performance aspects of the proposed function and to enable identification of its strengths and weaknesses the extensive simulation was prepared based on the artificial benchmarking dataset. The results indicate that Tsallis entropy error function can be successfully introduced in the neural networks yielding satisfactory results and handling with class imbalance, noise in data or use of non-informative predictors.

Role of Nitric Oxide Pathway in Development and Progression of Chronic Kidney Disease in Rats Sensitive and Resistant to its Occurrence in an Experimental Model of 5/6 Nephrectomy.

BACKGROUND Understanding the mechanisms conditioning development of chronic kidney disease (CKD) is still a challenge. The aim of this study was to evaluate the activity of the intrarenal nitric oxide (NO) pathway in the context of sensitivity or resistance of different animal strains to the development and degree of renal failure. MATERIAL AND METHODS Two rat strains were used: Wistar (WR) and Sprague-Dawley rats (SDR) in a model of CKD - 5/6 nephrectomy. We assessed parameters of renal failure and expression of nitric oxide synthase (NOS) isoforms in renal cortex and medulla. RESULTS We did not observe renal failure in WR, and CKD developed in SDR with increase of creatinine and urea concentration as well as decrease of diuresis and glomerular filtration. In the renal cortex, baseline expression of NOS2 was higher in WR than in SDR. 5/6 nephrectomy resulted in reduction of NOS2 in both strains and NOS3 in WR. In the renal medulla, baseline NOS2 expression was higher in SDR, and nephrectomy resulted in its decrease only in SDR. Although baseline NOS3 expression was higher in SDR, the NOS3 expression after nephrectomy was higher in WR rats. CONCLUSIONS In model of CKD - 5/6 nephrectomy, SDR proved to be sensitive and WR resistant to development of CKD. The intrarenal activity of the nitric oxide pathway was the factor that differentiated both strains. This mechanism may be responsible for insensitivity of WR to development of renal failure in this model of CKD.

Electricity forecasting on the individual household level enhanced based on activity patterns.

Leveraging smart metering solutions to support energy efficiency on the individual household level poses novel research challenges in monitoring usage and providing accurate load forecasting. Forecasting electricity usage is an especially important component that can provide intelligence to smart meters. In this paper, we propose an enhanced approach for load forecasting at the household level. The impacts of residents' daily activities and appliance usages on the power consumption of the entire household are incorporated to improve the accuracy of the forecasting model. The contributions of this paper are threefold: (1) we addressed short-term electricity load forecasting for 24 hours ahead, not on the aggregate but on the individual household level, which fits into the Residential Power Load Forecasting (RPLF) methods; (2) for the forecasting, we utilized a household specific dataset of behaviors that influence power consumption, which was derived using segmentation and sequence mining algorithms; and (3) an extensive load forecasting study using different forecasting algorithms enhanced by the household activity patterns was undertaken.

Combined Use of Pyelolithotomy and Endoscopy: An Alternative Surgical Treatment for Staghorn Urolithiasis in Children.

PURPOSE: To present a combining pyelolithotomy and endoscopy, an alternative approach for treating staghorn calculi in children. MATERIALS AND METHODS: We treated 1414 children (age, 10 months to 17 years) with urolithiasis between 2009 and 2013 in the Pediatric Surgery Department and in the Pediatrics and Nephrology Department, Military Institute of Medicine in Warsaw. Most patients were treated conservatively. In 162 cases, an extracorporeal shockwave lithotripsy (SWL) procedure was needed. Surgery was only used in patients who had failed SWL. We performed minimally invasive procedures, ureterolithotripsy using semi-rigid and flexible ureterorenoscopes or percutaneous nephrolithotomy (PCNL) in 126 patients. RESULTS: In the most serious cases of staghorn or multifocal calculi, we performed a combined operation of pyelolithotomy with endoscopic removal of concrements from all calyces of the diseased kidney. In 15 out of the 18 combination treatments (83.3%), concrements were completely removed from the kidney in a single procedure. In three cases, fine concrements (5 to 6 mm) remained after the procedure, and these were candidate for SWL. In one case, a boy aged 4 years, symptoms of infection in the urinary tract occurred 2 days after the procedure. CONCLUSION: Combining pyelolithotomy with endoscopy to remove concrements clears the diseased kidney without causing parenchymal damage in one procedure. The method is safe in children, does not require blood transfusion, and helps maintain kidney function.

Analysis of Renal Trauma in Adult Patients: A 6-Year Own Experiences of Trauma Center.

PURPOSE: Abdominal trauma itself accounts for approximately 3% of all trauma cases. Among cases of multiple organ trauma, abdominal trauma accounts for 8-10% of cases. The frequency of genitourinary tract trauma is 10%. The renal trauma is 1-5% of all trauma cases. The aim of this study was to determine treatment's strategy according to analysis of renal trauma severity. MATERIALS AND METHODS: Since 2008, the Military Institute of Medicine, followed by the Trauma Center, treated 1119 trauma patients, of which 52 were renal trauma cases. In most cases, renal trauma was concomitant with multiple organ trauma. RESULTS: Of the 52 renal trauma cases, 35 (67%) were caused by transportation, 5 (10%) by falls, 8 (15%) by iat­rogenic factors, 2 (4%) by batteries, and 2 by idiopathic factors. In our study cohort, 31 cases (60%) experienced renal trauma concomitant with multiple organ trauma. Renal trauma involved injury to both kidneys in 9 (20%) patients, and to only 1 kidney in 34 (80%) patients. CONCLUSION: The use of computed tomography scan in combination with strict observation of conservative treat­ment protocols and intravascular techniques results in effective treatment of renal trauma.

Treatment of Recurrent Bacterial Cystitis by Intravesical Instillations of Hyaluronic Acid.

PURPOSE: To evaluate the results of intravesical instillations of hyaluronic acid (HA) in the treatment of recurrent bacterial cystitis (RBC), and to assess the rate of tolerability, the rate of recurrence of RBC and side effects of treatment. MATERIALS AND METHODS: The study included 23 female patients from September 2012 to May 2013, aged 28-42 years. Twenty three women with a history of RBC, received intravesical instillations of HA once weekly for 6 weeks then once monthly for 8 months. RESULTS: In 16 (69.6%) of patients, symptoms of RBC resolved after 8 months. In 5 (21.7%) patients after 8 months of HA treatment, urgency was reduced only by 30%. Therefore, it was decided to use combined therapy of HA and alpha blockers in this cohort group. There was a specific reduction (75%) in frequent urination at day and at night without urgency. Despite the use of above mentioned treatment, in 2 (8.7%) patients, RBC was still present and therefore the treatment was discontinued. CONCLUSION: The use of HA protects mucosa of urinary bladder and alleviates symptoms of infection. The intra­vesical instillations of HA and combination of HA + alpha blockers seems to be an effective therapeutic alternative in patients with RBC.

Superselective renal artery embolization in the treatment of iatrogenic bleeding into the urinary tract.

BACKGROUND: The aim of this study was to evaluate the efficacy of superselective renal artery embolization in patients with bleeding into the urinary system. MATERIAL/METHODS: From 2007 to 2012, 20 patients were treated with superselective renal artery embolization for bleeding after percutaneous nephrolithotomy (PCNL), nephron-sparing surgery (NSS), including 1 patient with AVF after PCNL. During the procedure, embolization material was injected through a microcatheter to stop the bleeding. Embolization materials included a mixture of cyanoacrylate and lipiodol, embolization coils, and Spongostan. Clinical evaluation included remission of hematuria and normalization of blood morphotic elements. RESULTS: The cause of bleeding into the urinary tract was damage to vessels (all cases): with coexisting false aneurism (8 cases); with coexisting arterio-venus fistula (1 case); and with coexisting intrarenal hematoma (3 cases). The bleeding occurred 2-5 days after PCNL and NSS, and 10 days after PCNL with AVF. The mean hematocrit level was 22%-24%. Technical success was achieved in 20 cases. Clinical success was achieved in 19 cases. One patient with hematuria after PCNL with AVF needed a second endovascular treatment to stop bleeding. CONCLUSIONS: Superselective renal artery embolization is an effective procedure in the treatment of iatrogenic bleeding into the urinary tract after PCNL and NSS.

Hepatoprotective effect of nitric oxide in experimental model of acute hepatic failure.

AIM: To evaluate the effect of nitric oxide (NO) on the development and degree of liver failure in an animal model of acute hepatic failure (AHF). METHODS: An experimental rat model of galactosamine-induced AHF was used. An inhibitor of NO synthase, nitroarginine methyl ester, or an NO donor, arginine, were administered at various doses prior to or after the induction of AHF. RESULTS: All tested groups developed AHF. Following inhibition of the endogenous NO pathway, most liver parameters improved, regardless of the inhibitor dose before the induction of liver damage, and depending on the inhibitor dose after liver damage. Prophylactic administration of the inhibitor was more effective in improving liver function parameters than administration of the inhibitor after liver damage. An attempt to activate the endogenous NO pathway prior to the induction of liver damage did not change the observed liver function parameters. Stimulation of the endogenous NO pathway after liver damage, regardless of the NO donor dose used, improved most liver function parameters. CONCLUSION: The endogenous NO pathway plays an important role in the development of experimental galactosamine-induced AHF.

Effect of nitric oxide pathway regulation on water/sodium balance and renal function in a rodent model of acute liver and renal failure.

BACKGROUND: The pathomechanism of acute hepatorenal syndrome (HRS), a particular form of acute renal failure that occurs in the course of acute liver injury, is still poorly understood. The aim of our study was to estimate the influence of the activation and inhibition of the nitric oxide pathway on the water/sodium balance and development of acute renal failure in the course of HRS. MATERIAL AND METHODS: We used male Sprague-Dawley rats in the acute galactosamine (Ga1N) model of HRS. The nitric oxide synthase (NOS) inhibitors L-NAME and L-arginine were administered intraperitoneally before and after liver damage. RESULTS: HRS developed in all tested groups. L-NAME increased osmotic clearance and urine volume more effectively before liver injury. Furthermore, administration of L-NAME increased creatinine clearance both before and after Ga1N injection. A double dose of L-NAME did not yield further improvement before Ga1N injection, but improved creatinine clearance after Ga1N intoxication. Injection of L-arginine increased sodium excretion and urine volume, but only after liver injury. Moreover, L-arginine injected after Ga1N caused significant improvement of the creatinine clearance in a dose-dependent manner. CONCLUSIONS: Our study shows that inhibition of the nitric oxide pathway improves parameters of water and sodium balance and prevents development of acute renal failure in the course of acute liver injury and liver failure. Activation of the nitric oxide system also has a favorable influence on water/sodium balance and renal failure, but only after liver injury.