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The most common clinical sign in pediatric cardiology is heart murmur, which can often be uncharacteristic. The aim of this research was to present the results of development of a classifier based on machine learning algorithms whose purpose is to classify organic murmur that occur in congenital heart defect (CHD). The study is based on the data collected at Pediatric Clinic, Clinical Center University of Sarajevo during three-year period. Totally, 116 children aged from 1 to 15 years were enrolled in the study. Input parameters for classification are parameters obtained during basic physical examination and assessment of patient. First, analysis of relevance of the feature for classification was done using InfoGain, GainRatio, Relief and Correlation method. In the second step, classifiers based on Naive Bayes, Logistic Regression, Decision Tree, Random Forest and Support Vector Machine were developed and compared by performance. The results of this research suggest that high accuracy (90%) classifier for detection of CHD based on 16 parameters can be developed. Such classifier with appropriate user interface would be valuable diagnostic aid to doctors and pediatricians at primary healthcare level for diagnostic of heart murmurs.

Introduction: The most common cause of myocardial ischemia is atherosclerotic epicardial coronary artery disease, present in 90% of patients. Risk factors positively correlate with the onset, development and subsequent complications of atherosclerotic disease. Aim: Determine the percentage frequency of classic risk factors for coronary disease in patients with non-ST segment elevation myocardial infarction (NSTEMI), with regard to gender. Methods: A retrospective study was conducted on 600 respondents, treated for NSTEMI at the Clinic for Internal Medicine of the University Clinical Center (UKC) Tuzla, in the period from June 2016 to December 2019. Results: Overall, smoking was the leading risk factor (65%), followed by hypertension (58%), hyperlipoproteinemia (39%), overweight (33%), positive family burden (30%) and diabetes mellitus (19%). In male patients, the leading risk factor was smoking, rating at 74%, while in female patients – it was hypertension at 67%. In younger groups of patients leading risk factors were smoking and a positive family burden. Conclusion: With adequate prevention and treatment measures, a significant reduction in the prevalence of the cardiovascular disease can be achieved, since the risk factors for its development have long been known. Quitting smoking is one of the most effective secondary prevention measure since it reduces the reinfarction risk rate by 50%. Knowledge of coronary risks, as well as success in reducing them, can greatly contribute to patients’ overall sense of contentment and significantly raise their self-confidence.

Background: A significant number of patients who underwent surgical myocardial revascularization (CABG) have various comorbidities, including left ventricular diastolic dysfunction (LVDD). Objective: The aim of this paper is to show that patients with preoperative LVDD are at an increased risk of postoperative adverse events and have a worse prognosis compared to patients without LVDD. Methods: The study included 116 patients who underwent myocardial revascularization (CABG) performed at Medical Institute Bayer in Tuzla over a period of 1 year. None of the patients had previously undergone CABG or valvular surgery, or undergone stent implantation (PCI). The presence of LV diastolic dysfunction was detected by echocardiography, and the patients were divided into two groups: with and without LVDD, and further classified into three degrees of LVDD. Results: Of the total number of subjects who underwent surgical revascularization of the myocardium without echocardiographically detected LVDD, 24.1% were patients, and 75.9% were patients with LVDD. In the group with LVDD, the range of days spent in the intensive care unit (ICU) is significantly higher compared to patients without LVDD. Also, patients with LVDD had a significantly higher number of hours of inotropic support, a significantly higher number of cases of tachycardia, predominantly atrial fibrillation (POAF). In this group of patients, a greater number of other adverse events were observed, such as myocardial infarction, cardiac or renal failure, TIA or CVI. Of the total number of patients in the study, 107 patients survived surgical myocardial revascularization and had a satisfactory recovery while 9 (7.8%) survived, all from the group with LVDD. Conclusion: Patients with preoperative diastolic dysfunction of the left ventricle, especially with III degree of dysfunction, are exposed to a higher postoperative risk of adverse events such as: atrial fibrillation, prolonged stay in the intensive care unit, the need for longer-term support with inotropes, and the fatal outcome was recorded exclusively in patients with LV diastolic dysfunction.

The most significant discoveries in the area of heart failure are the recognition of natriuretic peptide system and its multiple effects on cardiac structure and function with special effect on its natriuretic and hemodynamic processes. First information’s that heart, beside its function as a mechanical pump also has an important endocrine functions, exists for over 50 years. Chemical structure of atrial natriuretic peptide has been identified in 1984. and four years later a brain natriuretic peptide has been discovered owning its name because it has been identified in pig brain. Primary site of brain natriuretic peptide synthesis in heart has been identified in 1991. Natriuretic peptides are neither neurohormones that influence body fluid homeostasis through natriuretic and diuretic effect; regulate vascular tone by decreasing angiotensine II level and they inhibit nor epinephrine synthesis and increase parasympathetic tone. They are natural antagonists of renin-angiotensine-aldosteron system, and they have a great role in inhibition of ventricular hypertrophy and remodeling, protective effects in endothelial dysfunction are important; they increase effects of nitrite oxide, inhibit lipid deposition in vascular wall and inhibit thrombocyte activation, regulate coagulation and fibrinolytic processes as well. Natriuretic peptides clinical use is in early evaluation of heart failure, prognostic stratification and detection of systolic and diastolic dysfunction of left ventricle, assessment of prognosis during patient monitoring period, differential diagnosis of dyspnea, treatment adjustment and dosage titration, assessment during hospital admittance and discharge and forecast and reduction of coronary events.

Accurate information about the cause of death is given by expert teams based on pathological or forensic expertise. Reliable information can be obtained from doctors from clinical-hospital institutions if the deceased person was treated in such an institution and with previously diagnosed disease (hospital mortality). Analysis of hospital mortality provides a lot of data that can be used in planning the hospital beds capacities, the amount of drug procurement, purchasing equipment, organization and creation of highly specialized medical teams (medical team for resuscitation), the number of reanimation techniques, the number of pathologists who are required for autopsy procedures, etc. GOAL was to determine the total number of deaths, the most common causes of death and the 10 leading diagnoses of deceased patients at the Clinic for Internal Medicine of Clinical Center in Tuzla during 2008.We used the material from the archive (medical records and reports on deceased patients, delivered by physicians working at the Clinic for Internal Medicine of Clinical Center in Tuzla).During 2008 at the Clinic for Internal Medicine 368 patients died. According to the analyzed data leading cause of death and leading diagnosis as cause of death at the Clinic for Internal Medicine in 2008 were as follows: cardiogenic shock in 73 (19.84%), cerebrovascular stroke in 46 (12.50%), coma due to stroke in 32 (8.70%), coma not classified as cerebral in 25 (6.79%) (metabolic 13 (3.53%) and hepatic 12 (3.26%), cardiomyopathy in 22 (5.98%), malignant neoplasm of the abdomen in 17 (4.62%), respiratory insufficiency in 17 (4.62%), acute myocardial infarction and myocardial infarction with rupture in 17 (4.62%), pulmonary edema in 16 (4.35%), and cardiorespiratory arrest in 13 (3.53%) deaths.During 2008 at the Clinic for Internal Medicine of Clinical Center in Tuzla died a total of 368 patients. The most common cause of death of patients at the Clinic for Internal Medicine of Clinical Center in Tuzla are cardiovascular disease (n = 175; 47.55% of deaths), in second place was cerebrovascular disease (n = 76; 20.65% of deaths) for a total of 251 (68.20%) of deaths from cardiovascular and cerebrovascular disease.

We aimed to evaluate levels of amino-terminal pro-brain natriuretic peptid (NT-proBNP) in prediction of left ventricular ejection fraction (LVEF) in heart failure patients. Prospective study on 60 consecutive patients with symptoms and signs of heart failure was performed. Blood samples for NT-proBNP analysis was taken from all test subjects and echocardiography was also done in all of them. According to LVEF value, patients were divided into four groups; those with 50%. NT-proBNP values correlated with LVEF value. Regression analyis was used to evaluate how well NT-proBNP values predict LVEF. We used Receiver Operating Characteristic Curve calculation to evaluate diagnostic performance of NT-proBNP in estimation of LVEF. Average value of NT-proBNP in test group was 3191,69±642,89 pg/ml (p