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Browsing by Author "Cumic, Jelena (57209718077)"

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    AI-enhanced EEG signal interpretation: A novel approach using texture analysis with random forests
    (2024)
    Paunovic Pantic, Jovana (52464213900)
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    Valjarevic, Svetlana (56246443000)
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    Cumic, Jelena (57209718077)
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    Pantic, Igor (36703123600)
    We hypothesize that the Gray-Level Co-occurrence Matrix (GLCM) and the Run-Length Matrix (RLM) techniques can effectively quantify discrete changes in EEG signals, and that the features extracted from these matrices can be utilized to train a Random Forest (RF) model. Our contribution includes the development of a robust code in sci-kit learn for a hypothetical model that, after adequate training and testing, could be used to detect and remove artifacts as well as differentiate between physiological and pathological EEG signals. Moreover, our approach envisions the RF model as a powerful tool capable of differentiating between normal and abnormal EEG signals. This approach could lead to the development of more potent AI tools that enhance clinical decision-making in neurology and psychiatry. © 2024 Elsevier Ltd
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    Comparison of Post-Cesarean Pain Perception of General Versus Regional Anesthesia, a Single-Center Study
    (2023)
    Stanisic, Danka Mostic (57219173539)
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    Kalezic, Nevena (6602526969)
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    Rakic, Aleksandar (57217053634)
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    Rajovic, Nina (57218484684)
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    Mostic, Tatjana Ilic (6506343126)
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    Cumic, Jelena (57209718077)
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    Stulic, Jelena (57209247701)
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    Rudic Biljic Erski, Ivana (57209262812)
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    Divac, Nevena (23003936900)
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    Milic, Natasa (7003460927)
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    Stojanovic, Radan (7003903083)
    Background and Objectives: Pain during and after the procedure remains the leading concern among women undergoing cesarean section. Numerous studies have concluded that the type of anesthesia used during a cesarean section undoubtedly affects the intensity and experience of pain after the operation. Materials and Methods: This prospective cohort study was conducted at the Clinic for Gynecology and Obstetrics, Clinical Center “Dragisa Misovic—Dedinje”, Belgrade, Serbia. Patients at term pregnancy (37–42 weeks of gestation) with an ASA I score who delivered under general (GEA) or regional anesthesia (RA) by cesarean section were included in the study. Following the procedure, we assessed pain using the Serbian McGill questionnaire (SF–MPQ), Visual Analogue Scale (VAS) and the pain attributes questionnaire at pre-established time intervals of 2, 12, and 24 h after the procedure. Additionally, time to patient’s functional recovery was noted. We also recorded the time to the first independent mobilization, first oral intake, and lactation establishment. Results: GEA was performed for 284 deliveries while RA was performed for 249. GEA had significantly higher postoperative sensory and affective pain levels within intervals of 2, 12, and 24 h after cesarean section. GEA had significantly higher postoperative VAS pain levels. On pain attribute scale intensity, GEA had significantly higher postoperative pain levels within all intervals. Patients who received RA had a shorter time to first oral food intake, first independent mobilization, and faster lactation onset in contrast to GEA. Conclusions: The application of RA presented superior postoperative pain relief, resulting in earlier mobilization, shorter time to first oral food intake, and faster lactation onset in contrast to GEA. © 2022 by the authors.
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    Computational approaches for evaluating morphological changes in the corneal stroma associated with decellularization
    (2023)
    Pantic, Igor V. (36703123600)
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    Cumic, Jelena (57209718077)
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    Valjarevic, Svetlana (56246443000)
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    Shakeel, Adeeba (58580561000)
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    Wang, Xinyu (57859403000)
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    Vurivi, Hema (57328846600)
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    Daoud, Sayel (59783155700)
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    Chan, Vincent (7202654913)
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    Petroianu, Georg A. (55922530600)
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    Shibru, Meklit G. (58242756600)
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    Ali, Zehara M. (58242085300)
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    Nesic, Dejan (26023585700)
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    Salih, Ahmed E. (57214597985)
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    Butt, Haider (57007849400)
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    Corridon, Peter R. (55359441300)
    Decellularized corneas offer a promising and sustainable source of replacement grafts, mimicking native tissue and reducing the risk of immune rejection post-transplantation. Despite great success in achieving acellular scaffolds, little consensus exists regarding the quality of the decellularized extracellular matrix. Metrics used to evaluate extracellular matrix performance are study-specific, subjective, and semi-quantitative. Thus, this work focused on developing a computational method to examine the effectiveness of corneal decellularization. We combined conventional semi-quantitative histological assessments and automated scaffold evaluations based on textual image analyses to assess decellularization efficiency. Our study highlights that it is possible to develop contemporary machine learning (ML) models based on random forests and support vector machine algorithms, which can identify regions of interest in acellularized corneal stromal tissue with relatively high accuracy. These results provide a platform for developing machine learning biosensing systems for evaluating subtle morphological changes in decellularized scaffolds, which are crucial for assessing their functionality. Copyright © 2023 Pantic, Cumic, Valjarevic, Shakeel, Wang, Vurivi, Daoud, Chan, Petroianu, Shibru, Ali, Nesic, Salih, Butt and Corridon.
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    Computational approaches for evaluating morphological changes in the corneal stroma associated with decellularization
    (2023)
    Pantic, Igor V. (36703123600)
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    Cumic, Jelena (57209718077)
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    Valjarevic, Svetlana (56246443000)
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    Shakeel, Adeeba (58580561000)
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    Wang, Xinyu (57859403000)
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    Vurivi, Hema (57328846600)
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    Daoud, Sayel (59783155700)
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    Chan, Vincent (7202654913)
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    Petroianu, Georg A. (55922530600)
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    Shibru, Meklit G. (58242756600)
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    Ali, Zehara M. (58242085300)
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    Nesic, Dejan (26023585700)
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    Salih, Ahmed E. (57214597985)
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    Butt, Haider (57007849400)
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    Corridon, Peter R. (55359441300)
    Decellularized corneas offer a promising and sustainable source of replacement grafts, mimicking native tissue and reducing the risk of immune rejection post-transplantation. Despite great success in achieving acellular scaffolds, little consensus exists regarding the quality of the decellularized extracellular matrix. Metrics used to evaluate extracellular matrix performance are study-specific, subjective, and semi-quantitative. Thus, this work focused on developing a computational method to examine the effectiveness of corneal decellularization. We combined conventional semi-quantitative histological assessments and automated scaffold evaluations based on textual image analyses to assess decellularization efficiency. Our study highlights that it is possible to develop contemporary machine learning (ML) models based on random forests and support vector machine algorithms, which can identify regions of interest in acellularized corneal stromal tissue with relatively high accuracy. These results provide a platform for developing machine learning biosensing systems for evaluating subtle morphological changes in decellularized scaffolds, which are crucial for assessing their functionality. Copyright © 2023 Pantic, Cumic, Valjarevic, Shakeel, Wang, Vurivi, Daoud, Chan, Petroianu, Shibru, Ali, Nesic, Salih, Butt and Corridon.
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    Effect of regional vs general anesthesia on vital functions after cesarean section: a single center experience
    (2022)
    Mostic Stanisic, Danka (57219173539)
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    Kalezic, Nevena (6602526969)
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    Rajovic, Nina (57218484684)
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    Ilic Mostic, Tatjana (6503948501)
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    Cumic, Jelena (57209718077)
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    Stanisavljevic, Tamara (57252613700)
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    Beleslin, Aleksandra (57895738000)
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    Stulic, Jelena (57209247701)
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    Rudic, Ivana (57203842180)
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    Divac, Nevena (23003936900)
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    Milic, Natasa (7003460927)
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    Stojanovic, Radan (7003903083)
    Background: The aim was to determine the effect of regional anesthesia (RA) on postoperative vital functions in contrast to general endotracheal anesthesia (GEA) after the cesarean section. Methods: Prospective cohort study included consecutive term pregnant women delivered by cesarean section (GEA, n = 284; RA, n = 249). Results: Higher levels of blood pressure and heart rate, as well as lower levels of pulse oximetry were found for GEA in contrast to RA (p < 0.001). The application of RA presented less side-effects (p < 0.05). Conclusions: RA for cesarean section should be preferred when balancing the risks and benefits for the mother and fetus. © 2022 Informa UK Limited, trading as Taylor & Francis Group.
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    Hypertensive Disorders of Pregnancy and Peripartum Cardiomyopathy: A Meta-Analysis of Prevalence and Impact on Left Ventricular Function and Mortality
    (2025)
    Biljic-Erski, Aleksandar (57210440392)
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    Rajovic, Nina (57218484684)
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    Pavlovic, Vedrana (57202093978)
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    Bukumiric, Zoran (36600111200)
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    Rakic, Aleksandar (57217053634)
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    Rovcanin, Marija (57219309601)
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    Stulic, Jelena (57209247701)
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    Anicic, Radomir (55566374100)
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    Kocic, Jovana (57192953792)
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    Cumic, Jelena (57209718077)
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    Markovic, Ksenija (57252972500)
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    Zdravkovic, Dimitrije (59330041800)
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    Stanisavljevic, Dejana (23566969700)
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    Masic, Srdjan (57190441485)
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    Milic, Natasa (7003460927)
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    Dimitrijevic, Dejan (57222992204)
    Background: The purpose of this meta-analysis was to examine the prevalence of hypertensive disorders of pregnancy (HDPs), particularly preeclampsia (PE), in peripartum cardiomyopathy (PPCM)-affected pregnancies, and to evaluate whether a HDP significantly alters the prognosis of PPCM, with specific reference to the recovery of left ventricular function (LVEF) and mortality. Methods: A total of 5468 potentially eligible studies were identified, and 104 were included in the meta-analysis. For pooling proportions, the inverse variance methods with logit transformation were used. Complete recovery of LVEF (>50%) and mortality were expressed by odds ratios (ORs), with 95% confidence intervals (CIs). The Peto OR (POR) was used in cases of rare events. Baseline LV function and baseline LV end-diastolic diameter (LVEDD) were summarized by the mean difference (MD) and 95% confidence interval (CI). Results: The summary estimate of the prevalence of HDPs and PE in women with PPCM was 36% and 25%, respectively. Patients with HDPs and, more specifically, PE with PPCM had a higher chance of complete recovery (OR = 1.87; 95%CI = 1.64 to 2.13; p < 0.001 and OR = 1.98; 95%CI 1.69 to 2.32; p < 0.001, respectively), a higher baseline LVEF (MD, 1.42; 95% CI 0.16 to 2.67; p = 0.03 and MD, 1.69; 95% CI 0.21 to 3.18; p = 0.03, respectively), and a smaller baseline LVEDD (MD, −1.31; 95% CI −2.50 to −0.13; p = 0.03 and MD, −2.63; 95% CI −3.75 to −1.51; p < 0.001, respectively). These results, however, did not translate into a significant difference in 12-month mortality (POR = 0.80; 95% CI = 0.57 to 1.13; p = 0.21 and POR = 1.56; 95% CI 0.90 to 2.73; p = 0.12, respectively). Conclusions: The findings of this study may contribute to evidence that can be utilized to aid in the risk stratification of patients with PPCM regarding their long-term prognoses. © 2025 by the authors.
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    Musculoskeletal Diseases as the Most Prevalent Component of Multimorbidity: A Population-Based Study
    (2024)
    Rajovic, Nina (57218484684)
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    Zagorac, Slavisa (23487471100)
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    Cirkovic, Andja (56120460600)
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    Matejic, Bojana (9840705300)
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    Jeremic, Danilo (57210977460)
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    Tasic, Radica (57216548156)
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    Cumic, Jelena (57209718077)
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    Masic, Srdjan (57190441485)
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    Grupkovic, Jovana (58075277500)
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    Mitrovic, Vekoslav (57219184754)
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    Milic, Natasa (7003460927)
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    Gluscevic, Boris (6506291701)
    Background/Objectives: Due to their high frequency, common risk factors, and similar pathogenic mechanisms, musculoskeletal disorders (MSDs) are more likely to occur with other chronic illnesses, making them a “component disorder“ of multimorbidity. Our objective was to assess the prevalence of multimorbidity and to identify the most common clusters of diagnosis within multimorbidity states, with the primary hypothesis that the most common clusters of multimorbidity are MSDs. Methods: The current study employed data from a population-based 2019 European Health Interview Survey (EHIS). Multimorbidity was defined as a ≥2 diagnosis from the list of 17 chronic non-communicable diseases, and to define clusters, the statistical method of hierarchical cluster analysis (HCA) was performed. Results: Out of 13,178 respondents, multimorbidity was present among 4398 (33.4%). The HCA method yielded six multimorbidity clusters representing the most common diagnoses. The primary multimorbidity cluster, which was prevalent among both genders, age groups, incomes per capita, and statistical regions, consisted of three diagnoses: (1) lower spine deformity or other chronic back problem (back pain), (2) cervical deformity or other chronic problem with the cervical spine, and (3) osteoarthritis. Conclusions: Given the influence of musculoskeletal disorders on multimorbidity, it is imperative to implement appropriate measures to assist patients in relieving the physical discomfort and pain they endure. Public health information, programs, and campaigns should be utilized to promote a healthy lifestyle. Policymakers should prioritize the prevention of MSDs by encouraging increased physical activity and a healthy diet, as well as focusing on improving functional abilities. © 2024 by the authors.
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    Quality of life of informal caregivers behind the scene of the COVID-19 epidemic in Serbia
    (2020)
    Todorovic, Natasa (58593990200)
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    Vracevic, Milutin (57008201200)
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    Rajovic, Nina (57218484684)
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    Pavlovic, Vedrana (57202093978)
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    Madzarevic, Petar (57220067073)
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    Cumic, Jelena (57209718077)
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    Mostic, Tanja (6506343126)
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    Milic, Nikola (57210077376)
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    Rajovic, Tatjana (57200209947)
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    Sapic, Rosa (38562153900)
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    Milcanovic, Petar (57218483550)
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    Velickovic, Igor (57218482857)
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    Culafic, Slobodan (24767779200)
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    Stanisavljevic, Dejana (23566969700)
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    Milic, Natasa (7003460927)
    Background and objectives: The COVID-19 pandemic has had an unprecedented reliance on informal caregivers as one of the pillars of healthcare systems. The aim of this study was to assess the quality of life of informal caregivers during the COVID-19 epidemic in Serbia. Materials and Methods: A cross-sectional study was conducted among informal caregivers during the COVID-19 epidemic in Serbia. Physical and mental quality of life was measured by the 36-Item Short-Form Health Survey. Additional data included sociodemographic characteristics, caregiver and care recipient characteristics, and COVID-19 related concerns. The qualitative component was performed using focus groups and individual in-depth interviews. Results: Out of 112 informal caregivers enrolled, most were female (80%), and the average age was 51.1 ± 12.3 years. The majority was delivering care to one person, who was a family member, on a daily basis (86.4%, 92%, and 91.1%, respectively). In multiple regression models, significant predictors of caregivers’ physical health were delivering care to a family member and a higher level of care complexity, while significant predictors of caregivers’ mental health were a higher level of care complexity and increased concerns about self-health and the health of the person being cared for due to the COVID-19 epidemic. Conclusions: Informal caregivers are experiencing negative physical and mental health outcomes during the COVID-19 epidemic in Serbia. © 2020 by the authors. Licensee MDPI, Basel, Switzerland.
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    Surgical challenges of heart mate 3 pump implantation in aneurysmally changed heart ventricles
    (2020)
    Terzić, Dusko (57195538891)
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    Nestorović, Emilija (56090978800)
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    Markovic, Dejan (26023333400)
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    Kostić, Nataša Kovašvić (57215815186)
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    Djordjevic, Aleksandar (57220877412)
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    Karan, Radmila (47161180600)
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    Čubrilo, Marko (57209307258)
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    Stoiljković, Vladimir (57218096467)
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    Milićević, Vladimir (57205739324)
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    Cumic, Jelena (57209718077)
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    Putnik, Svetozar (16550571800)
    We presented surgical treatment of three patients indicated for implantation of a permanent mechanical circulatory support device and with the associated left ventricular aneurysms. In order to evade the left ventricular rupture, adverse thromboembolic events and provide safe implantation of the inflow c annula, L VAD H M3 i mplantation together with the reconstruction of the left ventricular aneurysmal wall was performed in two patients. Regarding the third patient, LVAD implantation upon the reconstruction of the left ventricular wall was abandoned because there was no safe location for placement of the inflow cannula. © 2020 Forum Multimedia Publishing, LLC.
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    The prospects of secondary moderate mitral regurgitation after aortic valve replacement —meta-analysis
    (2020)
    Bilbija, Ilija (57113576000)
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    Matkovic, Milos (57113361300)
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    Cubrilo, Marko (57209307258)
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    Aleksic, Nemanja (57209310510)
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    Lazovic, Jelena Milin (57023980700)
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    Cumic, Jelena (57209718077)
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    Tutus, Vladimir (57196079539)
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    Jovanovic, Marko (57219451923)
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    Putnik, Svetozar (16550571800)
    Aortic valve replacement for aortic stenosis represents one of the most frequent surgical procedures on heart valves. These patients often have concomitant mitral regurgitation. To reveal whether the moderate mitral regurgitation will improve after aortic valve replacement alone, we performed a systematic review and meta-analysis. We identified 27 studies with 4452 patients that underwent aortic valve replacement for aortic stenosis and had co-existent mitral regurgitation. Primary end point was the impact of aortic valve replacement on the concomitant mitral regurgitation. Secondary end points were the analysis of the left ventricle reverse remodeling and long-term survival. Our results showed that there was significant improvement in mitral regurgitation postoperatively (RR, 1.65; 95% CI 1.36–2.00; p < 0.00001) with the average decrease of 0.46 (WMD; 95% CI 0.35–0.57; p < 0.00001). The effect is more pronounced in the elderly population. Perioperative mortality was higher (p < 0.0001) and long-term survival significantly worse (p < 0.00001) in patients that had moderate/severe mitral regurgitation preoperatively. We conclude that after aortic valve replacement alone there are fair chances but for only slight improvement in concomitant mitral regurgitation. The secondary moderate mitral regurgitation should be addressed at the time of aortic valve replacement. A more conservative approach should be followed for elderly and high-risk patients. © 2020, MDPI AG. All rights reserved.
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    The prospects of secondary moderate mitral regurgitation after aortic valve replacement —meta-analysis
    (2020)
    Bilbija, Ilija (57113576000)
    ;
    Matkovic, Milos (57113361300)
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    Cubrilo, Marko (57209307258)
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    Aleksic, Nemanja (57209310510)
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    Lazovic, Jelena Milin (57023980700)
    ;
    Cumic, Jelena (57209718077)
    ;
    Tutus, Vladimir (57196079539)
    ;
    Jovanovic, Marko (57219451923)
    ;
    Putnik, Svetozar (16550571800)
    Aortic valve replacement for aortic stenosis represents one of the most frequent surgical procedures on heart valves. These patients often have concomitant mitral regurgitation. To reveal whether the moderate mitral regurgitation will improve after aortic valve replacement alone, we performed a systematic review and meta-analysis. We identified 27 studies with 4452 patients that underwent aortic valve replacement for aortic stenosis and had co-existent mitral regurgitation. Primary end point was the impact of aortic valve replacement on the concomitant mitral regurgitation. Secondary end points were the analysis of the left ventricle reverse remodeling and long-term survival. Our results showed that there was significant improvement in mitral regurgitation postoperatively (RR, 1.65; 95% CI 1.36–2.00; p < 0.00001) with the average decrease of 0.46 (WMD; 95% CI 0.35–0.57; p < 0.00001). The effect is more pronounced in the elderly population. Perioperative mortality was higher (p < 0.0001) and long-term survival significantly worse (p < 0.00001) in patients that had moderate/severe mitral regurgitation preoperatively. We conclude that after aortic valve replacement alone there are fair chances but for only slight improvement in concomitant mitral regurgitation. The secondary moderate mitral regurgitation should be addressed at the time of aortic valve replacement. A more conservative approach should be followed for elderly and high-risk patients. © 2020, MDPI AG. All rights reserved.

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