Assessment of valve regurgitation severity via contrastive learning and multi-view video integration.

Objective. This paper presents a novel approach for addressing the intricate task of diagnosing aortic valve regurgitation (AR), a valvular disease characterized by blood leakage due to incompetence of the valve closure. Conventional diagnostic techniques require detailed evaluations of multi-modal clinical data, frequently resulting in labor-intensive and time-consuming procedures that are vulnerable to varying subjective assessment of regurgitation severity.Approach. In our research, we introduce the multi-view video contrastive network, designed to leverage multiple color Doppler imaging inputs for multi-view video processing. We leverage supervised contrastive learning as a strategic approach to tackle class imbalance and enhance the effectiveness of our feature representation learning. Specifically, we introduce a contrastive learning framework to enhance representation learning within the embedding space through inter-patient and intra-patient contrastive loss terms.Main results. We conducted extensive experiments using an in-house dataset comprising 250 echocardiography video series. Our results exhibit a substantial improvement in diagnostic accuracy for AR compared to state-of-the-art methods in terms of accuracy by 9.60%, precision by 8.67%, recall by 9.01%, andF1-score by 8.92%. These results emphasize the capacity of our approach to provide a more precise and efficient method for evaluating the severity of AR.Significance. The proposed model could quickly and accurately make decisions about the severity of AR, potentially serving as a useful prescreening tool.

Absence of a Hernia Sack in Patients Undergoing Prenatal Repair of Spina Bifida Increases the Risk of Developing Shunt-Dependent Hydrocephalus.

Spina bifida aperta (SBA), with (myelomeningocele) or without (myeloschisis) a hernia sack, is the most common congenital defect of the central nervous system. Prenatal surgical closure of SBA lowers the risk for developing shunt-dependent hydrocephalus, which offers a chance at improved motor, urinary, and gastrointestinal function. A total of 96 patients who had undergone open surgery prenatal repair for SBA were analyzed. The patients were divided into two groups: Group I-12 patients (12.5%)-without a hernia sack (myeloschisis) and Group II-84 patients (87.5%)-with a hernia sack (myelomeningocele). In this study, we demonstrated that prenatal SBA repair was statistically significantly less often associated with the need for ventriculoperitoneal shunting (p > 0.00001). The shunting was statistically significantly more often required in patients from Group I (p > 0.004). The absence of a hernia sack increases the risk for developing shunt-dependent hydrocephalus in patients after prenatal SBA repair. However, as prenatal SBA repair is associated with better motor, urinary, and gastrointestinal function, increased risk of developing shunt-dependent hydrocephalus in fetuses without a hernia sack should not be treated as a contraindication to prenatal intervention.

Diagnostic performance of point-of-use ultrasound of resuscitation outcomes: A systematic review and meta-analysis of 3265 patients.

BACKGROUND: Echocardiography in the setting of resuscitation can provide information as to the cause of the cardiac arrest, as well as indicators of futility. This systematic review and meta-analysis were performed to determine the value of point-of-care ultrasonography (PoCUS) in the assessment of survival for adult patients with cardiac arrest. METHODS: This meta-analysis was performed in adherence to the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines. PubMed, EMBASE, Web of Science, Cochrane have been searched from databases inception until March 2nd 2021. The search was limited to adult patients with cardiac arrest and without publication dates or country restrictions. Papers were chosen if they met the required criteria relating to the sensitivity, specificity, accuracy, positive predictive value, and negative predictive value of this diagnostic technique concerning resuscitation outcomes. RESULTS: This systematic review identified 20 studies. Overall, for survival to hospital discharge, PoCUS was 6.2% sensitivity (95% confidence interval [CI] 4.7-8.0%) and 2.1% specific (95% CI 0.8-4.2%). PoCUS sensitivity and specificity for return of spontaneous circulation were 23.8% (95% CI 21.4-26.4%) and 50.7% (95% CI 45.8-55.7%) respectively, and for survival to admission 13.8% (95% CI 12.2-15.5%) and 20.1% (95% CI 16.2-24.3%), respectively. CONCLUSIONS: The results do not allow unambiguous recommendation of PoCUS as a predictor of resuscitation outcomes and further studies based on a large number of patients with full standardization of operators, their training and procedures performed were necessary.

Influence of infections on the quality of general movements in premature infants.

INTRODUCTION: The task of contemporary neonatology is not only to save the lives of children born prematurely, but also to provide them with the highest possible quality of life. The Prechtl method, one of several methods of assessing the quality of general movement patterns, enables early identification of immaturity or damage to the central nervous system. AIM: Dynamic assessment of the type and quality of general movement (GMs) in preterm infants to determine indications for early neurodevelopmental support and to identify the relationship between the occurrence of maternal and neonatal perinatal risk factors and the type and quality of general movements. MATERIAL AND METHOD: 90 infants were assessed between 28 0/7 and 36 6/7 weeks gestational age. Dominant cases (57 cases) were infants born between 32 and 36 weeks GE. Most cases (48) received low Apgar score at 1 min (≤7), including two born in very severe condition. Neonatal infections were diagnosed in 26 infants. The study included three GM assessments: I - up to 14th day post-partum, II at term and III between 12 and 15 weeks corrected age. The analysis included gestational age, general condition of the newborn as per Apgar score as well as early and late infections. RESULTS: Neonatal infections were found to show a close correlation with the occurrence of abnormal general movements. It was confirmed that gestational age and congenital infections are important variables affecting the occurrence of abnormal general movements.

The concentration of insulin-like growth factor-1 in pregnancies complicated by pregnancy-induced hypertension and/or intrauterine hypotrophy.

OBJECTIVES: The aim of the study was to compare Insulin-like Growth Factor-1 (IGF-1)concentration in pregnancies complicated by pregnancy-induced hypertension and/or intrauterine hypotrophy, and its correlation with maternal pressure and umbilical artery pulsatility and resistance indices. MATERIAL AND METHODS: 65 pairs pregnant-newborn were included to four groups: I - control, II - PIH, III - Hypotrophy, IV - PIH and Hypotrophy. In the study we analyzed cord blood IGF-1 concentration, newborns antropometry, umbilical artery pulsatility and resistance indices and maternal pressure before delivery. RESULTS: The concentration of IGF-1 was the lowest in IV group of hypotrophic newborns from pregnancies complicated by pregnancy-induced hypertension. In this group of patients there was strong negative correlation between IGF-1 concentration and maternal systolic and diastolic pressure. CONCLUSIONS: There is a strong negative correlation between IGF-1 concentration and maternal systolic pressure in group of hypotrophic newborns from pregnancies complicated by pregnancy-induced hypertension.