As a common disease in nervous system, epilepsy is possessed of characteristics of high incidence, suddenness and recurrent seizures. Timely prediction with corresponding rescues and treatments can be regarded as effective countermeasure to epilepsy emergencies, while most accidental injuries can thus be avoided. Currently, how to use electroencephalogram (EEG) signals to predict seizure is becoming a highlight topic in epilepsy researches. In spite of significant progress that made, more efforts are still to be made before clinical applications. This paper reviews past epilepsy studies, including research records and critical technologies. Contributions of machine learning (ML) and deep learning (DL) on seizure predictions have been emphasized. Since feature selection and model generalization limit prediction ratings of conventional ML measures, DL based seizure predictions predominate future epilepsy studies. Consequently, more exploration may be vitally important for promoting clinical applications of epileptic seizure prediction.
ObjectiveTo explore the method and feasibility of establishing patent ductus arteriosus (PDA) model in Bama miniature pig by using autologous jugular vein, and to provide a large animal model for the development of PDA occluder and the study of pulmonary hypertension associated with congenital heart disease. MethodsFive Bama miniature pig weighing about 45 kg were selected to gain the PDA model of the autogenous jugular vein, which was fixed by glutaraldehyde and anastomosed between the ascending aorta and the main pulmonary artery. The patency of PDA was confirmed by echocardiography and angiocardiography immediately and one week after the operation. Two animals were selected to undergo transcatheter closure of PDA via femoral vein 1 week after operation, and the rest were euthanized to obtain PDA and lung tissue for pathological examination. ResultsThe PDA model was successfully established in all five animals with a success rate of 100%. Immediately and 1 week after operation, echocardiography and angiography showed that PDA blood flow was unobstructed, and hematoxylin-eosin staining showed that PDA endothelialization was good. One week after operation, two animals were successfully treated with transcatheter femoral vein occlusion. The pathological examination of lung tissue showed thickening of the intima and muscular layer of pulmonary arterioles, thickening of pulmonary interstitium and infiltration of neutrophils. ConclusionIt is safe and feasible to establish a large animal model of PDA by using autogenous jugular vein anastomosis between the ascending aorta and the main pulmonary artery. The model can be used for the development of PDA interventional occlusive devices and the pathophysiological study of congenital heart disease-related pulmonary hypertension.
Objective To investigate the effect of percutaneous balloon mitral valvuloplasty under echocardiographic guidance for patients with moderate to severe mitral stenosis during pregnancy. Methods A retrospective observational study was conducted to include pregnant women who were diagnosed with moderate to severe mitral stenosis and underwent percutaneous balloon mitral valvuloplasty under echocardiographic guidance in Fuwai Hospital from August 2018 to June 2022, and their baseline characteristics, surgical outcomes, echocardiographic results, and follow-up results were analyzed. Results A total of 3 pregnant women aged 30-35 years, with gestational age of 19-26 weeks, and New York Heart Association (NYHA) function class Ⅲ were included. All the procedures were successfully performed. The mitral valve orifice area increased from 0.9 cm2 preoperatively to 2.1 cm2 postoperatively. The mean transvalvular pressure gradient decreased from 15.0 mm Hg preoperatively to 6.7 mm Hg postoperatively. No perioperative adverse events occurred. The follow-up time ranged from 3 to 48 months. All patients delivered uneventfully and returned to normal life, with maternal-fetal safety. Conclusion Percutaneous balloon mitral valvuloplasty under echocardiographic guidance is a feasible and effective procedure for the treatment of patients with moderate to severe mitral stenosis in pregnancy, with satisfactory maternal-fetal outcomes.