Accurate segmentation of pediatric echocardiograms is a challenging task, because significant heart-size changes with age and faster heart rate lead to more blurred boundaries on cardiac ultrasound images compared with adults. To address these problems, a dual decoder network model combining channel attention and scale attention is proposed in this paper. Firstly, an attention-guided decoder with deep supervision strategy is used to obtain attention maps for the ventricular regions. Then, the generated ventricular attention is fed back to multiple layers of the network through skip connections to adjust the feature weights generated by the encoder and highlight the left and right ventricular areas. Finally, a scale attention module and a channel attention module are utilized to enhance the edge features of the left and right ventricles. The experimental results demonstrate that the proposed method in this paper achieves an average Dice coefficient of 90.63% in acquired bilateral ventricular segmentation dataset, which is better than some conventional and state-of-the-art methods in the field of medical image segmentation. More importantly, the method has a more accurate effect in segmenting the edge of the ventricle. The results of this paper can provide a new solution for pediatric echocardiographic bilateral ventricular segmentation and subsequent auxiliary diagnosis of congenital heart disease.
Objective To assess the application value of 3-dimensional(3D) printing technology in surgical treatment for congenital tracheal stenosis. Methods We retrospectively analyzed the clinical data of preoperative diagnosis, intra-operative decision-making and postoperative follow-up of four children with congenital tracheal stenosis under the guidance of 3D printing in our hospital between February 2013 and May 2014. There were 3 males and 1 female aged 23.0±7.1 months. Among them, two children were with pulmonary artery sling, one with ventricular septal defect, and the other one with tetralogy of Fallot. The airway stenosis was diagnosed preoperatively by chest CT scan and 3D printing tracheal models, and was confirmed by the help of bronchoscopy under anesthesia. During operation the associated cardiac malformation was corrected firstly under extracorporeal circulation followed by tracheal malformation remedy. The design and implementation of tracheal operation plans were guided by the shape and data from 3D printing trachea models. There were two patients with long segment of tracheal stenosis who received slide anastomosis. And the other two patients were characterized with tracheal bronchus, one of which combined ostial stenosis of right bronchial performed extensive slide anastomosis, and the other one performed end to end anastomosis. Results All the children’s preoperative 3D printing trachea models were in accord with bronchoscopy and intra-operative exploration results. Intra-operative bronchoscopy confirmed that all tracheal stenosis cured completely. All anastomotic stomas were of integrity, and all the luminals were fluent. There was no operative death or no serious complication. During 1-2 years follow-up, all patients breathed smoothly and their airways were of patency by postoperative 3D printing trachea model. Conclusion 3D printing can provide a good help to congenital tracheal stenosis in preoperative diagnosis, the design of operation plan, intra-operative decision-making and manipulation, which can improve the operation successful rate of tracheal stenosis.
ObjectiveTo investigate the effects of a self-powered conduit in different patients’ models who underwent extracardiac Fontan procedure.MethodsFour children who underwent extracardiac Fontan procedure in Shanghai Children's Medical Center from 2011 to 2017 year were selected. Venae cavae and pulmonary arteries were reconstructed using Mimics 19.0®. In silico, a venturi conduit was introduced to the anastomosis of venae cavae and pulmonary artery. Then computational fluid dynamics simulation was performed using patients’ clinical data.ResultsWhen inferior venae cavae were directly to or to the left of superior venae cavae, the venturi conduit could assist the return of venous blood and reduce the pressures of venae cavae about 0.5 mm Hg. And the pressure differences between venae cavae and pulmonary arteries were about –0.7 mm Hg, which suggested that the conduit could generate right ventricle-like effect.ConclusionThe venturi conduit can reduce the pressure of venae cavae, increase pulmonary circulation flow and improve Fontan hemodynamics.