Due to the low contrast of CT images,irregular shape of the liver,and blurred boundaries with adjacent organs,the existing methods based on convolutional neural network underperform in liver segmentation tasks,especially for boundary recognition and small object detection.A novel liver segmentation method is proposed based on multi-scale feature fusion and attention,namely MFFA UNet.Multi-scale feature fusion is firstly employed to acquire abundant segmentation details,while spatial and channel attention mechanisms are utilized to capture global spatial and inter-channel relationships.Additionally,a deep supervision module fully leverages the output of intermediate hidden layers,enhancing the learning capability of the network,which in turn accelerates the network's convergence speed.Moreover,a hybrid loss function is adopted to address the issue of class imbalance,further boosting the model's segmentation efficacy.Experimental results demonstrate that the proposed MFFA UNet outperforms the prevailing segmentation networks on the public LITS dataset,producing results that are closer to the ground truth.

Objective     To explore the treatment method of congenital heart disease (CHD) with pulmonary artery hypertension (PAH) in infants with Down syndrome (DS). Methods     The clinical data of 60 CHD patients with PAH from March 2015 to August 2016 in our hospital were retrospectively analyzed. There were 30 infants with DS classified as a DS group (trial group, 17 males and 13 females with a mean age of 1.15±0.25 years) and the other 30 patients without DS were classified as a control group (20 males and 10 females with a mean age of 1.24±0.30 years). All the patients underwent surgical treatment and fasudil combined with sildenafil were used to prevent pulmonary hypertension crisis postoperatively. Results     There was no significant difference in cardiopulmonary bypass time, aortic cross-clamping time, modified ultrafiltration time and the incidence of postoperative respiratory complications between the two groups. The pulmonary systolic blood pressure significantly decreased at 24 h after operation in the two groups (both P<0.05). The arterial oxygen pressure and oxygenation index of the trial group were lower than those of the control group at 6 h after operation (both P<0.05). The mechanical ventilation time and intensive care time of the trial group were significantly longer than those of the control group (P=0.007 and P=0.000, respectively). There were no reoperations or early death. Conclusion     The effects of surgical repair of CHD with PAH in infants with DS are satisfactory by grasping the indication, protecting lung function and controlling PAH in the early postoperative period, although there is a high incidence of pulmonary complications.