Among numerous medical imaging modalities, diffusion weighted imaging (DWI) is extremely sensitive to acute ischemic stroke lesions, especially small infarcts. However, magnetic resonance imaging is time-consuming and expensive, and it is also prone to interference from metal implants. Therefore, the aim of this study is to design a medical image synthesis method based on generative adversarial network, Stroke-p2pHD, for synthesizing DWI images from computed tomography (CT). Stroke-p2pHD consisted of a generator that effectively fused local image features and global context information (Global_to_Local) and a multi-scale discriminator (M ²Dis). Specifically, in the Global_to_Local generator, a fully convolutional Transformer (FCT) and a local attention module (LAM) were integrated to achieve the synthesis of detailed information such as textures and lesions in DWI images. In the M ²Dis discriminator, a multi-scale convolutional network was adopted to perform the discrimination function of the input images. Meanwhile, an optimization balance with the Global_to_Local generator was ensured and the consistency of features in each layer of the M ²Dis discriminator was constrained. In this study, the public Acute Ischemic Stroke Dataset (AISD) and the acute cerebral infarction dataset from Yantaishan Hospital were used to verify the performance of the Stroke-p2pHD model in synthesizing DWI based on CT. Compared with other methods, the Stroke-p2pHD model showed excellent quantitative results (mean-square error = 0.008, peak signal-to-noise ratio = 23.766, structural similarity = 0.743). At the same time, relevant experimental analyses such as computational efficiency verify that the Stroke-p2pHD model has great potential for clinical applications.
Humans ; Tomography, X-Ray Computed/methods* ; Diffusion Magnetic Resonance Imaging/methods* ; Cerebral Infarction/diagnostic imaging* ; Stroke/diagnostic imaging* ; Neural Networks, Computer ; Image Processing, Computer-Assisted/methods* ; Algorithms

Objective:To study the prognostic factors in patients with occult ruptured hepatocellular carcinoma (HCC) after hepatectomy.Methods:The clinical data of 31 patients with occult ruptured HCC who underwent hepatectomy at the Heze Multiple Hospital from January 2001 to December 2014 were retrospectively analyzed. There were 27 males and 4 females, with ages ranging from 29 to 73 years. Kaplan-Meier survival analysis was carried out for survival analysis, and compared by the log-rank test. Multivariate analysis was conducted using the Cox proportional hazards regression model.Results:Of 31 patients in this study, 27(87.1%) had died, and 25(80.6%) had developed tumor recurrence and metastasis. The median overall survival was 8 months and the median tumor-free survival was 4 months. On Cox regression analysis, non-R 0 resection was an independent risk factor of overall survival ( RR=2.816, 95% CI: 1.006-7.887) and disease-free survival ( RR=3.295, 95% CI: 1.215-8.940). Poor tumor differentiation was an independent risk factor of overall survival ( RR=3.120, 95% CI: 1.193-8.160). Conclusions:The prognosis of patients with occult rupture HCC who underwent no R 0 resection was poor. However, the prognosis of patients who underwent non-R 0 resection was even poorer.

Objective To study the impact of regional lymph node metastasis on the prognosis of patients with hepatocellular carcinoma (HCC) after hepatectomy.Methods Three hundred and twenty-two HCC patients who underwent elective hepatectomy in the Heze Municiple Hospital were retrospectively studied from January 1999 to December 2013.The clinical data and follow-up results were analyzed.The diagnosis of lymph node metastasis was based on preoperative imaging data and intraperative findings.Results There were 16 patients (5.0％) with lymph node metastasis (the metastasis group) and 306 patients (95.0％) without lymph node metastasis (the no-metastasis group).On Kaplan-Merier analysis,the overall survival (OS) rates at 1,2,5 years were 43.8％,31.3％,7.5％ in the metastasis group and 83.7％,70.9％,46.1％ in the no-metastasis group,respectively (Log-rank test:P ＜ 0.05).The corresponding disease-free survival (DFS) rates were 30.0％,22.5％,6.3％ in the metastasis group and 69.8％,52.8％,34.5％ in the no-metastasis group,respectively,(P ＜0.05).On follow-up,the mid-and shortterm HCC recurrence rates (≤6 months) were 71.4％ in the metastasis group (10 patients) and 31.6％ in the no-metastasis group (142 patients,x2 =9.754,P ＜ 0.05),respectively.Absence of cirrhosis,hepatectomy extent of ＞ 1 Section,max-diameter of tumor ＞ 5 cm,poor differentiation and absence of tumor encapsulation were significant factors of DFS in the metastasis group (P ＜ 0.05).On COX regression analysis,absence of tumor encapsulation was the only independent risk factor of DFS.Conclusions Regional lymph node metastasis was one of the significant factors for OS and DFS in HCC patients who underwent hepatectomy.Resection of metastatic lymph nodes and post-operation adjuvant treatment should be helpful to improve patients' prognosis.

Objective To investigate the clinical characteristics and angiographic findings of cardiogenic shock(CS)following acute myocardial infarction(AMI) in elderly patients.Methods Between January 2015 and April 2016,we carried out a retrospective observational analysis of consecutive elderly patients in Tianjin Chest Hospital,who suffered CS-complicating AMI.Emergency angiography and percutaneous coronary intervention(PCI) were performed after admission.All selected patients were divided into CS and non-CS groups according to whether CS occurred.Electrocardiograph (ECG),cardiac enzyme testing,and ultrasound cardiography were performed after admission to monitor the occurrence of CS.Results The incidence of CS-complicating AMI was 8.33％ (34/408) in elderly patients.Among all CS patients enrolled,the aged patients accounted for 91.89 ％ (3 4/3 7).In-hospital mortality rate was 2 9.41 ％ (10/3 4).There were significant differences between two groups in WBC,H s-CRP,blood glucose,CR and ALT (t =2.403,4.596,6.778,6.109,each P＜0.05).The NT-Pro BNP level,the time of FMC,the frequency of left main and multivessel disease were higher in the CS group than in the non-CS group (each P ＜ 0.05).Conclusions Elderly patients are bearing high risk of CS following AMI.Prolonged FMC time and the presence of left main and/or multivessel lesion are independent risk factors for the development of CS.The optimal revascularisation strategy can improve the clinical outcome of patients with CS.

Objective To explore the safety and feasibility of VOLUVEN and HES used for acute hyperv-olemic hemodilution on selective Hepatectomy .Methods 42 patients ( ASAⅠ ~Ⅱ) were randomized to the two groups(Ⅰ,VOLUVEN group;Ⅱ,HES group),20 minutes before the operation,the two groups of patients underwent AHH with VOLUVEN and HES respectively at the same quantity and speed ,and then the changes of haemodynamics , blood gas analysis ,electrolyte and coagulation indexes were detected .Results InⅠgroup,the changes of HB、HCT, PLT,central venous pressure had statistical significance before and after AHH (t=7.880,32.257,7.303,22.812,all P=0.000).InⅡgroup,the changes of HB,HCT,PLT,central venous pressure had statistical significance before and after AHH(t=5.398,14.924,11.171,5.620,all P=0.000).For inter-group,VOLUVEN has less effect than HES on central venous pressure(t=2.367,P=0.023).Conclusion Using VOLUVEN or HES can keep hemodynamics stable and improve the ischemic tolerance for AHH in liver surgery .VOLUVEN has less effect on central venous pressure.