Objective To propose a method based on deep belief network (DBN) to automatically identify pulmonary nodules so as to improve the detection accuracy of pulmonary nodules.Methods To meet the training sample requirements of DBN,a database of 4 000 lung nodule images identified by professional doctors was established,and the sample database was expanded using virtual sample technology.In this technology,new samples of the database were generated from the manually recognized region of interest (ROI) by rotation,scaling and panning,or by a series of combinations of two or more operations of panning,scaling,rotation,and compositing.Finally,some samples from the sample database were input into the convolutional neural network classifier,and the ROI of the suspected pulmonary nodule was output by optimizing the network parameters.Result The sample size of the training sample database was expanded to 40 000 using the virtual sample expansion.Based on the training database obtained by this method,the detection accuracy of DBN for identifying pulmonary nodules was 90％,and the false positive rate was 0.4％.Conclusion Virtual sample technology can effectively improve the efficiency of training database establishment.The accuracy of using DBN-based CAD technology to detect pulmonary nodules is high,allowing doctors to focus only on areas where lung nodules are detected,thus effectively improving the efficiency of diagnosis.

Objective: To evaluate the feasibility and effect of transcatheter closure of ventricular septal defects(VSD) using the VSD occluder.Methods: From December 2003 to March 2005,13 VSD patients,8 males and 5 females,ranging in age from 4 to 35(15.2?10.7)years,underwent catheter closure using the VSD occluder.Tthe mean diameter of the VSD obtained by transthoracic echocardiography was 4-12(5.4?1.2) mm.Transcatheter closure was performed under transthoracic echocardiographic guidance after left ventriculography.All patients were followed up 1,3 and 6 months after the procedures. Results: The devices were successfully placed in 12 of the patients and complete closure achieved in 11.Trace residual shunt was observed in 1 patient but disappeared within 10 minutes.No severe complications were noted except 1 case of complete right bundle branch block revealed by electrocardiography. Conclusion: Transcatheter closure of VSD by the VSD occluder is a safe and effective procedure,with good immediate results.Further clinical trials are under way to assess its long-term effect.

The levels of total cholesterol, high-density lipoprotein-cholesterol, low-density lipoprotein-cholesterol, apolipoprotein (APO) A1 and APO B were lower in Bai Ku Yao than those in Han nationalities (all P<0.01). There was no significant difference in serum triglyceride levels and the ratio of Apo A1 to Apo B between two nationalities. Dyslipidemia was positively correlated with body mass index, waist circumference, total energy and total fat intakes, and inversely correlated with degree of physical activity and total dietary fiber intake in both ethnic groups. In addition, dyslipidemia was also positively correlated with age and alcohol consumption in Han, but not in Bai Ku Yao.

Objective To investigate the prevalence rate of hyperlipidemia in the middle-aged and elderly in Guangxi Hei Yi Zhuang population. Methods A total of 657 people of Hei Yi Zhuang nationality aged 40 years and over were surveyed. Blood pressure, body height, body weight, serum lipid and apolipoprotein levels were measured, and both body surface areas and body mass index were calculated. The results were compared with those in 520 people of Han nationality who also live in that district. Results The prevalence of hypercholesterolemia, hypertriglyceridemia, and hyperlipidemia in Hei Yi Zhuang vs. Han population were 28.9% vs. 35.8%(P0.05), and 36.2% vs. 42.3%(P0.05) respectively. Conclusions Prevalence of hyperlipidemia of Hei Yi Zhuang is lower than that of Han ethnic group, which might results from different dietary habit, life style, physical activity, and even genetic background.

AIM:This study aimed to investigate the effects of hsa-miR-204-5p on the viability,migration,cell cycle,and apoptosis of human vascular endothelial cells.METHODS:We established a model using the hsa-miR-204-5p mimic in the human umbilical vein endothelial cell line EA.hy926.We evaluated the effects of hsa-miR-204-5p on endothelial cell functionality through various analyses,including cell scratch,Transwell,CCK-8,cell cycle,and apopto-sis assays.Subsequently,we employed RNA sequencing and RT-qPCR to predict and verify the downstream target genes of hsa-miR-204-5p.Genes meeting the criteria of log2FC≤-0.5 and P＜0.05 in RNA sequencing and those predicted as downstream target genes of hsa-miR-204-5p by the miRWalk database were intersected.Furthermore,we conducted Gene Ontology(GO)and Kyoto Encyclopedia of Genes and Genomes(KEGG)enrichment analyses.RESULTS:Overexpres-sion of hsa-miR-204-5p inhibited the viability and migration of EA.hy926 cells,and reduced their apoptotic rate and the proportion of cells in S phase.Enrichment analyses showed that downstream target genes of hsa-miR-204-5p,including MAPT,PPP3R1,PRKACB,PTPRR,MAP2K4,CACNA2D2 and RPS6KA6,exhibited enrichment in MAPK signaling pathway.RT-qPCR results revealed that the mRNA expression levels of MAPT and MAP2K4,especially MAPT,were sig-nificantly down-regulated after overexpression of hsa-miR-204-5p.CONCLUSION:The findings suggest that hsa-miR-204-5p suppresses the biological behaviors of endothelial cells,such as viability,migration,and apoptosis,likely through the inhibition of MAPT/MAPK signaling pathway.