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With the wide application of deep learning technology in disease diagnosis, especially the outstanding performance of convolutional neural network (CNN) in computer vision and image processing, more and more studies have proposed to use this algorithm to achieve the classification of Alzheimer's disease (AD), mild cognitive impairment (MCI) and normal cognition (CN). This article systematically reviews the application progress of several classic convolutional neural network models in brain image analysis and diagnosis at different stages of Alzheimer's disease, and discusses the existing problems and gives the possible development directions in order to provide some references.
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Humans , Alzheimer Disease/diagnostic imaging , Cognitive Dysfunction/diagnosis , Image Processing, Computer-Assisted , Magnetic Resonance Imaging , Neural Networks, ComputerABSTRACT
Objective To investigate the risk factors of early rebleeding after endoscopic treatment of esophageal varices. Methods A retrospective analysis was performed on the clinical data of 384 cirrhotic patients with esophageal varices. The factors of early rebleeding group[n=36(9.4%)]and non?bleeding group(n=348)were compared by single factor analysis and multivariate analysis of Logistic regression. Results Single factor analysis showed that there were differences between the two groups in cirrhosis with hepatocellular carcinoma, Child?Pugh classification, Child?Pugh score, ascites volume, portal vein thrombosis, portal vein width, portal hypertensive gastropathy, shapes and numbers of varicose veins, numbers of varicose vein ligation, varicose vein red syndrome, albumin, total bilirubin, prothrombin time, prothrombin activity and platelet number. Further multivariate analysis showed that mass ascites(P=0.000, OR=7.614,95%CI: 3.590?16.147), portal vein thrombosis(P=0.003, OR=2.867, 95%CI: 1.429?5.750),portal hypertensive gastropathy(P=0.000, OR=6.212, 95%CI: 3.036?12.711), and Child?Pugh C(P=0.008,OR=3.078,95%CI:1.338?7.083)were independent risk factors of early rebleeding after endoscopic treatment. Conclusion The early rebleeding rate was high after endoscopic treatment of esophageal varices. Patients with massive ascites,portal vein thrombosis,portal hypertensive gastropathy and Child?Pugh C should be highly vigilant for early rebleeding.
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We investigated the carrying status of the virulence genes of Salmonella from different sources in Shijiazhuang City,China,to provide the basic data for the further risk assessment of Salmonella.A total of 186 isolates of Salmonella from different sources were collected and identified serotypes in the area of Shijiazhuang from 2011 to 2016.PCR was performed for eight virulence genes (invA,sopE,agfA,spvR,hilA,stn,pefA,shdA).These Salmonella bacteria were detected in 13 kinds of serotypes.Enteritidis is a significant advantage of the group.The above 8 virulence genes were analyzed,and the virulence genes hilA,stn and invA were the most frequently carried,their respective carrying rate were 90.3％ (168/186),86.6％ (161/186) and 82.8％ (154/186) respectively.We found the virulence genes of Salmonella from different sources were different.It is necessary to take measures to strengthen the food hygiene supervision and prevention and control of the storage and sale of raw poultry stalls in the morning market in Shijiazhuang area.
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Objective To investigate the differences and characteristics of virulence genes carried by Salmonella enteritidis from different sources in Shijiazhuang City.Methods One hundred and twenty-four strains of Salmonella enteritidis isolated from morning markets of raw and poultry stalls,slaughterhouses and food poisoning specimens in Shijiazhuang area were collected.Eight virulence genes (invA,sopE,agfA,spvR,hilA,stn,pefA,shdA) were detected by polymerase chain reaction (PCR).Results Salmonella enteritidis might have different virulence gene profiles.The above eight virulence genes were detected in different strains.The carrying rate of virulence genes invA,sopE,stn,hilA,spvR and pefA in the food poisoning strains was higher than 94％.There was no difference in the carrying rate of 8 virulence gene between the morning raw poultry stalls isolates and the patient strains,but was different with the slaughterhouse strains.Conclusion There were more risks of food poisoning caused by Salmonella enteritidis from morning markets,and the hygiene supervision should be strengthened to prevent and control foodborne disease.
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ObjectiveTo measure p27 protein expression in nodular goiter and study the relationship between p27 protein expression and clinicpathologic factors.MethodsImmunohistochemical method-SP was used to detect expression of p27 protein in 42 cases of nodular goiter, 32 cases of normal thyroid tissues and 30 cases of thyroid cancer.ResultsThe positive expression rate of p27 protein was 52%?29% in nodular goiter, 87%?7 2% in normal thyroid tissue and 14%?12% in thyroid cancer. p27 protein expression in different thyroid tissues was significantly different (R 1,2=576, R 1,3=1?998, R 2,3=1?422, P