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Objective:To explore the lag effect and correlation between daily average temperature and the incidence of other infectious diarrhea in Hebei Province.Methods:The data of meteorological factors (including temperature and average daily temperature) and the daily incidence of other infectious diarrhea in Zhangjiakou City, Chengde City, Tangshan City, Qinhuangdao City, Baoding City, Langfang City, Cangzhou City, Shijiazhuang City, Hengshui City, Xingtai City, and Handan City in Hebei Province from 2017 to 2020 were collected. Eleven prefecture-level cities were divided into four regions, including east, north, middle and south regions. Distributed lag non-linear model was applied to examine the non-linear associations and the lag effect of daily mean temperature on daily incidence of other infectious diarrhea. Meanwhile, the cold and hot effects were used to estinuate the lag-response relationship on the incidence of other infectious diarrhea.Results:A total of 231 008 cases of other infectious diarrhea were reported in Hebei Province. The seasonal distribution was obvious, showing a bimodal distribution of large peaks in summer and small peaks in winter. An inverse S-shaped association between average daily temperature and cumulative risk ratio ( RR) of other infectious diarrhea was observed in Hebei Province. Both high temperature (higher than 27.50 ℃) and low temperature (less than 13.67 ℃) could increase the risk of other infectious diarrhea. When the temperature was lower than 13.00 ℃, the lag time and RR had a U-shaped association (lag four to seven days, 23 to 30 days). Meanwhile, when it was higher than 13.00 ℃, it had an inverted U-shaped association (lag 5 to 21 days). A comparison of four regions of Hebei Province showed that the lag time from south to north was extended from six days to 30 days at low temperature effects with temperature P5=-7.24 ℃. When the temperature getting hot ( P95=28.25 ℃), the risk occurred at lag 0 days, and the lag time gradually got short from north to south. Thus, the high temperature effect reached maximum quickly with a relative short duration. Conclusions:The inverse S-shaped non-linear association between daily average temperature and the incidence of other infectious diarrhea in Hebei Province is observed. Both low temperature and high temperature are associated with increased risk of other infectious diarrhea. But the impact of low temperature is more notable, which has a relative long duration.
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Objective:To evaluate the efficiency of ResNet50-OC model based on deep learning for multiple classification of color fundus photographs.Methods:The proprietary dataset (PD) collected in July 2018 in BenQ Hospital of Nanjing Medical University and EyePACS dataset were included.The included images were classified into five types of high quality, underexposure, overexposure, blurred edges and lens flare according to clinical ophthalmologists.There were 1 000 images (800 from EyePACS and 200 from PD) for each type in the training dataset and 500 images (400 from EyePACS and 100 from PD) for each type in the testing dataset.There were 5 000 images in the training dataset and 2 500 images in the testing dataset.All images were normalized and augmented.The transfer learning method was used to initialize the parameters of the network model, on the basis of which the current mainstream deep learning classification networks (VGG, Inception-resnet-v2, ResNet, DenseNet) were compared.The optimal network ResNet50 with best accuracy and Micro F1 value was selected as the main network of the classification model in this study.In the training process, the One-Cycle strategy was introduced to accelerate the model convergence speed to obtain the optimal model ResNet50-OC.ResNet50-OC was applied to multi-class classification of fundus image quality.The accuracy and Micro F1 value of multi-classification of color fundus photographs by ResNet50 and ResNet50-OC were evaluated.Results:The multi-classification accuracy and Micro F1 values of color fundus photographs of ResNet50 were significantly higher than those of VGG, Inception-resnet-v2, ResNet34 and DenseNet.The accuracy of multi-classification of fundus photographs in the ResNet50-OC model was 98.77% after 15 rounds of training, which was higher than 98.76% of the ResNet50 model after 50 rounds of training.The Micro F1 value of multi-classification of retinal images in ResNet50-OC model was 98.78% after 15 rounds of training, which was the same as that of ResNet50 model after 50 rounds of training.Conclusions:The proposed ResNet50-OC model can be accurate and effective in the multi-classification of color fundus photograph quality.One-Cycle strategy can reduce the frequency of training and improve the classification efficiency.
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Objective:To observe and analyze the accuracy of the optic disc positioning and segmentation method of fundus images based on deep learning.Methods:The model training strategies were training and evaluating deep learning-based optic disc positioning and segmentation methods on the ORIGA dataset. A deep convolutional neural network (CNN) was built on the Caffe framework of deep learning. A sliding window was used to cut the original image of the ORIGA data set into many small pieces of pictures, and the deep CNN was used to determine whether each small piece of picture contained the complete disc structure, so as to find the area of the disc. In order to avoid the influence of blood vessels on the segmentation of the optic disc, the blood vessels in the optic disc area were removed before segmentation of the optic disc boundary. A deep network of optic disc segmentation based on image pixel classification was used to realize the segmentation of the optic disc of fundus images. The accuracy of the optic disc positioning and segmentation method was calculated based on deep learning of fundus images. Positioning accuracy=T/N, T represented the number of fundus images with correct optic disc positioning, and N represented the total number of fundus images used for positioning. The overlap error was used to compare the difference between the segmentation result of the optic disc and the actual boundary of the optic disc.Results:On the dataset from ORIGA, the accuracy of the optic disc localization can reach 99.6%, the average overlap error of optic disc segmentation was 7.1%. The calculation errors of the average cup-to-disk ratio for glaucoma images and normal images were 0.066 and 0.049, respectively. Disc segmentation of each image took an average of 10 ms.Conclusion:The algorithm can locate the disc area quickly and accurately, and can also segment the disc boundary more accurately.
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Objective To propose a deep learning-based retinal image quality classification network, FA-Net,to make convolutional neural network ( CNN) more suitable for image quality assessment in eye disease screening system. Methods The main network of FA-Net was composed of VGG-19. On this basis,attention mechanism was added to the CNN. By using transfer learning method in training, the weight of ImageNet was used to initialize the network. The attention net is based on foreground extraction by extracting the blood vessel and suspected regions of lesion and assigning higher weights to region of interest to enhance the learning of these important areas. Results Total of 2894 fundus images were used for training FA-Net. FA-Net achieved 97. 65％ classification accuracy on a test set containing 2170 fundus images,with the sensitivity and specificity of 0. 978 and 0. 960,respectively,and the area under curve(AUC) was 0. 995. Conclusions Compared with other CNNs,the proposed FA-Net has better classification performance and can evaluate retinal fundus image quality more accurately and efficiently. The network takes into account the human visual system ( HVS) and human attention mechanism. By adding attention module into the VGG-19 network structure, the classification results can be better interpreted as well as better classification performance.
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Objective To investigate the effects of matrine on proliferation and apoptosis of human Tenon capsule fibroblasts (HTFs) in.vitro.Methods After treated with 0,0.3,0.6 and 0.9 g/L matrine in vitro,cell counting kit-8 (CCK-8) method was used to assay the proliferation of HTFs at 24,48 and 72 hours,Western blot and PCR were performed to evaluate the expression of apoptosis-associated factor caspase-3 on both protein and RNA levels.Results The activity of human Tenon capsule fibroblast at 48 hours and 72 hours after treated with 0.3,0.6,0.9 g/L matrine was significantly inhibited when compared with the 0 g/L matrine group,and the inhibitory effect was dose-dependent and time-dependent (F ion =1 019.51,P =0.00;Ftime =5 848.66,P =0.00;Fi ion =147.45,P=0.00).After treated with 0,0.3,0.6 and 0.9 g/L matrine,the early apoptosis rate of HTFs was (2.68±0.30)％,(5.08±0.47)％,(6.97±0.69)％ and (10.30±1.20)％,the grey value ofcaspase-3 protein was 1.00±0.13,1.90±0.19,2.50±0.30 and 2.67±0.30,the relative expression of caspase-3 mRNA was 0.98 ±0.12,2.01 ±0.34,6.15 ± 0.60 and 11.40 ± 1.12,respectively,with significant differences among them (F =55.74,66.01,154.50;all at P＜0.01),the early apoptosis rate of HTFs,the grey value of caspase-3 protein and the relative expression of caspase-3 mRNA were all increased significantly as the concentration of matrine increased,with significant differences between any two groups (all at P＜0.05).Conclusions Matrine can inhibit the proliferation of HTFs and induce the apoptosis of HTFs in a time-and dose-depended manner.
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Objective@#To analyze the epidemiological characteristics of severe and deceased cases of hand, foot and mouth disease (HFMD) in Hebei province, so as to provide reference for prevention and control of the disease.@*Methods@#Severe and deceased HFMD cases reported from the National Disease Surveillance Information Management System and the laboratory testing result in Hebei province from 2010 to 2016 were analyzed. Descriptive epidemiological method involving the distribution of population, area, time and pathogeny were used for the analysis.@*Results@#From 2010 to 2016, 3 803 severe HFMD cases and 162 deceased cases were reported in Hebei province, and the ratio of severe cases among all HFMD patients was 0.75%. A chi-square test showed that the incidence of severe HFMD between males and females was significantly different (χ2=239.37, P<0.001), and scattered children were the main patient. Infants less than six months of age had the highest ratio of severe HFMD cases, the group of one-year-old and younger children had the highest proportion of severe HFMD cases. The severe ratio and severe incidence of Xingtai, Langfang and Hengshui were the top three prefectures having the highest proportions of severe cases. The number of severe cases fluctuated over the past 7years, but showed a downward trend. The constituent ratios of EV-A71 in severe cases and deaths were 79.25% and 92.66%, respectively.@*Conclusions@#Severe HFMD epidemics showed a declining trend in Hebei province. EV-A71 is still the main pathogen of both severe and fatal cases. It is necessary to strengthen the prophylactic and therapeutic measures for the young children (< 2 years).
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Objective:To explore therapeutic effect of Fasudil combined Salmeterol Xinafoate and fluticasone propio‐nate powder for inhalation (Seretide) on patients with chronic obstructive pulmonary disease (COPD) combined pul‐monary arterial hypertension (PAH ) .Methods :A total of 120 patients ,who hospitalized in our department from Jan 2013 to Oct 2014 and conformed to diagnostic standards of COPD and PAH ,were selected .According to ran‐dom number table ,they were equally divided into routine treatment group (received routine therapeutic measures ) , Fasudil group (received Fasudil based on routine treatment group ) and combined treatment group (received Fasudil combined Seretide based on routine treatment ) . Pulmonary function indexes , mean pulmonary arterial pressure (mPAP) ,pulmonary arterial systolic pressure (PASP) ,6min walking distance (6MWD) and blood gas indexes were observed and compared among three groups before and after treatment .Results:Compared with routine treatment group after treatment ,there were significant reductions in mPAP [(54.1 ± 10.3) mmHg vs .(51.3 ± 9.5) mmHg vs . (48.5 ± 10.5) mmHg] and PASP [ (72.4 ± 9.7) mmHg vs .(63.4 ± 9.3) mmHg vs .(61.6 ± 9.1) mmHg] ,and sig‐nificant rise in 6MWD [ (259.4 ± 37.0) m vs .(274.2 ± 36.5) m vs .(288.3 ± 47.5) m] ,forced expiratory volume in one second [FEV1 ,(1.44 ± 0.32) L vs .(1.59 ± 0.38) L vs .(1.87 ± 0.34) L] and FEV1/forced vital capacity (FVC) [ (47.2 ± 11.9)% vs .(50.3 ± 12.1)% vs .(54.6 ± 11.7)% ];significant rise in partial pressure of oxygen in artery [PO2 ,(64.3 ± 9.8) mmHg vs .(68.9 ± 8.2) mmHg vs .(76.9 ± 9.5) mmHg] and saturation of arterial blood oxygen [SaO2 ,(65.0 ± 8.2)% vs .(71.0 ± 9.8)% vs .(76.8 ± 9.4)% ] ,and significant reduction in partial pressure of carbon dioxide in artery [PCO2 ,(63.6 ± 9.5) mmHg vs .(58.5 ± 9.6) mmHg vs .(51.3 ± 7.9) mmHg] in Fasud‐il group and combined treatment group ,and those of combined treatment group were significantly improved com‐pared to those of Fasudil group , P<0.05 or <0.01. Actual base excess of combined treatment group was signifi‐cantly higher than the other two groups , P<0. 01 both . Conclusion:Fasudil combined Seretide can significantly im‐prove pulmonary function reduction ,improve PAH ,quality of life and prognosis in COPD + PAH patients .
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Objective: To explore mechanism of fasudil combined salmeterol and fluticasone propionate powder for inhalation (Seretide) in treating chronic obstructive pulmonary disease (COPD) complicated pulmonary artery hypertension (PAH).Methods: A total of 120 patients accorded with diagnostic standards of COPD and PAH, who hospitalized in our department from Jan 2013 to Oct 2014, were selected.According to random number table method, patients were randomly and equally divided into routine treatment group, fasudil group (received intravenous drip of fasudil based on routine treatment group) and combined treatment group (received additional Seretide therapy based on fasudil group).Levels of nitric oxide (NO), endothelin-1 (ET-1), C reactive protein (CRP) and erythrocyte sedimentation rate (ESR) were measured and compared among three groups before and after treatment.Results: Compared with before treatment, after two-week treatment, there were significant reductions in levels of CRP, ESR and ET-1, and significant rise in NO level in three groups, P<0.05 or<0.01;compared with routine treatment group after treatment, there were significant reductions in levels of CRP[(14.8±3.3) mg/L vs.(12.9±3.6) mg/L vs.(11.4±3.4) mg/L], ESR[(37.3±8.9) mm/h vs.(32.9±8.8) mm/h vs.(29.3±5.6) mm/h]and ET-1[(63.1±11.2) ng/L vs.(57.5±8.1) ng/L vs.(53.1±8.9) ng/L], and significant rise in NO level[(70.2±10.7) μmol/L vs.(76.0±8.0) μmol/L vs.(80.5±11.3) μmol/L]in fasudil group and combined treatment group, P<0.05 or<0.01;compared with fasudil group, there were significant reductions in levels of CRP, ESR and ET-1, and significant rise in NO level in combined treatment, P<0.05 all.Conclusion: Fasudil hydrochloride combined Seretide can significantly reduce levels of ESR, CRP and ET-1, and increase NO level in COPD + PAH patients.It may improve prognosis in these patients, which is worth extending.
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Objective@#To understand epidemiological characteristics of the pathogens and evolution of the genotype associated with infectious diarrhea epidemic caused by norovirus in Hebei Province.@*Methods@#A total of 8 infectious diarrhea outbreaks caused by norovirus were reported from Jan 2015 to Dec 2016, of which epidemic treatment materials and specimens were collected at the same time. Norovirus nucleic acid was detected by using real-time PCR, and the partial ORF2 of the all positive specimens were amplified by RT-PCR and sequenced. Phylogenetic tree was constructed by using Mega5.2 based on partial ORF2 sequences of norovirus to perform phylogenetic analysis.@*Results@#A total of 8 norovirus outbreaks, involving 265 cases who were mainly for residential inhabitents, children and students, were reported during this period, and the overall attack rate ranged from 0.70% to 8.13%. The overall positive detection rate of norovirus was 66.25%. The PCR products were sequenced, and sequencing result were obtained for 28 samples, which included GⅠ.3, GⅡ.2, GⅡ.4, GⅡ.13 and GⅡ.17.@*Conclusions@#Multiple genotypes of infectious diarrhea outbreaks caused by norovirus were found in Hebei province.