1. Involvement of intracellular organelle stress, autophagy and ferroptosis in cobalt chloride-induced vascular smooth muscle cell injury
Yan LEI ; Xiaoyong PENG ; Tao LI ; Liangming LIU ; Mengsheng DENG ; Dongdong ZHANG ; Yingguo ZHU ; Jianmin WANG ; Zhaoxia DUAN ; Guangming YANG
Chinese Journal of Clinical Pharmacology and Therapeutics 2024;29(1):1-10
		                        		
		                        			
		                        			 AIM: To investigate the relationship between vascular smooth muscle cell (VSMC) injury, organelle stress response and autophagic cell death (autophagy) and ferroptosis induced by the chemical hypoxia inducer cobalt chloride (CoCl2) through the bioinformatics analysis and in vitro cell experimentation. METHODS: The dataset GSE119226 of VSMC treated with cobalt chloride was acquired from the gene expression database (GEO). The R language was used to investigate the relationship between CoCl2 treatment and organelle stress response (Golgi stress, endoplasmic reticulum stress) and two forms of cell death (ferroptosis and autophagic cell death). With primary cultured rat VSMC (rVSMC) and CoCl2-induced anoxia model, the changes in cell viability were detected by CCK-8 method, and reactive oxygen species (ROS) levels were measured using DCFH-DA method. The expression levels of HIF-1α (a key molecule in hypoxia), Golgi stress markers GM130 and p115, endoplasmic reticulum stress markers GRP78 and CHOP, autophagy markers LC3-II / LC3-I and Beclin1, and ferroptosis markers GPx4 and xCT were detected by Western blot. The effect of inducing or inhibiting organelle stress and cell death on the CoCl2-induced cell damage was also observed. RESULTS: Differentially expressed genes analysis of GSE119226 dataset showed that CoCl2 treatment of VSMCs had significant effects on organelle function and stress response, autophagy and ferroptosis-related genes, in which endoplasmic reticulum stress, protein processing in endoplasmic reticulum, regulation of Golgi to plasma membrane protein transport, autophagy / autophagic cell death, and ferroptosis pathways were remarkably enriched. The results of in vitro experiment showed that compared with normal rVSMC, cell viability was significantly decreased after CoCl2 treatment, as well as HIF-1α protein expression and ROS levels in rVSMCs were increased. In rVSMC treated with Co-Cl2, the expression levels of Golgi structural proteins GM130 and p115 (reflecting the occurrence of Golgi stress) were decreased, while the markers GRP78 and CHOP (reflecting the occurrence of endoplasmic reticulum stress) were increased. At the same time, CoCl2 treatment also reduced the expression of autophagy markers LC3-II/LC3-I and Beclin1 (indicating the decrease levels of autophagy), while the expression of ferroptosis markers GPx4 and xCT were decreased (indicating the occurrence of ferroptosis). Compared with CoCl2 treatment group, induced Golgi stress, endoplasmic reticulum stress, or ferroptosis could further reduce cell viability, while inhibition of these processes could improve cell viability. On the other hand, increasing the level of autophagy can improve the cell viability. CONCLUSION: Hypoxia induced by cobalt chloride can lead to VSMC injury. Golgi stress, endoplasmic reticulum stress, ferroptosis, and the reduction of autophagy level play an important role in it. Inhibition of organelle stress response and ferroptosis, or increase of autophagy level can improve VSMC injury caused by cobalt chloride. 
		                        		
		                        		
		                        		
		                        	
2.Based on Network Pharmacology and Experimental Verification the Mechanism of Lung Xuan Lung Turbidity Reduction Formula in Thein the Treatment of VaD was Studied
Jianmin ZHU ; Wei CHEN ; Lingfei JIANG ; Lin WU
World Science and Technology-Modernization of Traditional Chinese Medicine 2024;26(4):1080-1091
		                        		
		                        			
		                        			Objective The molecular mechanism of Yi Lung Xuan Lung Subduing Turbidity Formula in treating rats with vascular dementia(VaD)model was investigated by network pharmacology and animal experiments.Methods The TCMSP database platform was used to screen the active ingredients and related targets of Yi Lung,Xuan Lung and Turbidity Subduing Formula.Since Maitong could not be found in the TCMSP database,the components of Maitong were retrieved by reviewing the literature and using the BATMAN-TCM Bioinformatics Analysis Tool.The GeneCards database was used to obtain VaD-related targets and predict the potential targets of Yi Lung Xuan Lung Turbidity Reducing Formula for the treatment of VaD.The network structure of"active ingredient-target intersection"of the formula was mapped by STRING and Cytoscape 3.7.2 software,and the PPI network model was established to find the key targets.GO enrichment and KEGG pathway enrichment analyses were performed on the targets of VaD treated with Yi Lung Xuan Lung Turbidity Reducing Formula.29 rats were randomly divided into the sham-operation group,the model group,the traditional Chinese medicine group and the western medicine group.The 2-VO method was used for modelling,and the water maze was used to test the memory behaviours of the rats;HE staining was used to observe the pathological changes in the hippocampal CA1 region of the animals in each group,fluorescence detection of VEGF content in the brain of the rats in each group,and ELISA to detect the content of IL-6 and TNF-α in the brain tissues of the rats in each group;Western blot was used to detect the levels of Nrf2,HO-1,P Nrf2,HO-1,P-Akt/Akt and NF-κB.Results A total of 380 targets were obtained from Yi Lung Xuan Lung Turbidity Reducing Formula,and 183 targets were intersected with VaD;The PPI network of intersected core target genes was constructed with 92 nodes and 2610 edges.The GO results suggested that the biological processes related to VaD treatment included responses to lipopolysaccharide,oxidative stress,cell migration,etc.KEGG enrichment analysis suggested that the key pathways included NF-κB,Akt,VEGF,NOD-like receptor signalling.Compared with the model group,the number of crossing platforms in the traditional Chinese medicine group was significantly increased,the histological structure and cellular morphology of hippocampal CA1 area were intact and there were few cellular degeneration,the expression levels of Nrf2,Akt,and HO-1 were significantly increased,and the expression level of NF-κB was significantly decreased(P<0.05),and inflammatory indexes,IL-6 and TNF-α,were significantly down-regulated(P<0.01),and the immunological monoclonal fluorescence showed that the vascular endothelial cell in the traditional Chinese medicine group was significantly increased,while the activity of antioxidant factor SOD increased and the content of oxidative damage factor MDA decreased(P<0.05).Conclusion The network pharmacological analysis suggested that Yi Lung Xuan Lung and Turbidity Reducing Formula could treat VaD by regulating multiple signalling pathways and biological processes.Yi Lung Xuan Lung and Turbidity Reducing Formula increased the protein expression levels of Nrf2,P-Akt/Akt and HO-1,VEGF,and improved the degeneration of neuronal cells of hippocampal CA1 area of rats with VaD,which may be through the activation of AKT/Nrf2/HO-1,and improved the lesions of hippocampal area of VaD,inhibited oxidative damage,and decreased the content of MDA,a factor that can damage oxidative processes.lesions,inhibiting oxidative damage and down-regulating the NF-κB pathway,reducing neuroinflammation,and thus improving cognitive function in VaD model rats.
		                        		
		                        		
		                        		
		                        	
3.Alleviative effect of fluid resuscitation on damage of structure injury of vascular cells after blast injury complicated with hemorrhagic shock in rats by inhibiting ferroptosis of vascular tissue
Xiaoyong PENG ; Yu ZHU ; Shuangbo ZHANG ; Yingguo ZHU ; Tao LI ; Liangming LIU ; Jianmin WANG ; Guangming YANG
Journal of Jilin University(Medicine Edition) 2024;50(5):1227-1234
		                        		
		                        			
		                        			Objective:To discuss the effect of fluid resuscitation on the occurrence of ferroptosis in vascular tissue and the structure of vascular cells in the rats with blast injury complicated with hemorrhagic shock,and to clarify its mechanism.Methods:A total of 54 healthy adult SD rats were randomly divided into normal group,blast injury complicated with hemorrhagic shock(model)group,and the fluid resuscitation(treatment)group,and there were 18 rats in each group.Among them,10 rats were randomly selected to observe the surival status and another 8 rats were selected to detect the other indexes.The average survival time(ST),24 h and 72 h survival rates of the rats in various groups were observed;the blood pressure(BP),heart rate(HR),and respiratory rate(RR)of the rats in various groups were observed;the levels of serum creatinine(Scr),blood urea nitrogen(BUN),lactate(LAC),glucose(GLU),iron ions,glutathione(GSH),and malondialdehyde(MDA)and the activities of aspartate aminotransferase(AST),alanine aminotransferase(ALT)and lactate dehydrogenase(LDH)in serum of the rats in various groups were detected;Western blotting method was used to detect the expression levels of ferroptosis marker proteins glutathione peroxidase 4(GPX4),solute carrier family 7 member 11(SLC7A11),and heme oxygenase 1(HO-1)proteins in superior mesenteric artery tissue of the rats in various groups;the pathomorphology of the superior mesenteric artery of the rats in various groups was observed.Results:All the rats in normal group survived for 72 h,while the longest ST of the rats in model group did not exceed 9 h.Compared with model group,the ST and 24 h survival rate(SR)of the rats in treatment group were significantly increased(P<0.05).Compared with normal group,the BP,HR,and RR of the rats in model group were significantly decreased(P<0.01).Compared with model group,the BP,HR,and RR of the rats in treatment group were significantly increased after fluid resuscitation(P<0.05).Compared with normal group,the activities of AST and ALT,and the levels of Scr and BUN in serum of the rats in model group were significantly increased(P<0.01).Compared with model group,the serum levels of LAC and GLU of the rats in treatment group were significantly decreased(P<0.01).Compared with normal group,the concentration of iron ion,GSH level,MDA level,LDH activity in serum of the rats in model group were significantly increased(P<0.05);compared with model group,the concentration of iron ion and LDH activity in serum of the rats in treatment group was significantly decreased(P<0.01).Compared with normal group,the expression levels of GPX4 and SLC7A11 in superior mesenteric artery tissue of the rats in model group were significantly decreased(P<0.05);compared with model group,the expression levels of GPX4 and SLC7A11 in superior mesenteric artery tissue of the rats in treatment group were significantly increased(P<0.05).Compared with normal group,the expression level of HO-1 protein in superior mesenteric artery tissue of the rats in model group was increased(P<0.01);compared with model group,the expression level of HO-1 protein in superior mesenteric artery tissue of the rats in treatment group was increased(P<0.01).The microscopic pathology results showed that the cell arrangement in the layers of the superior mesenteric artery tissue of the rats in model group was disordered,the swelling was significant and the thickness was increased;the pathological changes in superior mesenteric artery tissue of the rats in treatment group was alleviated.The ultramicroscopic pathology results showed that the endothelial cell structure of blood vessels of the rats in normal group was intact,and there was no swelling in the subendothelial matrix;the vascular endothelial cell membrane of the rats in model group was damaged,there were cytoplasmic dissolution and fragmentation,and the swelling of the subendothelial matrix was significant;the swelling of the vascular endothelial cells in treatment group was alleviated.Conclusion:Ferroptosis occurs in vascular tissue of the rats with blast injury complicated with hemorrhagic shock,and fluid resuscitation can alleviate the structural damage of the vascular cells by inhibiting the vascular tissue ferroptosis.
		                        		
		                        		
		                        		
		                        	
4.Burn-blast combined injury and important organ injury in rats induced by explosion in closed pipe:an observation study
Changmei WENG ; Guangming YANG ; Shuangbo ZHANG ; Yingguo ZHU ; Xiangyun CHENG ; Zhaoxia DUAN ; Jianyi KANG ; Jianmin WANG
Journal of Army Medical University 2024;46(12):1323-1335
		                        		
		                        			
		                        			Objective To establish a model of combined injury of thermal radiation and blast wave of gas explosion in closed pipeline,and investigate the characteristics of important organ injury induced by burn-blast combined injury in rats.Methods A total of 72 male SD rats(aged 8~10 weeks,weighing 200~10 g)were randomly divided into control group and mild and severe injured groups.After the model rats were inflicted with blast wave and thermal radiation,their physical parameters were detected and measured.The respiratory function of the survival rats was tested.In 24 h later,arterial blood gas analysis,blood biochemical tests,and detection for serum inflammatory factors and lung injury related protein levels were performed,and the pathological changes in the lung tissue and trachea were observed.Results The peak range of explosive blast wave overpressure was 209~493 kPa,and the temperature was 152~258 ℃.The mortality rate was 8.3%in the mild group and 53.1%in the severe group.Compared with the control group,longer inspiratory time(Ti)and relaxation time(Tr)and larger tidal volume(TV)(P<0.05),while lower respiratory frequency(f)were observed in the 2 injured groups within 6 h after injury(P<0.05).At 24 h after injury,the values of partial pressure of carbon dioxide(PaCO2),residual base value(BE)and bicarbonate(HCO3-)were increased significantly(P<0.05),while partial pressure of oxygen(PaO2)was decreased(P<0.05).The serum levels of alanine transaminase(ALT),aspartate aminotransferase(AST),alkaline phosphatase(ALP),total bilirubin(TBI)and total bile acid(TBA)were notably elevated(P<0.05).So were the levels of IL-1 β,TNF-α and IL-6(P<0.01).Various severities of hyperemia foci and inflammation in the tracheal mucosa were observed in the injured rats.The incidence of lung injury was high,and the pathological manifestations were dot-shaped hemorrhage to diffuse hemorrhage of the whole lobe,rupture of alveolar septum,thickening of septum,and infiltration of red blood cells and inflammatory cells.The levels of serum lung injury-related proteins were significantly increased(P<0.05).Conclusion A rat model which can highly simulate mild to severe burn-blast combined injury is constructed,which can meet the needs for rat model in study of explosive burn-blast compound injury.The main characteristics of the injury are lung injury,respiratory dysfunction,liver damage and secondary infection.
		                        		
		                        		
		                        		
		                        	
5.Prediction method of diopter based on sequence of ocular biological parameters
Luebiao XU ; Lan DING ; Chen LIANG ; Yuliang WANG ; Yujia LIU ; Jianmin SHANG ; Jun ZHU ; Huazhong XIANG ; Renyuan CHU ; Cheng WANG ; Xiaomei QU
International Journal of Biomedical Engineering 2024;47(5):417-422
		                        		
		                        			
		                        			Objective:To establish a prediction method of diopter based on sequence of ocular biological parameters.Methods:A stratified random cluster sampling method was used to extract the dataset. The dataset consisted of data collected from January 2022 to January 2023 by the Eye & ENT Hospital, Fudan University, from children aged 5 to 13 years in 2 key schools and 2 general schools of Yangpu District, Shanghai. Children’s ocular biological parameters, including sex, age, diopter, axial length, corneal curvature, and anterior chamber depth were collected. The slope of the optimally fitted straight line was calculated using the least squares method. The least square-back propagation (BP) neural network model was established by combining baseline data and the pre-processed rate of the change of ocular biological parameters. The dataset was divided into the training set and the validation set according to the ratio of 8:2 for five-fold cross-validation. The model performance was evaluated by using the mean absolute error (MAE), mean squared error (MSE), root mean square error (RMSE), correlation coefficient R, and coefficient of determination R2. Results:The optimal performances of R2, R, RMSE, MAE, and MSE of the least square-BP neural network model were 0.96, 0.981 9, 0.214 2, 0.139 9 D, 0.045 9, respectively. The regression equation between the predicted value and the true value of the diopter was y=0.97 x+ 0.014 8, R2=0.97, with good correlation. In the internal verification, MAE values of the diopter at three, six, nine, and twelve months of follow-up were 0.110 1, 0.136 0, 0.153 7, and 0.184 8 D, respectively, which achieved clinically acceptable performance (less than 0.25 D). In the external validation, the errors were less than 0.25 D at all ages. Conclusions:A prediction method of diopter based on sequence of ocular biological parameters was successfully developed.
		                        		
		                        		
		                        		
		                        	
6.Contextual Fear Learning and Extinction in the Primary Visual Cortex of Mice.
Xiaoke XIE ; Shangyue GONG ; Ning SUN ; Jiazhu ZHU ; Xiaobin XU ; Yongxian XU ; Xiaojing LI ; Zhenhong DU ; Xuanting LIU ; Jianmin ZHANG ; Wei GONG ; Ke SI
Neuroscience Bulletin 2023;39(1):29-40
		                        		
		                        			
		                        			Fear memory contextualization is critical for selecting adaptive behavior to survive. Contextual fear conditioning (CFC) is a classical model for elucidating related underlying neuronal circuits. The primary visual cortex (V1) is the primary cortical region for contextual visual inputs, but its role in CFC is poorly understood. Here, our experiments demonstrated that bilateral inactivation of V1 in mice impaired CFC retrieval, and both CFC learning and extinction increased the turnover rate of axonal boutons in V1. The frequency of neuronal Ca2+ activity decreased after CFC learning, while CFC extinction reversed the decrease and raised it to the naïve level. Contrary to control mice, the frequency of neuronal Ca2+ activity increased after CFC learning in microglia-depleted mice and was maintained after CFC extinction, indicating that microglial depletion alters CFC learning and the frequency response pattern of extinction-induced Ca2+ activity. These findings reveal a critical role of microglia in neocortical information processing in V1, and suggest potential approaches for cellular-based manipulation of acquired fear memory.
		                        		
		                        		
		                        		
		                        			Mice
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		                        			Animals
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		                        			Primary Visual Cortex
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		                        			Extinction, Psychological/physiology*
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		                        			Learning/physiology*
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		                        			Fear/physiology*
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		                        			Hippocampus/physiology*
		                        			
		                        		
		                        	
7.Metabolic Disease Management Guideline for National Metabolic Management Center(2nd edition)
Weiqing WANG ; Yufan WANG ; Guixia WANG ; Guang NING ; Dalong ZHU ; Ping LIU ; Libin LIU ; Jianmin LIU ; Zhaoli YAN ; Xulei TANG ; Bangqun JI ; Sunjie YAN ; Heng SU ; Jianling DU ; Sheli LI ; Li LI ; Shengli WU ; Jinsong KUANG ; Yubo SHA ; Ping ZHANG ; Yifei ZHANG ; Lei CHEN ; Zunhai ZHOU ; Chao ZHENG ; Qidong ZHENG ; Zhongyan SHAN ; Dong ZHAO ; Zhigang ZHAO ; Ling HU ; Tingyu KE ; Yu SHI ; Yingfen QIN ; Mingjun GU ; Xuejiang GU ; Fengmei XU ; Zuhua GAO ; Qijuan DONG ; Yi SHU ; Yuancheng DAI
Chinese Journal of Endocrinology and Metabolism 2023;39(6):538-554
		                        		
		                        			
		                        			The latest epidemiological data suggests that the situation of adult diabetes in China is severe, and metabolic diseases have become significant chronic illnesses that have a serious impact on public health and social development. After more than six years of practice, the National Metabolic Management Center(MMC) has developed distinctive approaches to manage metabolic patients and has achieved a series of positive outcomes, continuously advancing the standardized diagnosis and treatment model. In order to further improve the efficiency, based on the first edition, the second edition guideline was composed by incorporating experience of the past six years in conjunction with the latest international and domestic guidelines.
		                        		
		                        		
		                        		
		                        	
8.Effects of high-energy shock and vibration on cortex and peripheral blood immune cells in goats
Yingguo ZHU ; Dongdong ZHANG ; Liangchao ZHANG ; Guanhua LI ; Ling GUO ; Zhaoxia DUAN ; Jing CHEN ; Jianmin WANG ; Guangming YANG
Chinese Journal of Trauma 2023;39(11):1029-1036
		                        		
		                        			
		                        			Objective:To investigate the effects of high-energy shock and vibration on cortex injury and peripheral blood immune cells in goats.Methods:Seventeen Boer goats without gender preference were selected. By using random number tables, the goats were divided into normal control group ( n=5) and shock and vibration injury group ( n=12). The goats in the normal control group were anatomized routinely and their brain was collected after being sacrificed without any other treatment. The goats in the high-energy shock and vibration model group were placed on a loading table (part of the BY10-100 instant shock and vibration simulation platform) in a restrained state, and made into a high-energy shock and vibration injury model induced by a vertical impact waveform generator. The intravenous blood samples were taken from the goats in the shock and vibration injury group before and at 0, 3, 6 and 24 hours after injury.Then, the goats were sacrificed and the following procedures were the same as the normal control group. At 24 hours after injury, the brain injury and the histopathological changes of the cerebral cortex in the normal control group and shock and vibration injury group were observed by gross pathological and anatomical examination and HE staining. The mRNA expression of zonula occludens 1 (ZO-1), tight junction protein 5 (Claudin-5), glial fibrillary acidic protein (GFAP), ionized calcium binding adaptor molecule 1 (IBA-1), interleukin (IL)-1β, IL-6 and cluster of differentiation antigen 177 (CD177) of the cerebral cortex in the normal control group and shock and vibration injury group were measured through fluorogenic quantitative polymerase chain reaction. The expression of ZO-1 and Claudin-5 proteins of the cerebral cortex in the normal control group and shock and vibration injury group were detected by Western blotting. Hematology analyzer and coagulation analyzer were used to detect white blood cell count, neutrocyte, lymphocyte, monocyte, prothrombin time 1 (PT-1), prothrombin time international normalized ratio (PT-INR), activated partial thromboplastin time (APTT), thrombin time (TT), prothrombin activity (PTA) and fibrinogen (FIB) levels in goats of the shock and vibration injury group before and at 0, 3, 6 and 24 hours after injury, respectively. Results:At 24 hours after injury, no visible contusion or necrosis was found in goat brain tissue in the shock and vibration injury group; the cerebral micro-vessels presented with a local dilation, hyperemia, edema, aggregation of inflammatory cells, disruption of vessel walls and leakage of red blood cells. These changes were not observed in the normal control group. In the shock and vibration injury group, ZO-1 and Claudin-5 mRNA expressions in the cerebral cortex were 0.25±0.10 and 0.09(0.04, 0.44) respectively, which were significantly lower than those of the normal control group [1.00±0.15 and 0.99(0.80, 1.20)]; GFAP, IBA-1, IL-1β, IL-6 and CD177 mRNA expression levels were 4.40(3.88, 6.75), 2.60±1.07, 3.04±0.51, 2.71±0.45 and 2.93±0.62 respectively, which were significantly higher than those of the normal control group [1.00(0.78, 1.22), 1.00±0.37, 1.00±0.27, 1.00±0.57 and 1.00±0.35]; ZO-1 and Claudin-5 protein expression levels were 0.41±0.06 and 0.42±0.11 respectively, which were significantly lower than those of the normal control group (1.08±0.12 and 0.91±0.23) (all P<0.01). In the shock and vibration injury group, the levels of white blood count, neutrocyte, and lymphocyte in peripheral blood were (13.7±3.3)×10 9/L, (35.3±14.8)% and (57.2±15.1)% respectively before injury, (19.4±3.1)×10 9/L, (60.5±12.5)% and (33.6±14.2)% respectively at 3 hours after injury, and (20.6±3.6)×10 9/L, (63.6±13.0)% and (30.9±15.0)% respectively at 6 hours after injury. By contrast, the levels of white blood count and neutrocyte were significantly increased but the level of lymphocyte was significantly decreased at 3 and 6 hours after injury ( P<0.05 or 0.01); the levels of the above indicators showed no significant changes at 0 and 24 hours after injury (all P>0.05); the level of monocyte did not change significantly at all time points before and after injury (all P>0.05). The levels of PT-1, PT-INR, APTT, TT, PTA and FIB in the shock and vibration injury group did not change significantly at each time point before and after injury (all P>0.05). Conclusion:Cerebral cortex microvascular injury and disruption of blood-brain barrier can be initiated in the early stage of high-energy shock and vibration injury in goats, accompanied by the presence of central and peripheral inflammatory response.
		                        		
		                        		
		                        		
		                        	
9.Introduction and reflection on the clinical practice guideline for the treatment of hypercalcemia of malignancy in adults
Yuying YANG ; Minting ZHU ; Lihao SUN ; Jianmin LIU
Chinese Journal of Endocrinology and Metabolism 2023;39(10):821-825
		                        		
		                        			
		                        			Hypercalcemia, a common metabolic complication of malignancies, often referred to as hypercalcemia of malignancy(HCM), is associated with a high incidence and mortality rate. In 2023, the American Society for Bone and Mineral Research and the European Society of Endocrinology released the Treatment of Hypercalcemia of Malignancy in Adults: An Endocrine Society Clinical Practice Guideline. This guideline aimed to address key clinical issues related to adult HCM, refractory and recurrent hypercalcemia, hypercalcemia associated with calcitriol, and hypercalcemia caused by adult parathyroid cancer. This article provides an overview of this guideline and offers some suggestions for managing related conditions in China.
		                        		
		                        		
		                        		
		                        	
10.Identification of benign and malignant nodules in thyroid ultrasound images based on deep convolutional neural network
Wenjun Yao ; Chaoran Yin ; Hongqing Zhu ; Jianmin Jiang ; Xiaoxi Pang ; Yining Sun
Acta Universitatis Medicinalis Anhui 2023;58(5):854-858
		                        		
		                        			Objective:
		                        			To explore the clinical application value of deep convoluti onal neural network for automatic detection and classification of benign and malignant thyroid nodules ultrasound images.
		                        		
		                        			Methods:
		                        			A total of 1 012 ultrasound images of thyroid nodules were retrospectively selected and labeled. The YOLOv5 network model was constructed to accurately locate the location of thyroid nodules and automatically trim the area of the nodules. At the same time , a GoogLeNet network model was constructed to classify benign and malignant nodules after reduction.
		                        		
		                        			Results :
		                        			In the collected data set , the mean accuracy of the target detection network for thyroid nodule location detection was 96. 2% . Meanwhile , the sensitivity, specificity, accuracy and AUC of the classification network for benign and malignant nodules were 0. 885 ,0. 822 ,0. 866 and 0. 92 respectively ,which were significantly higher than those of the AlexNet model (0. 81) , VGG model (0. 86) and MobileNet model (0. 76) .
		                        		
		                        			Conclusion 
		                        			The deep convo⁃ lutional neural network model has high localization and recognition ability for benign and malignant thyroid nodules in ultrasound images ,which is helpful to improve the accuracy of automatic image diagnosis.
		                        		
		                        		
		                        		
		                        	
            

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