1.Mechanism of peimine improving chronic obstructive pulmonary disease induced by lipopolysaccharide combined with cigarette smoke in mice
Pei CHEN ; Xiao-Ju CHEN ; Zhu-Man DU ; Cao-Hui WANG
Acta Anatomica Sinica 2024;55(2):215-221
		                        		
		                        			
		                        			Objective To investigate the effects and mechanisms of peimine(PME)on chronic obstructive pulmonary disease(COPD)in mice.Methods The mice were randomly divided into 4 groups(20 mice in each group),control group,PME group,chronic obstructive pulmonary disease group and treatment group.Animal models of COPD were induced in mice by lipopolysaccharide combined with smoke.The effects of PME on COPD model mice was analyzed by HE staining,transmission electron microscopy and the ratio of wet/dry weight of mouse lung tissue.The effects of PME on COPD model mice were analyzed by HE staining,transmission electron microscopy and the ratio of wet/dry weight of mouse lung tissue.The effects of PME on inflammatory factor tumor necrosis factor(TNF)-α,interleukin(IL)-6 and IL-1β in lung tissue were analyzed by ELISA and Western blotting.The effects of PME on oxidative stress in lung tissue were analyzed by dihydroethidium(DHE)staining and Western blotting.The effects of PME on nuclear factor kappa-B(NF-κB)pathway and nuclear factor erythroid 2-related factor 2(Nrf2)pathway were analyzed by protein immunoblotting.Results Compared with the COPD group,PME treatment could significantly improve the lung tissue injury and the number of inflammatory cells in mice,and the wet/dry weight ratio of lung tissue was significantly reduced.Compared with the control group,the levels of TNF-α,IL-6 and IL-1β in the alveolar lavage fluid of COPD mice significantly increased,and the level of TNF-α,IL-6 and IL-1β in the alveolar lavage fluid of mice after PME treatment was significantly reduced.In addition,compared with the control group,the protein expression of TNF-α,IL-6 and IL-1β in the lung tissue of COPD mice significantly increased,and the level of TNF-α,IL-6 and IL-1β in the lung tissue of COPD mice after PME treatment were significantly reduced.Immunohistochemistry and Western blotting showed that the level of superoxide dismutase 2(SOD2)protein in COPD group was significantly lower than that in control group,while PME treatment could improve the level of superoxide dismutase protein.The analysis of MDA content in lung tissue showed that compared with the COPD group,the production of MDA in lung tissue of COPD mice was significantly inhibited after PME treatment.Protein Western blotting showed that PME treatment could prevent the phosphorylation of inhibitor of NF-κB(IκBα)and the transfer of NF-κB p65 to the cell nucleus,and the expression of Nrf2 and its main downstream target heme oxygenase-1(HO-1)in the lung tissue of mice treated with PME significantly increased.Conclusion PME is able to inhibit inflammation and oxidative stress and improve lung tissues damage in the COPD model in vivo and this protection effect might be both the Nrf2 pathway activation and NF-κB pathway inhibition.
		                        		
		                        		
		                        		
		                        	
2.Early experience with mechanical hemodynamic support for catheter ablation of malignant ventricular tachycardia
Mengmeng LI ; Yang YANG ; Deyong LONG ; Chenxi JIANG ; Ribo TANG ; Caihua SANG ; Wei WANG ; Xin ZHAO ; Xueyuan GUO ; Songnan LI ; Changyi LI ; Man NING ; Changqi JIA ; Li FENG ; Dan WEN ; Hui ZHU ; Yuexin JIANG ; Fang LIU ; Tong LIU ; Jianzeng DONG ; Changsheng MA
Chinese Journal of Cardiology 2024;52(7):768-776
		                        		
		                        			
		                        			Objective:To explore the role of mechanical hemodynamic support (MHS) in mapping and catheter ablation of patients with hemodynamically unstable ventricular tachycardia (VT), report single-center experience in a cohort of consecutive patients receiving VT ablation during MHS therapy, and provide evidence-based medical evidence for clinical practice.Methods:This was a retrospective cohort study. Patients with hemodynamically unstable VT who underwent catheter ablation with MHS at Beijing Anzhen Hospital, Capital Medical University between August 2021 and December 2023 were included. Patients were divided into rescue group and preventive group according to the purpose of treatment. Their demographic data, periprocedural details, and clinical outcomes were collected and analyzed.Results:A total of 15 patients with hemodynamically unstable VT were included (8 patients in the rescue group and 7 patients in the preventive group). The acute procedure was successful in all patients. One patient in the rescue group had surgical left ventricular assist device (LVAD) implantation, remaining 14 patients received extracorporeal membrane oxygenation (ECMO) for circulation support. ECMO decannulation was performed in 12 patients due to clinical and hemodynamic stability, of which 6 patients were decannulation immediately after surgery and the remaining patients were decannulation at 2.0 (2.5) d after surgery. Two patients in the rescue group died during the index admission due to refractory heart failure and cerebral hemorrhage. During a median follow-up of 30 d (1 d to 12 months), one patient with LVAD had one episode of ventricular fibrillation at 6 months after discharge, and no further episodes of ventricular fibrillation and/or VT occurred after treatment with antiarrhythmic drugs. No malignant ventricular arrhythmia occurred in the remaining 12 patients who were followed up.Conclusions:MHS contributes to the successful completion of mapping and catheter ablation in patients with hemodynamically unstable VT, providing desirable hemodynamic status for emergency and elective conditions.
		                        		
		                        		
		                        		
		                        	
3.Carthamus tinctorius L.extract ameliorates alcoholic liver disease by modulating PI3K/Akt/FoxO signaling pathway
Wen-Xuan WANG ; Xiang-Lei FU ; Man QI ; Fu-Rong FAN ; Fu-Rong ZHU ; Yuan-Chuang WANG ; Kai-Yue ZHANG ; Min LIU ; Sheng-Hui CHU
Chinese Pharmacological Bulletin 2024;40(6):1137-1145
		                        		
		                        			
		                        			Aim To investigate the effects of Cartham-us tinctorius L.extract(CTLE)on oxidative stress,lipid metabolism,and apoptosis levels of mice with al-cohol-induced liver injury and its mechanism of action.Methods The mouse model of alcohol-associated liver disease was established by chronic alcohol feeding and acute alcohol gavage.Mice were randomly divided into four groups.During the modeling period,the state changes of mice were observed every day,and their weight was recorded.At the end of modeling,blood and liver tissues were collected from each group of mice.The blood of mice was analyzed biochemically,and HE staining and Oil Red O staining were used to evaluate further the degree of pathological damage in the liver of mice.Quantitative real-time PCR(qPCR)and Western blot were applied to detect the mRNA and protein expression levels of p-PI3K,PI3K,p-Akt,Akt,p-mTOR,mTOR,p-FoxO1,FoxO1,p-FoxO3a,FoxO3a,p-FoxO4,FoxO4,BCL and BAX factors.Results Compared to the model group,the CTLE administration group showed improved hepatic patho-logical injury and reduced lipid deposition.The bio-chemical indexes in serum and liver,such as ALT,AST,TG,TC,and MDA levels were reduced,while GSH and SOD levels increased.Regulating the PI3K/Akt/FoxO pathway resulted in increased production of SOD,which reduced damage and apoptosis caused by reactive oxygen species(ROS).Conclusions CTLE can exert anti-oxidative stress and anti-apoptotic effects through the PI3K/Akt/FoxO pathway and attenuates alcoholic liver injury in mice,providing new ideas for the treatment of alcoholic liver disease and the develop-ment of related drugs.
		                        		
		                        		
		                        		
		                        	
4.Construction of plasma metabolic profile of type 2 diabetic mellitus patients based on UPLC-QTOF/MS non-targeted metabonomics
Man-Li ZHU ; Yan-Dong FAN ; Ye WANG ; Feng-Cai JI ; Xue YANG ; Xue-Hui LI ; Lin-Lin LI
The Chinese Journal of Clinical Pharmacology 2024;40(19):2891-2895
		                        		
		                        			
		                        			Objective To explore the changes of plasma metabolites in Uygur and Kazak patients with type 2 diabetes mellitus(T2DM)and people with normal glucose tolerance(NGT),construct the profile of different metabolites and analyze different metabolic pathways.Methods Plasma samples of T2DM and NGT from Uygur and Kazak were collected for detection.Ultra-high performance liquid chromatography tandem quadrupole time-of-flight mass spectrometry was used for detection.MetaboAnalyst 5.0 was used to analyze the data,and the screening conditions were P<0.05 and fold change(FC)<0.90 or FC>1.10.We used The Kyoto Encyclopedia of Genes and Genomes database to enrich and explore the metabolic pathways of different metabolites.Results Compared with the Uighur NGT group,there are 109 differential metabolites in the T2DM group,and 43 unique differential metabolites are mainly concentrated in five pathways,such as phenylalanine biosynthesis,tyrosine biosynthesis,and tryptophan metabolism.Compared with the NGT group,Kazak T2DM has 86 differential metabolites,and 28 unique differential metabolites are mainly enriched in the urea cycle,arginine,and proline metabolism(impact>0.10,P<0.05).Conclusion In this study,the plasma metabolic profile of T2DM patients was constructed,and the unique metabolites of T2DM in Uygur and Kazak were screened out,which provided potential biomarkers for early prevention of T2DM.
		                        		
		                        		
		                        		
		                        	
5.Role of interleukin-6 in ocular inflammatory diseases
International Eye Science 2023;23(5):774-777
		                        		
		                        			
		                        			 Interleukin-6(IL-6)is a pleiotropic cytokine produced by monocytes, macrophages, T lymphocytes and other cell types. It is significantly up-regulated in the process of infection and inflammation, and is the core cytokine of the host's defense against environmental stresses(such as injury and infection). Abnormal and persistent IL-6 production is closely associated with the development of various autoimmune and inflammatory diseases. A growing number of studies have shown that IL-6 plays a critical role in ocular inflammation and angiogenesis in the conjunctiva, cornea, uvea and retina. Blockade of IL-6 ameliorates chronic and refractory intraocular inflammation. This article aims to review the role as well as the mechanism of IL-6 in ocular inflammatory diseases, attempting to have a deep and systematic understanding of the role of IL-6 in ocular inflammatory diseases. 
		                        		
		                        		
		                        		
		                        	
6.HbA1c comparison and diagnostic efficacy analysis of multi center different glycosylated hemoglobin detection systems.
Ping LI ; Ying WU ; Yan XIE ; Feng CHEN ; Shao qiang CHEN ; Yun Hao LI ; Qing Qing LU ; Jing LI ; Yong Wei LI ; Dong Xu PEI ; Ya Jun CHEN ; Hui CHEN ; Yan LI ; Wei WANG ; Hai WANG ; He Tao YU ; Zhu BA ; De CHENG ; Le Ping NING ; Chang Liang LUO ; Xiao Song QIN ; Jin ZHANG ; Ning WU ; Hui Jun XIE ; Jina Hua PAN ; Jian SHUI ; Jian WANG ; Jun Ping YANG ; Xing Hui LIU ; Feng Xia XU ; Lei YANG ; Li Yi HU ; Qun ZHANG ; Biao LI ; Qing Lin LIU ; Man ZHANG ; Shou Jun SHEN ; Min Min JIANG ; Yong WU ; Jin Wei HU ; Shuang Quan LIU ; Da Yong GU ; Xiao Bing XIE
Chinese Journal of Preventive Medicine 2023;57(7):1047-1058
		                        		
		                        			
		                        			Objective: Compare and analyze the results of the domestic Lanyi AH600 glycated hemoglobin analyzer and other different detection systems to understand the comparability of the detection results of different detectors, and establish the best cut point of Lanyi AH600 determination of haemoglobin A1c (HbA1c) in the diagnosis of diabetes. Methods: Multi center cohort study was adopted. The clinical laboratory departments of 18 medical institutions independently collected test samples from their respective hospitals from March to April 2022, and independently completed comparative analysis of the evaluated instrument (Lanyi AH600) and the reference instrument HbA1c. The reference instruments include four different brands of glycosylated hemoglobin meters, including Arkray, Bio-Rad, DOSOH, and Huizhong. Scatter plot was used to calculate the correlation between the results of different detection systems, and the regression equation was calculated. The consistency analysis between the results of different detection systems was evaluated by Bland Altman method. Consistency judgment principles: (1) When the 95% limits of agreement (95% LoA) of the measurement difference was within 0.4% HbA1c and the measurement score was≥80 points, the comparison consistency was good; (2) When the measurement difference of 95% LoA exceeded 0.4% HbA1c, and the measurement score was≥80 points, the comparison consistency was relatively good; (3) The measurement score was less than 80 points, the comparison consistency was poor. The difference between the results of different detection systems was tested by paired sample T test or Wilcoxon paired sign rank sum test; The best cut-off point of diabetes was analyzed by receiver operating characteristic curve (ROC). Results: The correlation coefficient R2 of results between Lanyi AH600 and the reference instrument in 16 hospitals is≥0.99; The Bland Altman consistency analysis showed that the difference of 95% LoA in Nanjing Maternity and Child Health Care Hospital in Jiangsu Province (reference instrument: Arkray HA8180) was -0.486%-0.325%, and the measurement score was 94.6 points (473/500); The difference of 95% LoA in the Tibetan Traditional Medical Hospital of TAR (reference instrument: Bio-Rad Variant II) was -0.727%-0.612%, and the measurement score was 89.8 points; The difference of 95% LoA in the People's Hospital of Chongqing Liang Jiang New Area (reference instrument: Huizhong MQ-2000PT) was -0.231%-0.461%, and the measurement score was 96.6 points; The difference of 95% LoA in the Taihe Hospital of traditional Chinese Medicine in Anhui Province (reference instrument: Huizhong MQ-2000PT) was -0.469%-0.479%, and the measurement score was 91.9 points. The other 14 hospitals, Lanyi AH600, were compared with 4 reference instrument brands, the difference of 95% LoA was less than 0.4% HbA1c, and the scores were all greater than 95 points. The results of paired sample T test or Wilcoxon paired sign rank sum test showed that there was no statistically significant difference between Lanyi AH600 and the reference instrument Arkray HA8180 (Z=1.665,P=0.096), with no statistical difference. The mean difference between the measured values of the two instruments was 0.004%. The comparison data of Lanyi AH600 and the reference instrument of all other institutions had significant differences (all P<0.001), however, it was necessary to consider whether it was within the clinical acceptable range in combination with the results of the Bland-Altman consistency analysis. The ROC curve of HbA1c detected by Lanyi AH600 in 985 patients with diabetes and 3 423 patients with non-diabetes was analyzed, the area under curve (AUC) was 0.877, the standard error was 0.007, and the 95% confidence interval 95%CI was (0.864, 0.891), which was statistically significant (P<0.001). The maximum value of Youden index was 0.634, and the corresponding HbA1c cut point was 6.235%. The sensitivity and specificity of diabetes diagnosis were 76.2% and 87.2%, respectively. Conclusion: Among the hospitals and instruments currently included in this study, among these four hospitals included Nanjing Maternity and Child Health Care Hospital in Jiangsu Province (reference instrument: Arkray HA8180), Tibetan Traditional Medical Hospital of TAR (reference instrument: Bio-Rad Variant Ⅱ), the People's Hospital of Chongqing Liang Jiang New Area (reference instrument: Huizhong MQ-2000PT), and the Taihe Hospital of traditional Chinese Medicine in Anhui Province (reference instrument: Huizhong MQ-2000PT), the comparison between Lanyi AH600 and the reference instruments showed relatively good consistency, while the other 14 hospitals involved four different brands of reference instruments: Arkray, Bio-Rad, DOSOH, and Huizhong, Lanyi AH600 had good consistency with its comparison. The best cut point of the domestic Lanyi AH600 for detecting HbA1c in the diagnosis of diabetes is 6.235%.
		                        		
		                        		
		                        		
		                        			Pregnancy
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		                        			Child
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		                        			Humans
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		                        			Female
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		                        			Glycated Hemoglobin
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		                        			Cohort Studies
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		                        			Diabetes Mellitus/diagnosis*
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		                        			Sensitivity and Specificity
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		                        			ROC Curve
		                        			
		                        		
		                        	
7.Progress on clinical trials of common gastrointestinal cancer drugs in China from 2012 to 2021.
Hui Yao HUANG ; Da Wei WU ; Qi ZHU ; Yue YU ; Hai Xue WANG ; Jun WANG ; Man GA ; Xin Yu MENG ; Jing Ting DU ; Shuang Man MIAO ; Zhi Xia ZHAO ; Xin WANG ; Pu SHANG ; Min Jiang GUO ; Li Hong LIU ; Yu TANG ; Ning LI ; Cai CAO ; Bing He XU ; Yan SUN ; Jie HE
Chinese Journal of Oncology 2022;44(3):276-281
		                        		
		                        			
		                        			Objective: Systematically summarize the research progress of clinical trials of gastric cancer oncology drugs and the overview of marketed drugs in China from 2012 to 2021, providing data and decision-making evidence for relevant departments. Methods: Based on the registration database of the drug clinical trial registration and information disclosure platform of Food and Drug Administration of China and the data query system of domestic and imported drugs, the information on gastric cancer drug clinical trials, investigational drugs and marketed drugs from January 1, 2012 to December 31, 2021 was analyzed, and the differences between Chinese and foreign enterprises in terms of trial scope, trial phase, treatment lines and drug type, effect and mechanism studies were compared. Results: A total of 114 drug clinical trials related to gastric tumor were registered in China from 2012 to 2021, accounting for 3.7% (114/3 041) of all anticancer drug clinical trials in the same period, the registration number showed a significant growth rate after 2016 and reached its peak with 32 trials in 2020. Among them, 85 (74.6%, 85/114) trials were initiated by Chinese pharmaceutical enterprise. Compared with foreign pharmaceutical enterprise, Chinese pharmaceutical enterprise had higher rates of phase I trials (35.3% vs 6.9%, P=0.001), but the rate of international multicenter trials (11.9% vs 67.9%, P<0.001) was relatively low. There were 76 different drugs involved in relevant clinical trials, of which 65 (85.5%) were targeted drugs. For targeted drugs, HER2 is the most common one (14 types), followed by PD-1 and multi-target VEGER. In the past ten years, 3 of 4 marketed drugs for gastric cancer treatment were domestic and included in the national medical insurance directory. Conclusions: From 2012 to 2021, China has made some progress in drug research and development for gastric carcinoma. However, compared with the serious disease burden, it is still insufficient. Targeted strengthening of research and development of investment in many aspects of gastric cancer drugs, such as new target discovery, matured target excavating, combination drug development and early line therapy promotion, is the key work in the future, especially for domestic companies.
		                        		
		                        		
		                        		
		                        			China
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		                        			Gastrointestinal Agents/therapeutic use*
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		                        			Gastrointestinal Neoplasms
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		                        			Humans
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		                        			Pharmaceutical Preparations
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		                        			United States
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		                        			United States Food and Drug Administration
		                        			
		                        		
		                        	
8.Oral Presentation – Clinical and Translational Research
Choon Hoong Chung ; Yee Lynn Soh ; Thinaesh Manoharan ; Arwind Raj ; Dulmini Perera ; Htoo Htoo Kyaw Soe ; Nan Nitra Than ; Lilija Bancevica ; Žanna Kovalova ; Dzintars Ozols ; Ksenija Soldatenkova ; Lim Pyae Ying ; Tay Siow Phing ; Wong Jin Shyan ; Andrew Steven Sinsoon ; Nursabrina Alya Ricky Ramsis ; Nina Azwina Kimri ; Henry Rantai Gudum ; Man Le Ng ; Sze Er Lim ; Hui Yu Kim ; Yee Wan Lee ; Soo Kun Lim ; Sharven Raj ; Mohd Nasir Mohd Desa ; Nurul Syazrah Anuar ; Nurshahira Sulaiman ; Hui Chin Ting ; Zhi Ling Loo ; Choey Yee Lew ; Alfand Marl F Dy Closas ; Tzi Shin Toh ; Jia Wei Hor ; Yi Wen Tay ; Jia Lun Lim ; Lu Yian Tan ; Jie Ping Schee ; Lei Cheng Lit ; Ai Huey Tan ; Shen Yang Lim ; Zhu Shi Wong ; Nur Raziana binti Rozi ; Soo Kun Lim
International e-Journal of Science, Medicine and Education 2022;16(Suppl1):7-14
		                        		
		                        		
		                        		
		                        	
9.Effects of Human Immunodeficiency Virus-positive Mothers Receiving Antiretroviral Therapy to Prevent Mother-to-child Transmission on the Growth and Development of 18-month-old Children in Lingshan County of Guangxi.
Xian-Min GE ; Mei LIN ; Jin-Mei CHEN ; Jin-Hui ZHU ; Guang-Hua LAN ; Yu YAN ; Huan-Huan CHEN ; Liu-Hong LUO ; Shan-Shan LI ; Bin LI ; Guang-Hua HUANG ; Jia-Wei LI ; Yue-Qin DENG ; Ping-Jing WEN ; Yu-Man HUANG ; Qiu-Ying ZHU ; Qin MENG ; Shuai-Feng LIU ; Xiu-Ling WU ; Jing-Hua HUANG ; Hua-Xiang LU
Acta Academiae Medicinae Sinicae 2021;43(5):743-748
		                        		
		                        			
		                        			Objective To evaluate the effects of antiretroviral therapy(ART)for the prevention of mother-to-child transmission(PMTCT)of acquired immune deficiency syndrome(AIDS)on the growth and development of 18-month-old children born by human immunodeficiency virus(HIV)-positive pregnant women in Lingshan County,Guangxi Zhuang Autonomous Region,and provide scientific evidence for improving the ART medication plan for PMTCT.Methods Lingshan County,ranking the first in the HIV-epidemic counties of Guangxi,was selected as the research site.According to the design of retrospective case-control study,we assigned all the subjects into the case group and the control group:(1)The case group included the HIV-positive pregnant women who had received ART for PMTCT and their HIV-negative infants in Lingshan County from 2010 to 2017.The historical cards and PMTCT data of them were collected from the national PMTCT database.(2)The control group included the healthy pregnant women and their healthy babies born in the Lingshan Maternity and Infant Hospital in 2017,and the children's growth and development data were collected.The stunted growth in children was defined as at least one of the three main indicators of body height,body weight,and head circumference below the normal range.Results The number of HIV-positive mothers and their infants in the case group was 391 and 368,respectively,and 87.21%(341/391)and 95.38%(351/368)of mothers and infants respectively received ART medication.The HIV positive rate,mortality rate,and mother-to-child transmission rate of 18-month-old children were 1.36%(5/368),4.35%(16/368),and 2.01%(5/249),respectively.The incidence of stunted growth of 18-month-old children in the case group and the control group was 42.12%(155/368)and 23.06%(101/438),respectively,with significant difference(
		                        		
		                        		
		                        		
		                        			Case-Control Studies
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		                        			China/epidemiology*
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		                        			Female
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		                        			Growth and Development
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		                        			HIV
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		                        			HIV Infections/prevention & control*
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		                        			Humans
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		                        			Infant
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		                        			Infectious Disease Transmission, Vertical/prevention & control*
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		                        			Mothers
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		                        			Pregnancy
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		                        			Pregnancy Complications, Infectious/drug therapy*
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		                        			Retrospective Studies
		                        			
		                        		
		                        	
10.Deep learning applied to two-dimensional color Doppler flow imaging ultrasound images significantly improves diagnostic performance in the classification of breast masses: a multicenter study.
Teng-Fei YU ; Wen HE ; Cong-Gui GAN ; Ming-Chang ZHAO ; Qiang ZHU ; Wei ZHANG ; Hui WANG ; Yu-Kun LUO ; Fang NIE ; Li-Jun YUAN ; Yong WANG ; Yan-Li GUO ; Jian-Jun YUAN ; Li-Tao RUAN ; Yi-Cheng WANG ; Rui-Fang ZHANG ; Hong-Xia ZHANG ; Bin NING ; Hai-Man SONG ; Shuai ZHENG ; Yi LI ; Yang GUANG
Chinese Medical Journal 2021;134(4):415-424
		                        		
		                        			BACKGROUND:
		                        			The current deep learning diagnosis of breast masses is mainly reflected by the diagnosis of benign and malignant lesions. In China, breast masses are divided into four categories according to the treatment method: inflammatory masses, adenosis, benign tumors, and malignant tumors. These categorizations are important for guiding clinical treatment. In this study, we aimed to develop a convolutional neural network (CNN) for classification of these four breast mass types using ultrasound (US) images.
		                        		
		                        			METHODS:
		                        			Taking breast biopsy or pathological examinations as the reference standard, CNNs were used to establish models for the four-way classification of 3623 breast cancer patients from 13 centers. The patients were randomly divided into training and test groups (n = 1810 vs. n = 1813). Separate models were created for two-dimensional (2D) images only, 2D and color Doppler flow imaging (2D-CDFI), and 2D-CDFI and pulsed wave Doppler (2D-CDFI-PW) images. The performance of these three models was compared using sensitivity, specificity, area under receiver operating characteristic curve (AUC), positive (PPV) and negative predictive values (NPV), positive (LR+) and negative likelihood ratios (LR-), and the performance of the 2D model was further compared between masses of different sizes with above statistical indicators, between images from different hospitals with AUC, and with the performance of 37 radiologists.
		                        		
		                        			RESULTS:
		                        			The accuracies of the 2D, 2D-CDFI, and 2D-CDFI-PW models on the test set were 87.9%, 89.2%, and 88.7%, respectively. The AUCs for classification of benign tumors, malignant tumors, inflammatory masses, and adenosis were 0.90, 0.91, 0.90, and 0.89, respectively (95% confidence intervals [CIs], 0.87-0.91, 0.89-0.92, 0.87-0.91, and 0.86-0.90). The 2D-CDFI model showed better accuracy (89.2%) on the test set than the 2D (87.9%) and 2D-CDFI-PW (88.7%) models. The 2D model showed accuracy of 81.7% on breast masses ≤1 cm and 82.3% on breast masses >1 cm; there was a significant difference between the two groups (P < 0.001). The accuracy of the CNN classifications for the test set (89.2%) was significantly higher than that of all the radiologists (30%).
		                        		
		                        			CONCLUSIONS:
		                        			The CNN may have high accuracy for classification of US images of breast masses and perform significantly better than human radiologists.
		                        		
		                        			TRIAL REGISTRATION
		                        			Chictr.org, ChiCTR1900021375; http://www.chictr.org.cn/showproj.aspx?proj=33139.
		                        		
		                        		
		                        		
		                        			Area Under Curve
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		                        			Breast/diagnostic imaging*
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		                        			Breast Neoplasms/diagnostic imaging*
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		                        			China
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		                        			Deep Learning
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		                        			Humans
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		                        			ROC Curve
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		                        			Sensitivity and Specificity
		                        			
		                        		
		                        	
            

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