1.Machine learning models based on ultrasonic texture features of coronary artery for predicting incomplete Kawasaki disease in children
Yixiang LIN ; Juncheng NI ; Chi ZHANG ; Mulin SU ; Yi WU ; Qiuqin XU
Chinese Journal of Medical Imaging Technology 2025;41(7):1091-1096
Objective To explore the value of machine learning(ML)models based on ultrasonic texture features(TF)of coronary artery for predicting incomplete Kawasaki disease(IKD)in children.Methods Forty-eight children with IKD and 48 children without KD(non-KD)were enrolled with propensity score matching and divided into training set(n=67,34 cases of IKD and 33 cases of non-KD)and test set(n=29,14 of IKD and 15 of non-KD)at the ratio of 7∶3.Based on clinic-laboratory indicators(C-L)in training set and TF obtained with texture analysis of coronary artery ultrasound images,the optimal C-L-related features and TF were selected.Based on the optimal C-L correlated features,TF and their combinations,6 ML models,including random forest(RF),support vector machine(SVM),logistic regression(LR),gradient boosting decision tree(GBDT),decision tree(DT)and eXtreme gradient boosting(XGBoost)were respectively constructed for predicting IKD in children.The models were then trained in training set and validated in test set,and the best C-L ML,TF ML and C-L-TF ML models were selected.The area under the curve(AUC)of the best ML models were compared,and the clinical value of the best TF ML model was observed with decision curve analysis(DCA).Results Totally 3 optimal C-L related features and 8 optimal TF were selected.Among the constructed C-L ML,TF ML and C-L-TF ML models,C-L-LR model,TF-LR model and C-L-TF-SVM model were the optimal ones,with AUC in training set of 0.891,0.985 and 0.965,while in test set of 0.676,0.971 and 0.948,respectively.No significant difference of AUC was found between TF-LR model and C-L-TF-SVM model in both training set and test set(both P>0.05),which were both greater than those of C-L-LR model(all P<0.05).TF-LR model achieved higher clinical benefits in both training set and test set.Conclusion Ultrasound TF-LR model of coronary artery could be used to effectively predict IKD in children.
2.Effects and mechanisms of anti-enteritis properties of Yang Shuhua
Kunzhao YANG ; Cheng CHEN ; Yu PAN ; Hao ZHOU ; Yixiang ZHOU ; Lijuan SU ; Zhengke HE ; Liting CAO ; Hongxu DU
Chinese Journal of Veterinary Science 2025;45(4):807-817
Through molecular docking and experimental validation,24 SPF male KM mice were ran-domly divided into four groups:the control group(CON),model group(LPS),high-dose Yang Shuhua group(YSH-H),which was gavaged with drug solution containing 1 g/mL crude Yang Shuhua,and the low-dose Yang Shuhua group(YSH-L),which was gavaged with drug solution containing 0.5 g/mL crude Yang Shuhua for a 17-day experimental period.Mouse body weight was recorded during the experiment,and fecal scoring was done 1 h after intraperitoneal injection of LPS.At the end of the experiment,histopathological changes in the jejunum tissue were examined,and the expression of tight junction protein-related genes was detected.Compared to the CON group,mice in the LPS group showed significant decreases in villus height,villus height/crypt depth(V/C)ratio(P<0.01),and significant increase in crypt depth(P<0.01).The mRNA ex-pression levels of ZO-1 and claudin-1 were significantly decreased(P<0.01).Compared to the LPS group,mice in the YSH-H group showed significant decrease in crypt depth(P<0.05),significant increase in villus height(P<0.05),and significant increase in V/C ratio(P<0.01).The YSH-L group showed a significant increase in V/C ratio(P<0.05),a trend of decreased crypt depth,and an increasing trend of villus height.The mRNA expression of ZO-1 in the YSH-H group showed a significant increase(P<0.05)and claudin-1 showed an increasing trend.Luteolin,quercetin,kaempferol,eriodictyol,and the top 5 potential key targets TP53,IL-1β,TNF,AKT1,and IL-10 exhibited molecular docking scores less than-20.95 kJ/mol,indicating strong activity.GO and KEGG enrichment analysis suggested that Yang Shuhua compounds might act on enteritis through the TNF signaling pathway,IL-17 signaling pathway,and PI3K-Akt signaling pathway.The qPCR results showed an upward trend in the mRNA expression levels of TLR4 and AKT1,significant in-crease in Caspase-1 and ASC(P<0.05),and significantly increased expression of NF-κB and NL-RP3(P<0.01).The mRNA expression level of AKT1,TLR4,NLRP3,ASC,Caspase-1,and NF-κB decreased compared to the LPS group,with significant differences in Caspase-1 and NF-κB(P<0.05).This study suggests that Yang Shuhua exerts anti-enteritis effects through multiple compo-nents and pathways,with blockade of the TLR4-AKT-NF-κB pathway possibly being a key thera-peutic mechanism for treating enteritis.
3.Effects and mechanisms of anti-enteritis properties of Yang Shuhua
Kunzhao YANG ; Cheng CHEN ; Yu PAN ; Hao ZHOU ; Yixiang ZHOU ; Lijuan SU ; Zhengke HE ; Liting CAO ; Hongxu DU
Chinese Journal of Veterinary Science 2025;45(4):807-817
Through molecular docking and experimental validation,24 SPF male KM mice were ran-domly divided into four groups:the control group(CON),model group(LPS),high-dose Yang Shuhua group(YSH-H),which was gavaged with drug solution containing 1 g/mL crude Yang Shuhua,and the low-dose Yang Shuhua group(YSH-L),which was gavaged with drug solution containing 0.5 g/mL crude Yang Shuhua for a 17-day experimental period.Mouse body weight was recorded during the experiment,and fecal scoring was done 1 h after intraperitoneal injection of LPS.At the end of the experiment,histopathological changes in the jejunum tissue were examined,and the expression of tight junction protein-related genes was detected.Compared to the CON group,mice in the LPS group showed significant decreases in villus height,villus height/crypt depth(V/C)ratio(P<0.01),and significant increase in crypt depth(P<0.01).The mRNA ex-pression levels of ZO-1 and claudin-1 were significantly decreased(P<0.01).Compared to the LPS group,mice in the YSH-H group showed significant decrease in crypt depth(P<0.05),significant increase in villus height(P<0.05),and significant increase in V/C ratio(P<0.01).The YSH-L group showed a significant increase in V/C ratio(P<0.05),a trend of decreased crypt depth,and an increasing trend of villus height.The mRNA expression of ZO-1 in the YSH-H group showed a significant increase(P<0.05)and claudin-1 showed an increasing trend.Luteolin,quercetin,kaempferol,eriodictyol,and the top 5 potential key targets TP53,IL-1β,TNF,AKT1,and IL-10 exhibited molecular docking scores less than-20.95 kJ/mol,indicating strong activity.GO and KEGG enrichment analysis suggested that Yang Shuhua compounds might act on enteritis through the TNF signaling pathway,IL-17 signaling pathway,and PI3K-Akt signaling pathway.The qPCR results showed an upward trend in the mRNA expression levels of TLR4 and AKT1,significant in-crease in Caspase-1 and ASC(P<0.05),and significantly increased expression of NF-κB and NL-RP3(P<0.01).The mRNA expression level of AKT1,TLR4,NLRP3,ASC,Caspase-1,and NF-κB decreased compared to the LPS group,with significant differences in Caspase-1 and NF-κB(P<0.05).This study suggests that Yang Shuhua exerts anti-enteritis effects through multiple compo-nents and pathways,with blockade of the TLR4-AKT-NF-κB pathway possibly being a key thera-peutic mechanism for treating enteritis.
4.Machine learning models based on ultrasonic texture features of coronary artery for predicting incomplete Kawasaki disease in children
Yixiang LIN ; Juncheng NI ; Chi ZHANG ; Mulin SU ; Yi WU ; Qiuqin XU
Chinese Journal of Medical Imaging Technology 2025;41(7):1091-1096
Objective To explore the value of machine learning(ML)models based on ultrasonic texture features(TF)of coronary artery for predicting incomplete Kawasaki disease(IKD)in children.Methods Forty-eight children with IKD and 48 children without KD(non-KD)were enrolled with propensity score matching and divided into training set(n=67,34 cases of IKD and 33 cases of non-KD)and test set(n=29,14 of IKD and 15 of non-KD)at the ratio of 7∶3.Based on clinic-laboratory indicators(C-L)in training set and TF obtained with texture analysis of coronary artery ultrasound images,the optimal C-L-related features and TF were selected.Based on the optimal C-L correlated features,TF and their combinations,6 ML models,including random forest(RF),support vector machine(SVM),logistic regression(LR),gradient boosting decision tree(GBDT),decision tree(DT)and eXtreme gradient boosting(XGBoost)were respectively constructed for predicting IKD in children.The models were then trained in training set and validated in test set,and the best C-L ML,TF ML and C-L-TF ML models were selected.The area under the curve(AUC)of the best ML models were compared,and the clinical value of the best TF ML model was observed with decision curve analysis(DCA).Results Totally 3 optimal C-L related features and 8 optimal TF were selected.Among the constructed C-L ML,TF ML and C-L-TF ML models,C-L-LR model,TF-LR model and C-L-TF-SVM model were the optimal ones,with AUC in training set of 0.891,0.985 and 0.965,while in test set of 0.676,0.971 and 0.948,respectively.No significant difference of AUC was found between TF-LR model and C-L-TF-SVM model in both training set and test set(both P>0.05),which were both greater than those of C-L-LR model(all P<0.05).TF-LR model achieved higher clinical benefits in both training set and test set.Conclusion Ultrasound TF-LR model of coronary artery could be used to effectively predict IKD in children.
5.Clinical Observation on Treatment of 460 Community-acquired Pneumonia Cases in Children with Qing-Fei Tong-Luo Ointment
Xiuying ZHANG ; Xuefeng WANG ; Yunxiao SHANG ; Zhenze CUI ; Yan HUANG ; Yongsheng WANG ; Yingchun LI ; Tong FENG ; Yanqi SU ; Fengli YU ; Ling ZHANG ; Xueying JIN ; Aimin SUN ; Yixiang LIU ; Danhua SHI ; Han ZHANG ; Zhenqi WU ; Yue ZHAO
World Science and Technology-Modernization of Traditional Chinese Medicine 2017;19(12):2054-2057
This study was aimed to evaluate the clinical effect and safety of Qing-Fei Tong-Luo (QFTL) ointment for treating children with pneumonia.Randomized controlled trial (RCT) was conducted among 460 cases of children with pneumonia.The observation group was given QFTL ointment combined with basic treatment.And the control group was only treated by basic treatment.Evaluation was given on the total clinical efficacy,disappeared time of fever,cough,expectoration,shortness of breath,and medication safety.The incidence of respiratory diseases was followed up on the 30th days after drug withdrawal.The results showed that in the aspect of clinical efficacy between two groups,the cure rate of the observation group was 98.26%,and that of the control group was 93.89%,with statistic significance (P < 0.05).The cure rate of the observation group was better than that of the control group.There was statistical difference on expectoration disappeared time (P < 0.05).There was no statistical difference on disappeared time of fever,cough and shortness of breath (P > 0.05).There was statistical difference on the incidence of respiratory diseases on the 30th days followed-up after drug withdrawal (P < 0.05).There was no statistical difference on the incidence of upper respiratory tract infection,pneumonia and asthma (P > 0.05).No adverse reactions occurred in the observation group.It was concluded that QFTL ointment combined with basic therapy on the treatment of pneumonia in children was significantly better than the control group in the aspect of clinical efficacy,expectoration disappeared time and the incidence of bronchitis.It is safe and effective.The prognosis is good and worthy of promotion in the clinical practice.
6.Effect of mono-2-ethylhexyl phthalate on proliferation and migration of neural stem cells
Yixiang HUANG ; Xiaoxiao MA ; Xinrui HAO ; Jin LIU ; Shuangju LIAO ; Hongxia MEI ; Ying SU ; Lidan ZHENG ; Han LIN
Chinese Journal of Pharmacology and Toxicology 2016;30(5):545-552
OBJECTIVE To investigate the effect of mono-2-ethylhexyl phthalate(MEHP) on proliferation of primary neural stem cells(NSCs)of rats and NE-4C cells of mice and on the migration of NE-4C cells and the mechanism. METHODS NE-4C or NSCs were treated with MEHP 1,10,100 and 1000 μmol · L-1 for 72 h,respectively. The cytotoxicity was estimated with the cell counting kit-8 (CCK-8). Cell proliferation was analyzed by EdU assay. The mRNA expression levels of the glucocorticoid receptor(GR),signal transducer and activator of transcription 3(Stat3)and sex determining region Y (SRY)-box 2(Sox2) were detected by qRT-PCR. The protein expression levels of total GR,GRβ, Sox2,Stat3 and p-Stat3 were measured by Western blotting. RESULTS Cell viability of NE-4C cells and NSCs at MEHP 1000μmol·L-1 was significantly decreased,which was 70.3%and 40.0%of the control group, respectively. EdU assay showed that MEHP 100 μmol · L-1 decreased NE-4C cells and NSCs by 74.8%and 12.0%(P<0.05)compared with control. The effect of MEHP on the cell migration of NE-4C was evidenced by the fact that the migration was obviously reduced to (63.4±2.0)%(P<0.05)after treatment with MEHP 100μmol · L-1 for 72 h. The mRNA expression levels associated with proliferation and migration in NE-4C of GR,Stat3 and Sox2 in MEHP 100 μmol · L-1 group were down-regulated to 49.8%,26.0% and 14.0%of control(P<0.05). At MEHP 100μmol · L-1,mRNA of GR, Stat3 and Sox2 in NSCs declined to 10.0%,14.0% and 15.3% of normal control. Western blotting results revealed that protein expressions of GR,GRβ,Sox2 and p-Stat3 were remarkably inhibited by MEHP 100 μmol · L-1 in that the relative expression of NE-4C was 0.92 ± 0.17,0.87 ± 0.35,0.81 ± 0.22 and 0.62 ± 0.24(P<0.05). The corresponding protein expression in NSCs was 0.82 ± 0.20,0.56 ± 0.12,0.84 ± 0.36 and 0.53 ± 0.20(P<0.05)when the cells were treated with MEHP 100μmol · L-1 for 72 h. CONCLUSION MEHP can inhibit the proliferation and migration of NE-4C cells and NSCs possibly by decreasing Stat3 and Sox2 that are mediated by GRβ.
7.The relationships between erythrocyte membrane n-6 to n-3 polyunsaturated fatty acids ratio and blood lipids and C-reactive protein in Chinese adults: an observational study.
Bo ZHANG ; Ping WANG ; Quan ZHOU ; ChaoGang CHEN ; ShuYu ZHUO ; YanBin YE ; QiQiang HE ; YuMing CHEN ; YiXiang SU
Biomedical and Environmental Sciences 2011;24(3):234-242
OBJECTIVETo investigate the relationships between erythrocyte membrane n-6:n-3 PUFAs ratio and blood lipids and high sensitivity C-reactive protein (hs-CRP).
METHODSThe observational study consisted of a population-based cross-sectional study of 456 Chinese and a subsequent 1-year follow-up study of 171 subjects with the fasting plasma total cholesterol of 5.13-8.00 mmol/L.
RESULTSIn the cross-sectional analysis, plasma low-density lipoprotein cholesterol (LDL-c) had a significant and negative association with the erythrocyte membrane n-6:n-3 PUFAs ratio (P for trend=0.019) after adjusting for sex, age and total PUFA percentage. In the follow-up study, 171 subjects were categorized into quartiles by the changes of n-6:n-3 ratio in erythrocyte membrane (Δ=month 12-month 0). In the top quartile whose ratios of n-6:n-3 increased by an average of 1.25 during the follow-up, the LDL-c-lowering extent was 3.3 times of that in the lowest quartile whose ratios of n-6:n-3 decreased by an average of 1.13 (-1.07 mmol/L v.s. -0.32 mmol/L). The hsCRP decreased by 0.11 mg/dL in the lowest quartile while increasing by 0.10 mg/dL in the top quartile (P for difference=0.052).
CONCLUSIONOur results suggested that the balance between n-6 and n-3 fatty acids may optimize the cardiovascular benefits from dietary PUFAs.
C-Reactive Protein ; metabolism ; Cholesterol, HDL ; blood ; Cholesterol, LDL ; blood ; Cross-Sectional Studies ; Erythrocyte Membrane ; metabolism ; Fatty Acids, Omega-3 ; blood ; Fatty Acids, Omega-6 ; blood ; Female ; Humans ; Lipids ; blood ; Male ; Middle Aged ; Triglycerides ; blood
8.EFFECTS OF DIFFERENT DIETARY FATTY ACID COMPOSITION ON T LYMPHOCYTE FUNCTIONS AND LIPID PEROXIDATION IN MICE
Acta Nutrimenta Sinica 2004;0(06):-
Objective: To study the effects of dietary n-6/n-3 PUFA ratio on T lymphocyte functions in mice. Methods: 96 male BALb/c mice were randomly divided into 8 groups with dietary S:M:P 1:1.5:3.7 or 1:1.5:1, respectively. The n-6/n-3 PUFA ratio was 1, 7.5, 15, 30 respectively in each S:M:P diet. Each diet contained 70.0g/kg lipid,and different n-6/n-3 PUFA ratios by mixing different oils. At the end of 12w, all mice were killed and blood was collected. The spleen T lymphocyte proliferation, IL-2 production and serum MDA were measured. Results: When dietary S:M:P was 1:1.5:3.7, the proliferation of spleen lymphocytes and IL-2 production from mice with dietary n-6/n-3 ratio 1 were suppressed (P
9.STUDY OF CALCIUM METABOLISM IN PREMENARCHE CHINESE GIRLS
Xincai XIAO ; Yixiang SU ; Xiaolin LUO
Acta Nutrimenta Sinica 2004;0(06):-
Objective:To investigate the characteristics of calcium metabolism and identify the calcium intake that produces plateau retention in premenarche Chinese girls. Method:Forty-nine healthy premenarche Chinese girls (9-11.5 y) were recruited, and divided into four groups respectively receiving one of four different doses of calcium intakes for 6 d, 600 mg (usual diet),900 mg (containing 250 ml milk),1 200 mg (containing 250 ml milk and 750 mg CaCO3) and 1 500 mg calcium (250 ml milk and 1500 mg CaCO3) per day. Calium in 3-day urine and stool,and 3-d duplicated food samples were collected to assess the calcium equilibrium during the treatment period. Results: There were no significant differences in apparent calcium absorption among the four groups (55%, 53%, 52% and 52%). The relationship between calcium intake and calcium retention was fitted into a non-liner regression model which showed that the calcium retention was approaching the plateau when calcium intake reached 1100mg/d. Conclusion: The apparent calcium absorption was 53%?0.12% in Chinese premenarche girls with dietary calcium intakes ranged between 600 to 1500 mg/d. Calcium retention approached its plateau when calcium intake reached 1 100 mg/d in Chinese premenarche girls.
10.ASSOCIATION OF OSTEOCAICIN GENE POLYMORPHISM WITH BONE MASS IN CHINESE PREMENARCHE GIRLS
Xincai XIAO ; Yixiang SU ; Xiaolin LUO
Acta Nutrimenta Sinica 2004;0(06):-
Objective:To assess the proportion of genotypes of osteocalcin gene polymorphism, and to investigate if the polymorphism of osteocalcin gene is associated with BMD in Chinese premenarche girls. Methods: 152 healthy premenarche girls of Han ethic (9-11.5y) were recruited. BMD and BMC at the lumber spine (L1-L4), proximal femur, and total body were measured by DXA; PCR-RFLP was used to amplify the polymorphisms of the osteocalcin gene. Results:The proportion of genotype of OC gene polymorphism were 5.26% HH,, 36.84% Hh, and 58.90% hh, respectively. Significant differences were observed in BMD and BMC at the total body, and BMD at the L1-L4 lumber spine and femur neck among subjects with different genotypes (P

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