1.Improved ResNet18 lightweight deep learning models for automatically detecting gouty arthritis lesions based on ultrasonogram of the first metatarsophalangeal joint
Lishan XIAO ; Yizhe ZHAO ; Yuchen LI ; Mengmeng YAN ; Meixia DU ; Cheng ZHAO ; Manhua LIU ; Chunping NING
Chinese Journal of Medical Imaging Technology 2025;41(5):783-787
Objective To explore the value of improved ResNet18 lightweight deep learning(DL)models for automatically detecting gouty arthritis(GA)based on ultrasonogram of the first metatarsophalangeal joint(MTP1).Methods A total of 2 401 ultrasonograms obtained from 260 patients with suspected gout who underwent MTP1 ultrasound examination were included and divided into training set(1 910 ultrasonograms from 209 cases)and test set(491 ultrasonograms from 51 cases)at the ratio of 4∶1.GA lesions on ultrasonograms were manually labeled.After preprocessing,ResNet18 lightweight network was used to construct DL models for identifying the ultrasonogram category was normal or abnormal(with any manifestation of GA).Five-fold cross-validation method was adopted to evaluate the efficacy of the DL models constructed with 2,3,4 or 6 residual blocks,i.e.model 1,2,3 and 4,respectively,and the computational cost and the amount of parameters of each model were recorded.The efficacy of the models were verified using test set,and the best DL model was screened.Results The computational cost of model 1,2,3 and 4 was 7 558.27,2 963.73,4 012.33 and 6 093.39 M,respectively,while the amount of parameters was 4.61,4.91,4.91 and 5.28 M,respectively.Model 2 had the least computational cost with parameters only slightly more than model 1.In test set,no significant difference of accuracy nor the area under the curve was found among 4 models(all P>0.05).The sensitivity of model 2 was higher than that of model 3,while its specificity was lower only than that of model 3(both P<0.05),hence model 2 was the best DL model.Conclusion Improved ResNet18 lightweight DL models could be used for automatically detecting GA based on ultrasonogram of MTP1,among which model 2 was the best one.
2.Regulation of white adipose tissue in mice by immunization with recombinant Bacillus Calmette-Gue?rin with c-di-AMP adjuvant
Meng-juan DONG ; Yu-xiao CHANG ; Huan-huan NING ; Yan-zhi LU ; Jian KANG ; Ming-ze XU ; Ting DAI ; Jia-ling LI ; Le-ran HAO ; Lin-na ZHANG ; Yin-lan BAI
Chinese Journal of Zoonoses 2025;41(4):370-375
This study assessed the role and mechanism of the recombinant Bacillus Calmette-Gue?rin vaccine(rBCG)with c-di-AMP adjuvant in regulating metabolism and immunity in epididymal white adipose(eWAT)in mice.Male C57BL/6 mice were intravenously immunized with BCG and rBCG,and their body weights were monitored.eWAT was isolated from the mice,and the stromal vascular fractions(SVFs)cell number was counted with a hemocytometer.Sections of mouse adipose tissue were prepared,and the size,number,and morphology of eWAT adipocytes and crown-like structure(CLS)formation were compared under a microscope after HE staining.The transcription levels of lipid metabolism-associated factors,cytokines and aging-associated genes in each group were determined with qRT-PCR.The body weights of mice gradually increased after immunization with BCG and rBCG.The proportions of eWAT increased,and the SVFs cell number decreased,in rBCG immunized mice.HE staining indicated that BCG immunization promoted hyperplasia,whereas rBCG immunization promoted hypertrophy of eWAT adipocytes;moreover,both BCG and rBCG immunization induced CLS formation in eWAT.The qRT-PCR results indicated that rBCG immunization inhibited the expression of genes associated with lipolysis and energy expenditure in eWAT.BCG immunization had little effect on cytokine transcription,whereas rBCG significantly induced the transcription of IFN-γ and IL-1Ra,and inhibited that of IL-15 and IL-2,but did not induce the expression of aging-associated genes.Thus,rBCG immunization induced eWAT adipocyte hypertrophy,which was associated with the inhibition of eWAT lipolysis and the regulation of cytokine expression.
3.Neonatal Anemia and the Influence of Blood Transfusion on Cerebral Blood Flow
Jun-hua TUO ; Yan-hua GAO ; Xiao-ning MA ; Hong-tao LEI ; Hua KANG
Progress in Modern Biomedicine 2025;25(15):2451-2457
Objective:To investigate the changes of cerebral blood flow before and after transfusion in neonates with anemia,and analyze the related influencing factors of neonatal middle cerebral artery blood flow.Methods:A total of 39 neonates with anemia who were hospitalized in the Department of Neonatology of Shaanxi Provincial People's Hospital from October 2021 to March 2023 and received blood transfusion treatment were selected.Basic data were collected.Transcranial Doppler ultrasound was used to collect peak systolic flow velocity(Vs),end-diastolic flow velocity(Vd)and vascular resistance index(RI)of left and right middle cerebral artery(MCA).To analyze the relationship between neonatal anemia and middle cerebral artery blood flow velocity.To explore the effects of anemia and blood transfusion on middle cerebral artery blood flow,and analyze the related factors of middle cerebral artery blood flow.Results:A total of 39 neonates were included in this study,and the Vs on both the left and right sides of the middle cerebral artery after transfusion was lower than that before transfusion[Vs on the left side after transfusion was(44.7±16.7)cm/s compared with that before transfusion(45.9±19.2)cm/s,Vs on the right side after transfusion:(49.2±18.4)cm/s Vs(52.4±25.1)cm/s before transfusion];The mean blood pressure,Vd and RI after transfusion were all higher than those before transfusion[mean pressure(after transfusion/before transfusion):(41.7±6.3)mmHg ratio(40.9±6.9)mmHg],[Vd after transfusion on the left side:(11.7±6.6)cm/s compared with that before transfusion(10.9±5.0)cm/s,Vd after transfusion on the right side:(10.5±4.0)cm/s compared with(9.6±5.5)cm/s],[left post-transfusion RI:(0.75±0.08)compared with pre-transfusion RI:(0.74±0.09),right post-transfusion RI:(0.77±0.08)compared with(0.70±0.86)before transfusion],but the difference was not statistically significant(P>0.05);Through further correlation analysis,gestational age at birth,standard deviation of hemoglobin and normal value before and after transfusion,mean blood pressure,birth weight and blood flow of middle cerebral artery were respectively correlated,and it was found that gestational age was positively correlated with MCA Vd before transfusion,the standard deviation of hemoglobin before transfusion was negatively correlated with MCA on the left and right side,and the mean blood pressure was positively correlated with MCA blood flow.Birth weight was positively correlated with right side Vd of MCA after transfusion.Conclusion:Blood transfusion in anemic neonates can affect blood flow velocity in middle cerebral artery.The blood flow velocity of middle cerebral artery was correlated with gestational age,anemia degree,mean blood pressure and birth weight.
4.Follicular thyroid imaging reporting and data system for differentiating benign and malignant follicular thyroid lesions
Yuchen LI ; Lishan XIAO ; Mengmeng YAN ; Meixia DU ; Cheng ZHAO ; Chunping NING
Chinese Journal of Medical Imaging Technology 2025;41(2):250-253
Objective To observe the value of follicular thyroid imaging reporting and data system(F-TIRADS)for differentiating benign and malignant follicular thyroid lesions.Methods Totally 502 patients with follicular thyroid lesions were retrospectively enrolled,including 104 patients with single malignant lesion(malignant group,containing 77 follicular thyroid carcinomas[FTC]and 27 follicular variant of papillary thyroid carcinomas[FVPTC])and 398 patients with 416 benign lesions(benign group,containing 197 follicular thyroid adenomas[FTA]and 219 thyroid adenomatous hyperplasia).Ultrasonic features of lesions were recorded,and F-TIRADS scores were assigned by 1 junior and 1 senior ultrasound physicians.Taken histopathology results as gold standard,receiver operating characteristic curve was drawn,the area under the curve(AUC)was calculated to evaluate the efficacy for differentiating benign and malignant follicular thyroid lesions using F-TIRADS.Results Significant differences of composition,internal echo,boundary,calcification and trabecular structure of lesions were found between groups(all P<0.001).Taken F-TIRADS score≥ 7 as the optimal cut-off value,the sensitivity,specificity,accuracy,positive predictive value and negative predictive value for differentiating benign and malignant follicular thyroid lesions by the junior physician was 76.92%,77.40%,77.31%,93.06%and 45.98%,while by the senior physician was 78.84%,81.25%,80.76%,93.89%and 51.25%,respectively.The efficacy of the latter was higher than of the former(AUC was 0.827 and 0.859,respectively,P<0.05).Conclusion F-TIRADS could effectively identifying benign and malignant follicular thyroid lesions.
5.ML210 inhibits glioma cells by regulating the GPX4 mediated ferroptosis pathway
Ning TIAN ; Yan-lin JIANG ; Dong-shan YA ; Xiao-xia LI ; Bing GUO ; Ru-jia LIAO
Chinese Pharmacological Bulletin 2025;41(4):686-694
Aim To study the role and mechanism of ML210 in glioma.Methods The cell viability was detected by CCK8 assay.The percentage of dead cells was detected by SYTOXstaining.The role of ferroptosis-signaling pathway in gliomas was detected bygenomics.Cell proliferation was observed by EdU staining and clone formation assay.Cell migration ability was detec-ted by scratch healing assay.The apoptosis was detec-ted by flow cytometry.Cell mitochondrial function was assesses by JC-1 staining.The mechanism of action of ML210 was detected by molecular docking coupled with immunoblotting assay(Western blot).The levels of ROS,MDA were observed by ELISA.Results Compared with the control group,ML210 treatment dose-dependently decreased glioma cell viability,in-hibited cell proliferation,migration,and increased cell apoptosis and mitochondrial dysfunction,which were reversed by ferroptosis antagonists.Gene microarray screening showed that 688 genes of the ferroptosissig-naling pathway were aberrant and 10 signaling path-ways were altered in gliomas.Molecular docking re-sults showed that ML210 binding to GPX4 significantly inhibited the protein expression level of GPX4 and pro-moted the elevation of ROS and MDA levels.Conclu-sions ML210 produces anti-glioma cells via GPX4-mediated ferroptosis pathway.
6.Improved ResNet18 lightweight deep learning models for automatically detecting gouty arthritis lesions based on ultrasonogram of the first metatarsophalangeal joint
Lishan XIAO ; Yizhe ZHAO ; Yuchen LI ; Mengmeng YAN ; Meixia DU ; Cheng ZHAO ; Manhua LIU ; Chunping NING
Chinese Journal of Medical Imaging Technology 2025;41(5):783-787
Objective To explore the value of improved ResNet18 lightweight deep learning(DL)models for automatically detecting gouty arthritis(GA)based on ultrasonogram of the first metatarsophalangeal joint(MTP1).Methods A total of 2 401 ultrasonograms obtained from 260 patients with suspected gout who underwent MTP1 ultrasound examination were included and divided into training set(1 910 ultrasonograms from 209 cases)and test set(491 ultrasonograms from 51 cases)at the ratio of 4∶1.GA lesions on ultrasonograms were manually labeled.After preprocessing,ResNet18 lightweight network was used to construct DL models for identifying the ultrasonogram category was normal or abnormal(with any manifestation of GA).Five-fold cross-validation method was adopted to evaluate the efficacy of the DL models constructed with 2,3,4 or 6 residual blocks,i.e.model 1,2,3 and 4,respectively,and the computational cost and the amount of parameters of each model were recorded.The efficacy of the models were verified using test set,and the best DL model was screened.Results The computational cost of model 1,2,3 and 4 was 7 558.27,2 963.73,4 012.33 and 6 093.39 M,respectively,while the amount of parameters was 4.61,4.91,4.91 and 5.28 M,respectively.Model 2 had the least computational cost with parameters only slightly more than model 1.In test set,no significant difference of accuracy nor the area under the curve was found among 4 models(all P>0.05).The sensitivity of model 2 was higher than that of model 3,while its specificity was lower only than that of model 3(both P<0.05),hence model 2 was the best DL model.Conclusion Improved ResNet18 lightweight DL models could be used for automatically detecting GA based on ultrasonogram of MTP1,among which model 2 was the best one.
7.Neonatal Anemia and the Influence of Blood Transfusion on Cerebral Blood Flow
Jun-hua TUO ; Yan-hua GAO ; Xiao-ning MA ; Hong-tao LEI ; Hua KANG
Progress in Modern Biomedicine 2025;25(15):2451-2457
Objective:To investigate the changes of cerebral blood flow before and after transfusion in neonates with anemia,and analyze the related influencing factors of neonatal middle cerebral artery blood flow.Methods:A total of 39 neonates with anemia who were hospitalized in the Department of Neonatology of Shaanxi Provincial People's Hospital from October 2021 to March 2023 and received blood transfusion treatment were selected.Basic data were collected.Transcranial Doppler ultrasound was used to collect peak systolic flow velocity(Vs),end-diastolic flow velocity(Vd)and vascular resistance index(RI)of left and right middle cerebral artery(MCA).To analyze the relationship between neonatal anemia and middle cerebral artery blood flow velocity.To explore the effects of anemia and blood transfusion on middle cerebral artery blood flow,and analyze the related factors of middle cerebral artery blood flow.Results:A total of 39 neonates were included in this study,and the Vs on both the left and right sides of the middle cerebral artery after transfusion was lower than that before transfusion[Vs on the left side after transfusion was(44.7±16.7)cm/s compared with that before transfusion(45.9±19.2)cm/s,Vs on the right side after transfusion:(49.2±18.4)cm/s Vs(52.4±25.1)cm/s before transfusion];The mean blood pressure,Vd and RI after transfusion were all higher than those before transfusion[mean pressure(after transfusion/before transfusion):(41.7±6.3)mmHg ratio(40.9±6.9)mmHg],[Vd after transfusion on the left side:(11.7±6.6)cm/s compared with that before transfusion(10.9±5.0)cm/s,Vd after transfusion on the right side:(10.5±4.0)cm/s compared with(9.6±5.5)cm/s],[left post-transfusion RI:(0.75±0.08)compared with pre-transfusion RI:(0.74±0.09),right post-transfusion RI:(0.77±0.08)compared with(0.70±0.86)before transfusion],but the difference was not statistically significant(P>0.05);Through further correlation analysis,gestational age at birth,standard deviation of hemoglobin and normal value before and after transfusion,mean blood pressure,birth weight and blood flow of middle cerebral artery were respectively correlated,and it was found that gestational age was positively correlated with MCA Vd before transfusion,the standard deviation of hemoglobin before transfusion was negatively correlated with MCA on the left and right side,and the mean blood pressure was positively correlated with MCA blood flow.Birth weight was positively correlated with right side Vd of MCA after transfusion.Conclusion:Blood transfusion in anemic neonates can affect blood flow velocity in middle cerebral artery.The blood flow velocity of middle cerebral artery was correlated with gestational age,anemia degree,mean blood pressure and birth weight.
8.Comparison of the Efficacy of Intervertebral Fusion through Different Approaches Combined with Pedicle Screw Internal Fixation in the Treatment of Single-Segment Low-Grade Lumbar Spondylolisthesis:A Single-Center Retrospective Study of 87 Cases
Yan-ning LI ; Shuai CHANG ; Xiao-sheng YANG ; Song-he LIU ; Jin HUANG
Progress in Modern Biomedicine 2025;25(15):2478-2486
Objective:Based on a single-center retrospective study,to explore the efficacy of intervertebral fusion through different approaches combined with pedicle screw internal fixation in the treatment of single-segment low-grade lumbar spondylolisthesis.Methods:This study retrospectively analyzed the clinical data of 87 patients with single-segment low-grade lumbar spondylolisthesis who were treated in our hospital from January 2021 to August 2022,the cases were divided into Group A(41 cases)and Group B(46 cases)according to the differences in surgical methods.Group A received treatment with posterior lumbar interbody fusion(PLIF)combined with pedicle screw internal fixation,while Group B received treatment with percutaneous endoscopic posterior lumbar interbody fusion(PE-PLIF)combined with pedicle screw internal fixation.Both groups were followed up for two years.The Visual Analogue Scale(VAS)scores of the waist and legs,perioperative indicators,recovery of lumbar function[Japanese Orthopaedic Association(JOA)score,Oswestry Disability Index(ODI)score],and serum inflammatory mediators levels[interleukin-1α(IL-1α),transforming growth factor β1(TGF-β1),interleukin-6(IL-6)],the rate of lumbar interbody fusion,the rate of lumbar spondylolisthesis and the incidence of postoperative complications of the two groups were compared.Results:The operation time and the number of intraoperative X-ray fluoroscopy sessions in group B were both more than those in group A,while the hospital stay,the intraoperative blood loss and total incision length in Group B were all shorter than those in group A(P<0.05).The VAS scores of the waist and legs in both groups decreased at 3 d after operation and the last follow-up(P<0.05),and the VAS scores of the waist and legs in group B were lower than those in group A(P<0.05).The ODI scores of both groups decreased at 3 d after operation and the last follow-up,and the ODI scores of group B were lower than those in group A;The JOA score increased,and the JOA scores of group B were all higher than those in group A(P<0.05).Serum IL-1α,TGF-β1 and IL-6 levels in both groups decreased at 3 d and 7 d after operation,and serum IL-1α,TGF-β1 and IL-6 levels in group B were all lower than those in group A(P<0.05).There was no statistically significant difference in the incidence of complications,the rate of lumbar interbody fusion,and the rate of lumbar spondylolisthesis between the two groups(P>0.05).Conclusion:Compared with PLIF,PE-PLIF combined with pedicle screw internal fixation in the treatment of single-segment low-grade lumbar.spondylolisthesis,can better relieve the degree of pain of the waist and legs,improve lumbar dysfunction,regulate serum inflammatory mediators levels more effectively,and has higher safety and significant therapeutic efficacy.
9.Research on the anti-hepatocellular carcinoma activity and mechanisms of glycyrrhetinic acid derivatives
Xu-xin CUI ; Wen-ping CUI ; Yan-xing BI ; Fan CHENG ; Yu-ning LI ; Bao-lai ZHANG ; Quan-yi ZHAO ; Xiao-lai YANG
Chinese Pharmacological Bulletin 2025;41(11):2150-2157
Aim To design and synthesize a series of glycyrrhetinic acid derivatives by using glycyrrhetinic acid as the parent nucleus,screen their antitumor activ-ities,and investigate the in vitro and in vivo antitumor effects and mechanisms of the most active compound.Methods MTT assay was used to screen for the com-pound with the most potent antitumor activity.MTT as-say,wound healing assay,colony formation assay and Transwell migration assay were used to evaluate the effects of the compound on tumor cell viability and mi-gration.Flow cytometry was employed to assess the im-pact of the compound on tumor cell cycle progression and apoptosis.Western blot was conducted to verify the effects on the expression of pro-apoptotic proteins Bax,caspase-3 and cleaved caspase-3.A mouse model of hepatocellular carcinoma ascites tumor was estab-lished to examine the antitumor effects of the compound in vivo.Results Compound C22 was identified as having the most significant inhibitory effect on hepato-cellular carcinoma cells.C22 inhibited the viability and migration of hepatocellular carcinoma cells in a time and concentration-dependent manner.C22 upreg-ulated the expression of pro-apoptotic proteins Bax,caspase-3 and cleaved caspase-3 in hepatocellular car-cinoma cells,induced apoptosis,and arrested the cell cycle in the G0/G1 and S phases.C22 significantly re-duced the growth of mouse hepatocellular carcinoma as-cites tumors and prolonged survival.Conclusion Glycyrrhetinic acid derivative C22 significantly inhibits the viability and migration of hepatocellular carcinoma cells in vitro and in vivo,and induces cell cycle arrest and apoptosis.
10.Mechanism of silibinin derivative Sil-1 modulating MAPK signaling pathway to inhibit acute myocardial infarction in rats
Yi-fan LIU ; Meng LI ; De-yu CUI ; Xiao-yan LU ; Ting-bo NING ; Chun-xiu XU ; Jing-chun YAO ; Ji-dong ZHOU ; Zhong LIU
Chinese Pharmacological Bulletin 2025;41(8):1453-1462
Aim To study the protective effect of the silibinin derivative Sil-1 on acute myocardial ischemia in SD rats and its mechanism of action.Methods Af-ter 18 hours of oxygen-glucose deprivation and treat-ment of H9c2 cells,the protective effect of Sil-1 on rat cardiomyocytes was examined.SD rats were treated 30 minutes before surgery,followed by 24 h ligation of the left anterior descending coronary artery.The cardiopro-tective effects of Sil-1 and its mechanisms for improving myocardial ischemic injury were investigated using pro-teomics technology.Results In vitro,compared with the control group,the activity of H9c2 cells in the mod-el group showed reduced cell viability,increased dead cells,elevated ROS and higher levels of LDH and in-flammatory cytokines TNF-α,IL-1β and IL-6 in the culture medium.Sil-1 could improve the above condi-tions to different degrees.In vivo,compared with the control group,rats in the model group showed signifi-cantly higher T waves on electrocardiogram,significant ischemic areas in the heart section,disorganized ar-rangement of cardiomyocytes,increased inflammatory factor infiltration and elevated CK,CK-MB,LDH and inflammatory factors TNF-α,IL-6 and IL-1β.Besides,NF-κB phosphorylation levels in myocardial tissue in-creased.Sil-1 improved the above conditions to varying degrees.The results of proteomics showed that 90 pro-teins were found between the control vs model group and the Sil-1 vs model group,and KEGG enrichment a-nalysis showed that MAPK,chemokines,VEGF and other signaling pathways were abundant.Western blot results showed that Sil-1 blocked the phosphorylation of ERK,JNK and p38 MAPK.Conclusions Sil-1 inhib-its the MAPK pathway by blocking the phosphorylation of JNK,ERK,and p38 MAPK,and achieves a protec-tive effect on rats with acute myocardial infarction.

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