1.Machine learning identification of LRRC15 and MICB as immunodiagnostic markers for rheumatoid arthritis
Yanhu TIAN ; Xinan HUANG ; Tongtong GUO ; Rusitanmu·Ahetanmu ; Jiangmiao LUO ; Yao XIAO ; Chao WANG ; Weishan WANG
Chinese Journal of Tissue Engineering Research 2025;29(11):2411-2420
BACKGROUND:Rheumatoid arthritis is a chronic autoimmune disease.Early diagnosis is crucial for preventing disease progression and for effective treatment.Therefore,it is of significance to investigate the diagnostic characteristics and immune cell infiltration of rheumatoid arthritis. OBJECTIVE:Based on the Gene Expression Omnibus(GEO)database,to screen potential diagnostic markers of rheumatoid arthritis using machine learning algorithms and to investigate the relationship between the diagnostic characteristics of rheumatoid arthritis and immune cell infiltration in this pathology. METHODS:The gene expression datasets of synovial tissues related to rheumatoid arthritis were obtained from the GEO database.The data sets were merged using a batch effect removal method.Differential expression analysis and functional correlation analysis of genes were performed using R software.Bioinformatics analysis and three machine learning algorithms were used for the extraction of disease signature genes,and key genes related to rheumatoid arthritis were screened.Furthermore,we analyzed immune cell infiltration on all differentially expressed genes to examine the inflammatory state of rheumatoid arthritis and investigate the correlation between their diagnostic characteristics and infiltrating immune cells. RESULTS AND CONCLUSION:In both rheumatoid arthritis and normal synovial tissues,we identified 179 differentially expressed genes,with 124 genes up-regulated and 55 genes down-regulated.Enrichment analysis revealed a significant correlation between rheumatoid arthritis and immune response.Three machine learning algorithms identified LRRC15 and MICB as potential biomarkers of rheumatoid arthritis.LRRC15(area under the curve=0.964,95%confidence interval:0.924-0.992)and MICB(area under the curve=0.961,95%confidence interval:0.923-0.990)demonstrated strong diagnostic performance on the validation dataset.The infiltration of 13 types of immune cells was altered,with macrophages being the most affected.In rheumatoid arthritis,the majority of proinflammatory pathways in immune cell function were activated.Immunocorrelation analysis revealed that LRRC15 and MICB had the strongest correlation with M1 macrophages.To conclude,this study identified LRRC15 and MICB as potential diagnostic markers for rheumatoid arthritis,with strong diagnostic performance and significant correlation with immune cell infiltration.Machine learning and bioinformatics analysis deepened the understanding of immune infiltration in rheumatoid arthritis and provided new ideas for the diagnosis and treatment of rheumatoid arthritis.
2.Association between screen time and anxiety-depression symptoms and their comorbidity among middle school students in Taiyuan City
Chinese Journal of School Health 2025;46(7):980-984
Objective:
To investigate the association between screen time (ST) during leisure time and anxiety-depression symptoms among middle school students, so as to provide a basis for formulating relevant intervention measures.
Methods:
From November to December 2023, a stratified cluster random sampling method was used to select 2 542 students from junior and senior high school in Taiyuan City. A self designed questionnaire, the Generalized Anxiety Disorder Scale (GAD-7), and the Patient Health Questionnaire (PHQ-9) were used to investigate ST and anxiety/depression symptoms among middle school students. The Logistic regression model was used to explore the association of ST with symptoms of anxiety and depression, as well as with anxiety and depression comorbiditles (CAD).
Results:
The detection rates of anxiety symptoms, depression symptoms, and CAD were 13.69%, 15.77%, and 10.11%, respectively. The median ST was 2.00 h/d [interquartile range ( IQR =2.38) for weekly averages], with 0.33 h/d ( IQR =1.67) on work days and 5.00 h/d ( IQR=5.50) on rest days. Logistic regression analysis indicated that the total ST of mobile phones during rest days ( OR =1.07, 1.10, 1.11) and the averages ST of mobile phones over a week ( OR = 1.20 , 1.22, 1.29), as well as the total ST of all screen types during rest days ( OR =1.04, 1.04, 1.05) and the averages ST of all screen types over a week ( OR =1.08, 1.09, 1.21) were positively correlated with anxiety symptoms, depression symptoms, and CAD (all P <0.01).
Conclusions
Among middle school students in Taiyuan City, screen time is positively correlated with symptoms of anxiety or depression and the comorbidity of anxiety and depression, especially smartphone screen time and weekend screen use. Therefore, measures should be implemented to reduce unnecessary screen time among middle school students, especially the use of mobile phones, in order to mitigate the occurrence of anxiety and depression.
3.Effect of neferine on diabetic nephropathy by regulating SDF-1/CXCR4 signal pathway
Ying WANG ; Lifeng PING ; Tongtong LIU ; Shanshan LIU ; Lei LIU
Journal of Shanghai Jiaotong University(Medical Science) 2024;44(2):183-195
Objective·To investigate the effect of neferine(Nef)on renal tissues of diabetic nephropathy(DN)rats and its related mechanism.Methods·DN model rats were constructed by feeding high-fat diet combined with intraperitoneal injection of streptozotocin,and the successfully constructed rats were randomly divided into DN group,Nef(low,medium and high)dose groups and Nef high-dose+pathway antagonist(AMD3100)group,with 10 rats in each group.At the same time,10 common rats were selected as the normal group.The levels of fasting blood glucose(FBG),24 h urinary protein,serum glycosylated hemoglobin(HbA1c),serum creatinine(Scr),blood urea nitrogen(BUN)and renal index of rats in the six groups were measured.Hematoxylin-eosin(H-E)and Masson staining were used to observe the pathological changes of renal tissues.The content of malondialdehyde(MDA)in renal tissues was determined by thiobarbituric acid(TBA)method,and the activities of superoxide dismutase(SOD)and catalase(CAT)in renal tissues were determined by water soluble tetrazolium(WST-1)method and ammonium molybdate method,respectively.The mRNA and protein expressions of stromal cell-derived factor-1(SDF-1)and CXC chemokine receptor 4(CXCR4)in renal tissues were detected by quantitative real-time PCR(qPCR)and Western blotting,respectively.Rat renal tubular epithelium cells NRK-52E were induced by high glucose(30 mmol/L glucose)to establish DN cell model.The cells were divided into control group,high glucose(HG)group,HG+Nef(low,medium and high)dose(i.e.HG+Nef-L,M and H)group,and HG+Nef-H +AMD3100 group.SOD and CAT activities were detected by WST-1 method and ammonium molybdate method,respectively.MDA content was detected by TBA method.The mRNA and protein expressions of SDF-1 and CXCR4 were detected by qPCR and Western blotting,respectively.CCK-8 method and flow cytometry were used to detect cell viability and apoptosis rate,respecti-vely.Results·Compared with the DN group,the levels of FBG,24 h urinary protein,HbA1c,Scr,BUN,renal index and MDA content in Nef(low,medium and high)dose groups and Nef high-dose+AMD3100 group were decreased,the mRNA and protein expressions of SDF-1 and CXCR4 were increased,and the activities of SOD and CAT were increased(all P<0.05).The degree of pathological damage and fibrosis of renal tissues was reduced;all of the above changes were dose-dependent.AMD3100 could weaken the renal protective effect of high-dose Nef on DN rats.Compared with the HG group,NRK-52E cell viability,SOD and CAT activities,and the mRNA and protein expressions of SDF-1 and CXCR4 were increased in HG+Nef-L,M and H groups,while apoptosis rate and MDA content were decreased(all P<0.05).AMD3100 could reverse the protective effect of Nef-H on NRK-52E cell damage.Conclusion·Nef may control blood glucose levels on DN rats and improve antioxidant capacity by activating the SDF-1/CXCR4 signal pathway,playing a renal protective role.
4.Co-loaded with miR-145/CPT nanoparticles for targeted delivery and magnetic resonance imaging in hepatocellular carcinoma
Jing RONG ; Tongtong LIU ; Xiujuan YIN ; Lei ZHANG ; Xiao WANG
Acta Universitatis Medicinalis Anhui 2024;59(9):1501-1508
Objective To develop liver cancer-targeted nanoparticles(LA-CMGL)co-loaded with miR-145/camp-tothecin(CPT)and assess their targeting specificity,combined anti-tumor effects,and magnetic resonance imaging efficacy.Methods Laser scanning confocal microscopy and flow cytometry were utilized to evaluate the targeted uptake of lactobionic acid-modified and unmodified nanoparticles by HepG2 cells and HepaRG cells;quantitative polymerase chain reaction(qPCR)was employed to assess miR-145 content in tumor cells and tissues.The cytotox-icity of CPT,LA-CPT-LNPs and LA-CMGL on HepG2 cells were assessed using the CCK-8 assay.qPCR was also used to evaluate the effect of CPT,LA-CPT-LNPs and LA-CMGL on apoptosis of HepG2 cells.MRI was performed to measure the relaxation rate of LA-CMGL and evaluate its targeting imaging effect on liver cancer cells.Results The uptake rate of LA-CMGL by HepG2 cells surpassed that of CMGL significantly.The relative miR-145 content in liver cancer cells and mouse liver cancer tissues in the LA-CMGL group was markedly higher compared to free miR-145 and CMGL groups(P<0.001).The apoptosis rate of HepG2 cells in the LA-CMGL group exceeded that in the CMGL group and CPT group(P<0.01).At the same Gd3+concentration,the relaxation rate of LA-CMGL significantly surpassed that of Gd-DOTA,and the MRI signal of LA-CMGL in HepG2 cells markedly increased com-pared to CMGL and Gd-DOTA.Conclusion LA-CMGL exhibits promising liver cancer-targeted delivery,com-bined anti-tumor effects,and MRI liver cancer cell-targeted imaging,offering a novel avenue for combined drug/gene therapy for liver cancer.
5.Risk factors for portopulmonary hypertension in liver cirrhosis and construction of a predictive model
Jing KUANG ; Shuangqin TENG ; Tongtong SHEN ; Yiran YAN ; Wei WANG ; Chuan SHEN ; Caiyan ZHAO
Journal of Clinical Hepatology 2024;40(9):1802-1806
Objective To investigate the risk factors for portopulmonary hypertension(POPH)in liver cirrhosis,and to construct a noninvasive predictive model.Methods A retrospective analysis was performed for the clinical data of 310 cirrhotic patients with portal hypertension who were hospitalized in The Third Affiliated Hospital of Hebei Medical University from January 2013 to August 2022,and according to whether pulmonary artery systolic pressure was≥40 mmHg on ultrasound,the patients were divided into POPH group with 31 patients and non-POPH group with 279 patients.The independent-samples t test was used for comparison of normally distributed continuous data between two groups,and the Mann-Whitney U test was used for comparison of non-normally distributed continuous data between two groups;the chi-square test or the Fisher's exact test was used for comparison of categorical data between two groups.A binary Logistic regression analysis was used to determine the independent risk factors for POPH,and a nomogram prediction model was constructed.The Bootstrap resampling method was used for internal validation,and C-index and calibration curve were used to assess the discriminatory ability and consistency of the model.The rms package was used to plot the nomogram.Results Compared with the non-POPH group,the POPH group had a significantly younger age,a significantly higher proportion of women or patients with hepatic encephalopathy or Child-Pugh class C disease,and significantly higher levels of direct bilirubin,Model for End-Stage Liver Disease score,albumin-bilirubin(ALBI)score,international normalized ratio,prothrombin time,FIB-4 index,LOK score,and Forns index,as well as significantly lower levels of serum albumin,alanine aminotransferase,gamma-glutamyl transpeptidase,hemoglobin,total cholesterol,and triglycerides(all P<0.05).The multivariate analysis showed that sex(odds ratio[OR]=0.172,95%confidence interval[CI]:0.064-0.462,P<0.001),age(OR=0.944,95%CI:0.901-0.989,P=0.016),ALBI score(OR=3.091,95%CI:1.100-8.687,P=0.032),and hepatic encephalopathy(OR=3.466,95%CI:1.331-9.031,P=0.011)were independent risk factors for POPH.A predictive model for POPH in liver cirrhosis was established based on the above independent risk factors,with a C-index of 0.796(95%CI:0.701-0.890),suggesting that the model had good discriminatory ability,and the calibration curve showed that the model had good calibration ability,suggesting that the model had certain predictive efficacy.Conclusion Young female individuals,elevated ALBI score,and comorbidity with hepatic encephalopathy are independent risk factors for POPH in patients with liver cirrhosis,and the predictive model established based on these factors has a certain clinical application value.
6.Advances in the application of endoscopic ultrasonography in the diagnosis and treatment of cholangiocarcinoma
Hongzhao SONG ; Tongtong LI ; Zhenan LI ; Junmin WANG
Journal of Clinical Hepatology 2024;40(11):2338-2344
Endoscopic ultrasonography(EUS)can not only directly observe the morphology of the lumens of the digestive tract through the endoscope,but also perform real-time dynamic ultrasound scanning to obtain the layers of the lumen and the structure of surrounding organs.With the wide application and technical improvement of EUS,we gradually realize that it plays an important role in the diagnosis and treatment of cholangiocarcinoma.This article reviews the application of EUS in the diagnosis and treatment of cholangiocarcinoma.
7.Quantitative research on China's disability rehabilitation policy using policy modeling consistency index model
Tongtong GUO ; Xinyi ZHANG ; Lihong JI ; Zhiwei DONG ; Zongrun LI ; Liduan WANG ; Weiqin CAI ; Qianqian GAO ; Qi JING ; Wengui ZHENG
Chinese Journal of Rehabilitation Theory and Practice 2024;30(6):621-629
Objective To quantitatively analyze and evaluate the content of rehabilitation policy for people with disabilities in China. Methods This study focused on ten national policies of disability rehabilitation issued from 2021 to 2023.It employed text mining techniques to process policy texts and constructed a policy modeling consistency index model for dis-ability rehabilitation policies in China.The relevant policies were evaluated and analyzed quantitatively. Results The disability rehabilitation policies in China were relatively comprehensive in terms of policy transparency,op-erational mechanisms and policy nature.However,there was still a need for optimization in terms of policy per-spectives,target groups,incentive mechanisms,and other aspects. Conclusion The overall quality of disability rehabilitation policy texts at the national level in China is relatively good.There is a need to further enhance the predictability of policy objectives,clarify the responsibilities and division of labor among various departments,and improve policy incentive mechanisms in future policy formulation,which will further refine China's disability rehabilitation policy system and contribute to high-quality develop-ment of the disability cause.
8.Silencing Nodal inhibits the biological behavior of retinal vascular endothelial cells under high glucose conditions
Jingjing CAO ; Zhenyu KOU ; Qing WANG ; Tongtong ZHUANG ; Lijie DONG ; Linni WANG
Chinese Journal of Ocular Fundus Diseases 2024;40(2):136-141
Objective:To observe the effect of Nodal on the biological behavior of retinal vascular endothelial cells (RF/6A cells) in monkeys with high glucose.Methods:RF/6A cells were divided into normal group, mannitol group, high glucose group, high glucose combined with non-specific small interfering RNA treatment group (HG+NC group), high glucose combined with small interfering Nodal treatment group (HG+siNodal group). The transfection efficiency of siNodal was observed by real-time fluorescence quantitative PCR and western blot protein immunoblotting. The effect of Nodal on the proliferation of RF/6A cells was detected by thiazole blue colorimetry. The effect of Nodal on migration ability of RF/6A cells was detected by cell scratch assay. The effect of Nodal on the formation of RF/6A cell lumen was measured by Matrigel three-dimensional in vitro. The expression of extracellular signal phosphorylated regulated kinase 1/2 (pERK1/2) in RF/6A cells was detected by western blot protein immunoblotting. One-way analysis of variance was used to compare groups.Results:Compared with HG+NC group, Nodal protein ( F=33.469) and mRNA relative expression levels ( F=38.191) in HG+siNodal group were significantly decreased, cell proliferation was significantly decreased ( F=28.548), and cell migration ability was significantly decreased ( F=24.182). The number of cell lumen formation was significantly decreased ( F=52.643), and the differences were statistically significant ( P<0.05). Compared with HG+NC group, the relative expression of pERK1/2 protein in HG+siNodal group was significantly decreased, and the difference was statistically significant ( F=44.462, P<0.01). Conclusions:Silencing Nodal expression can inhibit proliferation, migration and tube formation of RF/6A cells induced by high glucose. It may act by inhibiting pERK1/2 expression.
9.Effect of Thyme Herbal Tea on Proliferation of Human Coronavirus OC43 in vitro and in vivo
Jixiang TIAN ; Tongtong ZHANG ; Yuning CHANG ; Peifang XIE ; Shuwei DONG ; Xiaoang ZHAO ; Yun WANG ; Chunhui ZHAO ; Hongwei WU ; Amei ZHANG ; Haizhou LI ; Xueshan XIA ; Huamin ZHANG
Chinese Journal of Experimental Traditional Medical Formulae 2024;30(23):81-89
ObjectiveTo investigate the effects of thyme herbal tea (BLX) on the proliferation of human coronavirus OC43 (HCoV-OC43) in vitro and in vivo. MethodThe chemical composition of BLX was analyzed by UPLC-MS. The cytotoxicity of BLX in HRT-18 cells and the effect of BLX treatment on the proliferation of HCoV-OC43 in cells were analyzed. Copies of viral gene were detected by real-time PCR. The effect of BLX treatment on the life cycle of HCoV-OC43 was detected by time-of-addition assay. The maximum tolerated dose of BLX and the influences of BLX on the body weight and survival time of suckling mice infected with HCoV-OC43 were determined. The expression of viral protein in the brain and lung tissue was analyzed by immunohistochemistry. ResultThere were 11 chemical components identified in BLX by UPLC-MS. BLX showed the 50% cytotoxic concentration (CC50) of (13 859.56±319) mg·L-1, the median inhibitory concentration (IC50) of (1 439.09±200) mg·L-1, and the selection index of 8.26-11.44 for HCoV-OC43 in HRT-18 cells. Compared with the cells infected with HCoV-OC43, BLX at the concentrations of 1 500, 1 000, 500 mg·L-1 inhibited the proliferation of this virus (P<0.05, P<0.01). BLX exhibited antiviral effect in the early stage of virus infection, and the inhibition role in the attachment stage was more significant than that in the entry stage (P<0.05). In the suckling mice infected with HCoV-OC43, BLX at 1200 and 600 mg·kg-1·d-1 alleviated the symptoms, prolonged the survival period, reduced the death rate, and down-regulated the mRNA level of nucleocapsid protein in the mice. Moreover, BLX at 1 200 mg·kg-1·d-1 down-regulated the expression of nucleocapsid protein in the brain (P<0.01) and the lung (P<0.01). ConclusionBLX contained multiple antiviral ingredients. It inhibited the proliferation of HCoV-OC43 both in vitro and in vivo by interference with viral attachment. This study provides theoretical reference for the treatment of acute respiratory tract infection with HCoV-OC43 and for further development and application of BLX.
10.Study on the correlation between carotid bifurcation geometry and atherosclerotic plaque vulnerability based on high-resolution magnetic resonance vessel wall imaging
Tongtong XU ; Yumeng ZHU ; Beiru WANG ; Chunfeng HU ; Hong MA
Journal of Practical Radiology 2024;40(5):701-704,720
Objective To study the correlation between carotid bifurcation geometry and atherosclerotic plaque vulnerability using high-resolution magnetic resonance vessel wall imaging(HRMR-VWI),and to seek the potential predictor for vulnerable plaque for-mation.Methods The clinical information and imaging data of 104 patients with carotid bifurcation plaque detected by HRMR-VWI were analyzed retrospectively.Carotid bifurcation geometric parameters was measured to determine whether the carotid bifurcation plaque was vulnerable plaque,and they were divided into vulnerable plaque group(69 cases)and stable plaque group(35 cases).The difference of carotid bifurcation geometry of various groups was investigated,and the influence of common traditional risk factors to obtain independent risk factors was adjusted.Receiver operating characteristic(ROC)curve was drawn.Results Among 104 carotid artery,vulnerable plaque group had larger bifurcation angle(54.00 vs 48.80,P<0.001),less luminal expansion(1.76 vs 1.94,P=0.002)and less outflow/inflow area ratio(0.79 vs 0.88,P<0.001)compared with stable plaque group.After adjusting,binary logistic regres-sion indicated that bifurcation angle[odds ratio(OR)1.132 per 10° increase;95%confidence interval(CI)1.044-1.225],luminal expan-sion(OR 0.084 per 1 increase;95%CI 0.014-0.492)and outflow/inflow area ratio(OR 0.357 per 0.01 increase;95%CI 0.177-0.723)were independent risk factors of vulnerable plaque formation.Bringing them into the final model,the area under the curve(AUC)was 0.878 above the basic model(AUC=0.664).Conclusion Bifur-cation angle,luminal expansion and outflow/inflow area ratio are independently associated with vulnerable plaque formation.Carotid bifurcation geometry have the certain predictive efficiency of vulnerable plaque formation and have the incremental diagnostic value to traditional risk factors,which are expected to be effective imaging makers for the formation of vulnerable plaque.


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