1.Analysis on the management effect based on PSO-LSTM algorithm for medical consumables
Fangyuan YIN ; Qing HAN ; Yang ZHOU ; Dongfeng HAN
China Medical Equipment 2025;22(2):138-142
Objective:To construct prediction model based on particle swarm optimization long short-term memory(PSO-LSTM)algorithm for medical consumables,so as to predict the consumption of medical consumables and realize the fine management for medical consumables.Methods:The consumption of medical consumables was analyzed through constructed the PSO-LSTM prediction model,and then,the consumption of medical consumables was assessed.A total of 900 medical consumables which were clinically used in the Center of Endoscopy of Nanjing Tianyinshan Hospital Affiliated to China Pharmaceutical University from March to August 2024 were selected,and they were randomly divided into conventional management mode group(n=450 consumables)and PSO-LSTM management mode group(n=450 consumables)by random number table method,so as to conduct management for consumables.The management time,management timeliness,situation of monthly management of medical consumables,and predicted accuracy of consumption amount of medical consumables of two management mode in single diagnosis and treatment were compared.Results:The prepared time,delivered time,response time of temporary application,and the time of returning storehouse of medical consumables in PSO-LSTM model management mode were respectively(3.36±1.66),(9.54±2.69),(3.69±1.65)and(3.47±1.87)min,which were all less than those in conventional management mode,and the differences were statistically significant(t=7.76,13.811,28.147,39.105,P<0.05).The timeliness of supplementing medical consumables,shortage warning and proposing treatment methods of using PSO-LSTM model management mode were respectively(0.87±0.23),(3.26±0.87)and(14.98±2.65)min,which were all less than those of using conventional management mode,and the differences of them were statistically significant(t=4.228,15.482,13.420,P<0.05).In 450 medical consumables of the center of endoscopy,the amounts of the monthly average emergency purchasing and monthly average shortage were respectively 20 and 22 in using PSO-LSTM model management mode,accounting for 4.44%and 4.89%,all of which were lower than those of conventional management mode,and the differences of them were statistically significant(x2=10.364,11.835,P<0.05).The prediction results of using PSO-LSTM model management mode for disposable infusion device and disposable auxiliary kit of gastroscopy were closer to the actual consumption than the conventional management mode,while the differences of them were not significant(P>0.05).Conclusion:The application of the management mode of predictive model of medical consumables based on PSO-LSTM algorithm in the management of medical consumables of the center of endoscopy in hospital can accurately assess the consumption of medical consumables,and provide scientific basis for the procurement decision of medical consumables,and achieve fine management for various kinds of medical consumables,and reduce the cost of medical consumables in the center of endoscopy.
2.Mechanism by Which Jiexuzi Chong Granules Improve Ovarian Reserve Function in Autoimmune Thyroiditis Mice by Inhibiting Oxidative Stress
Fangyuan LI ; Hua LU ; Qi ZHANG ; Qian YANG ; Lingxia QIANG ; Qianchen LIU
World Science and Technology-Modernization of Traditional Chinese Medicine 2025;27(2):581-591
Objective To explore the model of decreased ovarian reserve(DOR)induced by experimental autoimmune thyroiditis(EAT)in mice and investigate the protective mechanism of Jiexu Zichong Granules(ZCWS).Methods Ninety-six Kunming female mice were randomly divided into the J control group,BIW control group,J model group,and BIW model group.The mice were immunized with antigen(0.1 mg,once or twice per week)combined with high iodine water(0.64 g/L)for 7-19 weeks to validate the model.Subsequently,30 mice were randomly divided into the ZCWS group,model group,and control group.The DOR model was established by immunization with the antigen(0.2 mg per week)combined with high iodine water feeding for 13 weeks.The ZCWS group received oral administration of traditional Chinese medicine suspension(0.64 g/mL),while the remaining groups received an equivalent volume of physiological saline for 7 weeks.Thyroid and ovarian tissue morphology and related indicators were detected using HE staining,ELISA,IHC,and Western blot.Results Antigen immunization for 13 weeks(0.1-0.2 mg per week)combined with high iodine water feeding stably constructed the EAT DOR model.ZCWS reduced thyroid lymphocyte infiltration,follicular structure destruction,and serum TPOAb and TGAb levels(P<0.01).It inhibited MDA activity(P<0.01),increased GSH-Px and SOD activities(P<0.05),increased primordial,primary,and secondary follicles(P<0.05),and reduced atretic follicles(P<0.01).ZCWS upregulated AMH and downregulated FSH(P<0.01),regulated the expression of Bcl-2,Bax,and Caspase-3 proteins in ovarian tissue,downregulated Keap1 protein(P<0.01),and upregulated Nrf2(P<0.01),HO-1,and LONP1 proteins(P<0.05).It upregulated Bcl-2 protein(P<0.05),downregulated Bax(P<0.01),and Caspase-3(P<0.05)proteins,downregulated Keap1 protein(P<0.01),and upregulated Nrf2(P<0.01),HO-1,and LONP1 proteins(P<0.05)in ovarian tissue.Conclusion ZCWS improves ovarian reserve function in EAT mice by activating the Nrf2 pathway,inhibiting oxidative stress,and reducing follicular atresia.
3.Innate immune cell LXR-β deficiency exacerbates hepatic injury and fibrosis in murine models of primary sclerosing cholangitis
Xiaohui FANG ; Yang ZHANG ; Junyao WANG ; Yu ZHANG ; Ziliang KE ; Yiken LIN ; Fangyuan CONG ; Feng ZHANG ; Jianhua ZHOU ; Huiting SU ; Shan CAO ; Yulan LIU ; Jun XU
Liver Research 2025;9(3):239-248
Background and aims:Primary sclerosing cholangitis(PSC)is an autoimmune liver disease characterized by complex pathogenesis and limited available therapeutic options.The mechanisms underlying the development and progression of PSCs remain unclear.Liver X receptor beta(LXR-β)is recognized to modulate lipid metabolism and immune response,but its specific involvement in the PSC has not been elucidated.Here,we explored the role and mechanism of LXR-β in PSC induced by 3,5-diethoxycarbonyl-1,4-dihydro-2,4,6-collidine(DDC).Methods:CRISPR-Cas9 technology was applied to generate Abcb4(coding MDR2,next named as Mdr2),Nr1h2(coding LXR-β,next named as Lxrβ),and Rag2(coding RAG2)knockout mice.DDC was used to induce PSC.Hematoxylin and eosin and Sirius red staining were used to assess the extent of hepatic injury and fibrosis.Flow cytometry was used to observe immune cell subsets.Results:We observed a declining trend in hepatic Lxrβ in the PSC model.Unexpectedly,Lxrβ knockout failed to modulate DDC-induced PSC pathogenesis.Concomitantly,assessment of the influence of Rag2 deficiency on PSC progression revealed the absence of aggravated or alleviated hepatic injury or fibrosis in the Rag2-/-DDC mice.However,Lxrβ depletion intensified DDC-induced PSC in the Rag2-/-mice,with more abundant infiltrative inflammatory cells and more severe liver fibrosis.Compared with Rag2-/-DDC mice,Lxrβ-/-Rag2-/-DDC mice had higher serum ALT and AST levels and mRNA expression of proinflammatory and profibrotic genes.Flow cytometry showed that LXR-β deficiency resulted in a diminished population of hepatic innate immune cells.Conclusion:This study indicated innate immune cell LXR-β deficiency can exacerbate hepatic injury and fibrosis in murine models of PSC suggesting that LXR-β may regulate the function of innate immunity in the fibrotic advancement of PSC.
4.WANG Xiuxia's Clinical Experience in Treating Hyperprolactinemia with Liver Soothing Therapy
Yu WANG ; Danni DING ; Yuehui ZHANG ; Songli HAO ; Meiyu YAO ; Ying GUO ; Yang FU ; Ying SHEN ; Jia LI ; Fangyuan LIU ; Fengjuan HAN
Journal of Traditional Chinese Medicine 2025;66(14):1428-1432
This paper summarizes Professor WANG Xiuxia's clinical experience in treating hyperprolactinemia using the liver soothing therapy. Professor WANG identifies liver qi stagnation and rebellious chong qi (冲气) as the core pathomechanisms of hyperprolactinemia. Furthermore, liver qi stagnation may transform into fire or lead to pathological changes such as spleen deficiency with phlegm obstruction or kidney deficiency with essence depletion. The treatment strategy centers on soothing the liver, with a modified version of Qinggan Jieyu Decoction (清肝解郁汤) as the base formula. Depending on different syndrome patterns such as liver stagnation transforming into fire, liver stagnation with spleen deficiency, or liver stagnation with kidney deficiency, heat clearing, spleen strengthening, or kidney tonifying herbs are added accordingly. In addition, three paired herb combinations are commonly used for symptom specific treatment, Danggui (Angelica sinensis) with Chuanxiong (Ligusticum chuanxiong), Zelan (Lycopus lucidus) with Yimucao (Leonurus japonicus) , and Jiegeng (Platycodon grandiflorus) with Zisu (Perilla frutescens).
5.Study on the evaluation value the effected ejection fraction in assessment of cardiac function in the elderly patients with heart failure
Shaoxiang DING ; Wei LU ; Xuanzhi JIANG ; Yuejiao XU ; Fangyuan YANG ; Yuqing YUAN
Chongqing Medicine 2025;54(5):1134-1137,1142
Objective To Study the value of effected ejection fraction(eEF)in assessment of cardiac function in elderly patients with heart failure.Methods A total of 1 134 elderly inpatients in this hospital from January 2019 to December 2023 were selected as the research subjects.After admission,relevant examinations and tests were completed,and the cardiac function classification of the New York Heart Association(NYHA)was carried out.Sequential electrocardiogram(ECG)and echocardiogram examinations were completed before treatment.Age,under-lying diseases,left ventricular ejection fraction(LVEF),N-terminal pro-brain natriuretic peptide(NT-proB-NP),and QT interval(QTc)of the ECG were included for classification and statistics,and eEF was obtained,and the evaluation value of eEF on cardiac function was analyzed.Results The numbers of patients with NY-HA cardiac function grades Ⅰ—Ⅳ were 86,434,454 and 160,respectively,and LVEF decreased with the in-crease of the NHYA cardiac function grade.There was statistically significant differences in LVEF among dif-ferent NHYA cardiac function classifications(P<0.05).The QTc of the patients was(434.71±40.96)ms,the eEF was(8.73±2.03)ms,and the ln(NT-proBN)was 7.05±1.70.QTc,eEF,and ln(NT-proBN)all in-creased with the increase of the NHYA cardiac function classification,and there were statistically significant differences in indicators above among different NHYA cardiac function classfications(P<0.05).There was a low correlation between QTc of the ECG,age and cardiac insufficiency(r<0.5,P<0.05);there was a high correlation between eEF,LVEF,and ln(NT-proBNP)and cardiac insufficiency(r≥0.5,P<0.05).Conclusion eEF still has discriminatory value for patients with heart failure with preserved ejection fraction,and it is a good indicator for evaluating the cardiac function of elderly patients with heart failure.
6.Mechanism by Which Jiexuzi Chong Granules Improve Ovarian Reserve Function in Autoimmune Thyroiditis Mice by Inhibiting Oxidative Stress
Fangyuan LI ; Hua LU ; Qi ZHANG ; Qian YANG ; Lingxia QIANG ; Qianchen LIU
World Science and Technology-Modernization of Traditional Chinese Medicine 2025;27(2):581-591
Objective To explore the model of decreased ovarian reserve(DOR)induced by experimental autoimmune thyroiditis(EAT)in mice and investigate the protective mechanism of Jiexu Zichong Granules(ZCWS).Methods Ninety-six Kunming female mice were randomly divided into the J control group,BIW control group,J model group,and BIW model group.The mice were immunized with antigen(0.1 mg,once or twice per week)combined with high iodine water(0.64 g/L)for 7-19 weeks to validate the model.Subsequently,30 mice were randomly divided into the ZCWS group,model group,and control group.The DOR model was established by immunization with the antigen(0.2 mg per week)combined with high iodine water feeding for 13 weeks.The ZCWS group received oral administration of traditional Chinese medicine suspension(0.64 g/mL),while the remaining groups received an equivalent volume of physiological saline for 7 weeks.Thyroid and ovarian tissue morphology and related indicators were detected using HE staining,ELISA,IHC,and Western blot.Results Antigen immunization for 13 weeks(0.1-0.2 mg per week)combined with high iodine water feeding stably constructed the EAT DOR model.ZCWS reduced thyroid lymphocyte infiltration,follicular structure destruction,and serum TPOAb and TGAb levels(P<0.01).It inhibited MDA activity(P<0.01),increased GSH-Px and SOD activities(P<0.05),increased primordial,primary,and secondary follicles(P<0.05),and reduced atretic follicles(P<0.01).ZCWS upregulated AMH and downregulated FSH(P<0.01),regulated the expression of Bcl-2,Bax,and Caspase-3 proteins in ovarian tissue,downregulated Keap1 protein(P<0.01),and upregulated Nrf2(P<0.01),HO-1,and LONP1 proteins(P<0.05).It upregulated Bcl-2 protein(P<0.05),downregulated Bax(P<0.01),and Caspase-3(P<0.05)proteins,downregulated Keap1 protein(P<0.01),and upregulated Nrf2(P<0.01),HO-1,and LONP1 proteins(P<0.05)in ovarian tissue.Conclusion ZCWS improves ovarian reserve function in EAT mice by activating the Nrf2 pathway,inhibiting oxidative stress,and reducing follicular atresia.
7.Analysis on the management effect based on PSO-LSTM algorithm for medical consumables
Fangyuan YIN ; Qing HAN ; Yang ZHOU ; Dongfeng HAN
China Medical Equipment 2025;22(2):138-142
Objective:To construct prediction model based on particle swarm optimization long short-term memory(PSO-LSTM)algorithm for medical consumables,so as to predict the consumption of medical consumables and realize the fine management for medical consumables.Methods:The consumption of medical consumables was analyzed through constructed the PSO-LSTM prediction model,and then,the consumption of medical consumables was assessed.A total of 900 medical consumables which were clinically used in the Center of Endoscopy of Nanjing Tianyinshan Hospital Affiliated to China Pharmaceutical University from March to August 2024 were selected,and they were randomly divided into conventional management mode group(n=450 consumables)and PSO-LSTM management mode group(n=450 consumables)by random number table method,so as to conduct management for consumables.The management time,management timeliness,situation of monthly management of medical consumables,and predicted accuracy of consumption amount of medical consumables of two management mode in single diagnosis and treatment were compared.Results:The prepared time,delivered time,response time of temporary application,and the time of returning storehouse of medical consumables in PSO-LSTM model management mode were respectively(3.36±1.66),(9.54±2.69),(3.69±1.65)and(3.47±1.87)min,which were all less than those in conventional management mode,and the differences were statistically significant(t=7.76,13.811,28.147,39.105,P<0.05).The timeliness of supplementing medical consumables,shortage warning and proposing treatment methods of using PSO-LSTM model management mode were respectively(0.87±0.23),(3.26±0.87)and(14.98±2.65)min,which were all less than those of using conventional management mode,and the differences of them were statistically significant(t=4.228,15.482,13.420,P<0.05).In 450 medical consumables of the center of endoscopy,the amounts of the monthly average emergency purchasing and monthly average shortage were respectively 20 and 22 in using PSO-LSTM model management mode,accounting for 4.44%and 4.89%,all of which were lower than those of conventional management mode,and the differences of them were statistically significant(x2=10.364,11.835,P<0.05).The prediction results of using PSO-LSTM model management mode for disposable infusion device and disposable auxiliary kit of gastroscopy were closer to the actual consumption than the conventional management mode,while the differences of them were not significant(P>0.05).Conclusion:The application of the management mode of predictive model of medical consumables based on PSO-LSTM algorithm in the management of medical consumables of the center of endoscopy in hospital can accurately assess the consumption of medical consumables,and provide scientific basis for the procurement decision of medical consumables,and achieve fine management for various kinds of medical consumables,and reduce the cost of medical consumables in the center of endoscopy.
8.Utility of immunochromatography in rapid detection of carbapenemases produced by Enterobacterales strains
Renru HAN ; Fen PAN ; Danan YIN ; Li DING ; Yan GUO ; Shi WU ; Yang YANG ; Fangyuan YU ; Jie JIANG ; Yingying SHI ; Fupin HU ; Hong ZHANG
Chinese Journal of Infection and Chemotherapy 2024;24(6):658-663
Objective To evaluate the performance of two immunochromatography kits (lateral flow immunoassay) in detecting carbapenemases in carbapenem-resistant Enterobacterales (CRE).Methods A total of 390 nonduplicate clinical isolates of Enterobacterales were collected and tested.The carbapenemase gene was identified by polymerase chain reaction (PCR).The five common carbapenemases were tested by two immunochromatography kits.Results Overall,213 of the 390 Enterobacterales isolates were CRE and 177 strains were carbapenem-susceptible based on antimicrobial susceptibility testing.PCR assay confirmed that 207 of the 213 CRE strains carried carbapenemase genes,including KPC genotype in 119 strains,NDM genotype in 71 strains,IMP genotype in 9 strains,OXA-48-like genotype in 7 strains,both KPC and NDM genes in 1 strain,while none of the five common carbapenemases in 6 CRE strains.Two immunochromatography kits were used simultaneously to test the production of carbapenemases.The results of the two commercial kits were 100% consistent with PCR results.The sensitivity and specificity of the two kits were 100% (95% CI,97.7%-100%) and 100% (95% CI,97.4%-100%) in detection of the five carbapenemases.Conclusions The immunochromatography method is rapid and easy to operate,and can be used to detect the production of carbapenmases in clinical isolates.
9.The effect of OSTA index on baPWV in menopausal women and its predictive value for peripheral atherosclerosis
Fangyuan CHENG ; Xiaoqin ZHANG ; Junxiang LI ; Yun LI ; Bihua WU ; Jianwei GU ; Yunfeng YANG ; Juhua LIU
Tianjin Medical Journal 2024;52(10):1079-1083
Objective To investigate the effect of Osteoporosis Self-Assessment Tool for Asia(OSTA)index on brachial ankle pulse wave velocity(baPWV)and its predictive value for peripheral atherosclerosis in menopausal women.Methods A total of 1 138 menopausal women who underwent physical examination at our hospital from January 2022 to December 2022 were enrolled in the study.General clinical data were collected,the OSTA index was calculated,and baPWV was measured.Patients were divided into the control group(n=539)and the peripheral atherosclerosis group(n=599)according to the baPWV values(peripheral atherosclerosis occurs with baPWV≥1 400 cm/s).Linear regression and Logistic regression were used to analyze the effect of OSTA index on baPWV in menopausal women.The predictive value of peripheral atherosclerosis was evaluated using the receiver operating characteristic(ROC)curve.Results The OSTA index was lower in the peripheral atherosclerosis group than that in the control group[-0.40(-2.20,1.00)vs.0.40(-0.60,1.40),P<0.05].Univariate linear regression analysis was used to conclude that the OSTA index was an influencing factor of baPWV,and after correcting for risk factors,multivariate linear regression analysis indicated that OSTA index still affected the value of baPWV(P<0.05).The linear regression equation was baPWV=-27.911-39.752×OSTA+6.444×SBP+7.008×DBP+11.506×HCY+27.942×Hs-CRP.Logistic regression analysis suggested that increased OSTA index was a protective factor for peripheral atherosclerosis(OR=0.664,95%CI:0.535-0.823,P<0.001).ROC curve analysis suggested that OSTA index was-1.25 as the optimal cutoff point,which predicted peripheral atherosclerosis with an area under the curve of 0.619,a sensitivity of 36.2%and a specificity of 86.3%.Conclusion In menopausal women,OSTA index is an influential factor for baPWV,and increased OSTA index is a protective factor against peripheral atherosclerosis,which can be used to predict baPWV value.
10.Prevalence and associated factors of diabetic retinopathy among type 2 diabetes in Dongcheng District and Tongzhou District, Beijing City: a cross-sectional study
Xiaorong ZHU ; Fangyuan YANG ; Lin ZHANG ; Rongrong XIE ; Jianping FENG ; Zhong XIN ; Wei TIAN
Chinese Journal of Preventive Medicine 2024;58(9):1324-1330
Objective:Diabetic retinopathy (DR) is the most common cause of adult blindness in China. Screening of DR is important for early detection, prevention, and treatment. However, there is still controversy in the research on the prevalence and risk factors of DR in China. This study was designed to evaluate the prevalence of DR and related risk factors in patients with type 2 diabetes mellitus in Beijing City.Methods:A cross-sectional survey was conducted in in Dongcheng District and Tongzhou District, Beijing City. Patients with type 2 diabetes aged 18-80 years were selected from four communities, and all subjects underwent questionnaires, physical examinations, laboratory examinations and fundus photography. The logistic regression model was used to analyze the associated factors of DR.Results:A total of 1 531 subjects were included, with the median age of 66 years old and the average age of (65.6±7.4) years old, and the glycosylated hemoglobin level in the subjects was 7.2%±1.3%, and the glycosylated hemoglobin compliance rate was 56.0%(857/1 531). A total of 254 patients with diabetic retinopathy were detected, and the prevalence of DR was 16.6%(254/1 531). Among them, there were 218 cases of non-proliferative diabetic retinopathy and 36 cases of proliferative diabetic retinopathy. Compared with the non-DR group, there were statistically significant differences in fasting blood glucose ( Z=-3.74, P<0.001), glycosylated hemoglobin( Z=-10.664, P<0.001), urinary microalbumin excretion rate( Z=-7.767, P<0.001), low-density lipoprotein cholesterol( Z=-2.589, P=0.01), and duration of diabetes( Z=-10.189, P<0.001) between the DR group and the non-DR group. Multivariate regression analysis showed that the duration of diabetes ( OR=1.08, 95% CI: 1.06-1.10, P<0.001), glycosylated hemoglobin ( OR=1.38, 95% CI: 1.23-1.55, P<0.001), and FPG ( OR=1.11, 95% CI: 1.03-1.19, P=0.008) were associated factors for DR. Conclusion:In this study, the prevalence of DR in 4 communities of type 2 diabetes in Beijing City was 16.6%. Besides, this study further confirmed that the duration of diabetes, fasting blood glucose levels, and glycosylated hemoglobin are associated factors for DR in patients with type 2 diabetes.

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