1.Meteorological factor-driven prediction of high-use days of budesonide: construction and comparison of ensemble learning models
Qitao CHEN ; Yue ZHOU ; Xiaojun ZHANG ; Jingwen NI ; Guoqiang SUN ; Fenfei GAO ; Lizhen XIA ; Zihao LI
China Pharmacy 2025;36(21):2723-2726
OBJECTIVE To construct ensemble learning models for predicting high-use days of budesonide based on meteorological factors, thereby providing reference for hospital pharmacy management. METHODS Meteorological data for 2024 and outpatient budesonide usage data from the jurisdiction of Sanming Hospital of Integrated Traditional Chinese and Western Medicine were collected. High-use days were defined as the 75th percentile of outpatient budesonide usage, and a corresponding dataset was established. The prediction task was formulated as a classification problem, and three ensemble learning models were developed: Random Forest, Extreme Gradient Boosting (XGBoost), and Histogram-based Gradient Boosting Classifier. Model performance was evaluated using accuracy, precision, recall, F1-score, and log-loss. Model interpretability was analyzed using Shapley Additive Explanations (SHAP). RESULTS The Histogram-based Gradient Boosting Classifier achieved the best performance (accuracy=0.75, F1-score=0.48), followed by XGBoost (accuracy=0.74, F1-score=0.43) and Random Forest (accuracy=0.72, F1-score=0.22). SHAP results suggested that the prediction results of the last two models have the highest correction. CONCLUSIONS Ensemble learning models can effectively predict high-use days of budesonide, with the Histogram- based Gradient Boosting Classifier demonstrating the best predictive performance. Low temperature, high humidity, and low atmospheric pressure show significant positive impacts on the prediction of daily budesonide usage.
2.RADICAL: a rationally designed ion channel activated by ligand for chemogenetics.
Heng ZHANG ; Zhiwei ZHENG ; Xiaoying CHEN ; Lizhen XU ; Chen GUO ; Jiawei WANG ; Yihui CUI ; Fan YANG
Protein & Cell 2025;16(2):136-142
3.Efficacy and prognostic factors of allogeneic hematopoietic stem cell transplantation in the treatment of secondary acute myeloid leukemia
Xiaolin YUAN ; Yibo WU ; Xiaolu SONG ; Yi CHEN ; Ying LU ; Xiaoyu LAI ; Jimin SHI ; Lizhen LIU ; Yanmin ZHAO ; Jian YU ; Luxin YANG ; Jianping LAN ; Zhen CAI ; He HUANG ; Yi LUO
Chinese Journal of Hematology 2024;45(1):41-47
Objective:To evaluate the efficacy and prognostic factors of allogeneic hematopoietic stem cell transplantation (allo-HSCT) in patients with secondary acute myeloid leukemia (sAML) .Methods:In this multicenter, retrospective clinical study, adult patients aged ≥18 years who underwent allo-HSCT for sAML at four centers of the Zhejiang Hematopoietic Stem Cell Transplantation Collaborative Group from January 2014 to November 2022 were included, and the efficacy and prognostic factors of allo-HSCT were analyzed.Results:A total of 95 patients were enrolled; 66 (69.5%) had myelodysplastic syndrome-acute myeloid leukemia (MDS-AML) , 4 (4.2%) had MDS/MPN-AML, and 25 (26.3%) had therapy-related AML (tAML) . The 3-year CIR, LFS, and overall survival (OS) rates were 18.6% (95% CI 10.2%-27.0%) , 70.6% (95% CI 60.8%-80.4%) , and 73.3% (95% CI 63.9%-82.7%) , respectively. The 3-year CIRs of the M-AML group (including MDS-AML and MDS/MPN-AML) and the tAML group were 20.0% and 16.4%, respectively ( P=0.430) . The 3-year LFSs were 68.3% and 75.4%, respectively ( P=0.176) . The 3-year OS rates were 69.7% and 75.4%, respectively ( P=0.233) . The 3-year CIRs of the groups with and without TP53 mutations were 60.0% and 13.7%, respectively ( P=0.003) ; the 3-year LFSs were 20.0% and 76.5%, respectively ( P=0.002) ; and the 3-year OS rates were 40.0% and 77.6%, respectively ( P=0.002) . According to European LeukmiaNet 2022 (ELN2022) risk stratification, the 3-year CIRs of patients in the low-, intermediate-, and high-risk groups were 8.3%, 17.8%, and 22.6%, respectively ( P=0.639) . The three-year LFSs were 91.7%, 69.5%, and 65.6%, respectively ( P=0.268) . The 3-year OS rates were 91.7%, 71.4%, and 70.1%, respectively ( P=0.314) . Multivariate analysis revealed that advanced disease at allo-HSCT and TP53 mutations were independent risk factors for CIR, LFS, and OS. Conclusion:There was no significant difference in the prognosis of patients who underwent allo-HSCT among the MDS-AML, MDS/MPN-AML, and tAML groups. Advanced disease at transplantation and TP53 mutations were poor prognostic factors. ELN2022 risk stratification had limited value for predicting the prognosis of patients with sAML following allo-HSCT.
4.Interaction of platelet factor 4 and tumor necrosis factor-α in the pathogenesis of chronic periodontitis
Xinxin ZHENG ; Yu XIONG ; Xue WANG ; Lizhen CHEN ; Jinglin CHEN ; Liping ZHONG ; Youhong JIN
Journal of Practical Stomatology 2024;40(4):557-560
Objective:To investigate the interaction of platelet factor 4(PF4)with tumor necrosis factor-α(TNF-α)in the pathoge-nesis of chronic periodontitis(Ⅲ-C).Methods:22 patients with chronic periodontitis(Ⅲ-C)and 22 subjects with periodontal health were recruited.Before and after periodontal treatment,the concentration of PF4 and TNF-α in gingival crevicular fluid(GCF)and ser-um,the amount of PF4 released by platelets after lipopolysaccharide(LPS)stimulated peripheral blood platelets were measured by ELISA.Flow cytometry was used to calculate the number of platelets in GCF before and after treatment.Results:The concentrations of PF4 and TNF-α in the GCF and serum of the patients were higher than those in the periodontal healthy group(P<0.05).After treat-ment,the concentrations of PF4 and TNF-α in the GCF were significantly lower than those before treatment(P<0.05),and the con-centrations of PF4 and TNF-α in the serum were unchanged(P>0.05).After LPS stimulation of the platelets in blood before and after treatment,the concentration of PF4 released by the platelets was much higher in the patients than that in the healthy controls(P<0.01),and the concentration was significantly lower after periodontal treatment than before treatment(P<0.01).The number of CD41/CD61 double positive platelets and CD45 negative cells in GCF before periodontal treatment were 85 times and 87 times higher than those in periodontal healthy subjects,respectively(P<0.01).Conclusion:PF4 and TNF-α have synergistic effect in the patho-genesis of chronic periodontitis.
5.Risk factors of poor prognosis in patients with bloodstream infection caused by extended-spectrum β-lactamase producing enterobacters
Yunpeng WANG ; Jijing ZHAO ; Weixing ZHANG ; Shu CHEN ; Fen WU ; Yumin FU ; Lizhen ZOU ; Zhihao ZOU ; Jialin ZHANG
China Modern Doctor 2024;62(32):43-46
Objective To analyze the risk factors of poor prognosis in patients with extended-spectrum β-lactamase producing enterobacterales(ESBL-E)bloodstream infection,and establish a nomogram prediction model to provide help for clinical diagnosis and treatment.Methods A total of 235 patients with ESBL-E bloodstream infection were collected from the First People's Hospital of Jiande City.According to their prognosis,the patients were divided into survival group(n=211)and death group(n=224).The clinical data of the patients were collected,and the independent risk factors of poor prognosis were screened by multivariate Logistic regression analysis.The nomogram was established and verified.Results The mortality of ESBL-E bloodstream infection patients with shock,respiratory failure,diabetes and leukemia,ICU admission,hypoproteinemia,increased or decreased white blood cells,and thrombocytopenia was higher(P<0.05).Multivariate Logistic regression analysis showed that combined shock,respiratory failure and leukemia were independent risk factors for death from ESBL-E bloodstream infection.Conclusion The nomogram prediction model of adverse prognostic risk factors in patients with ESBL-E bloodstream infection can provide help for clinicians to judge the poor prognosis in the early stage,and it is of reference significance to take early intervention measures to reduce the mortality of patients.
6.Association Analysis of Etiological Rules of 283 Cases with Multifactorial Re-fractory Infertility
Xian CHEN ; Lizhen PAN ; Ying WANG
Journal of Practical Obstetrics and Gynecology 2024;40(11):928-932
Objective:To explore the etiological rules of multifactorial refractory infertility patients by association analysis.Methods:A total of 283 patients with refractory infertility met the inclusion criteria from January 2019 to December 2021 in Nanping People's Hospital Affiliated to Fujian University of Traditional Chinese Medicine,were analyzed retrospectively.Using the Apriori algorithm,association rule analysis was performed on 7 etiological fac-tors:fallopian tube obstruction(FTO),intrauterine adhesions(IUA),ovarian dysfunction[diminished ovarian re-serve(DOR),premature ovarian insufficiency(POI)],polycystic ovary syndrome(PCOS),endometriosis(EMT),adenomyosis(AM)and thin endometrium(TE).Further stratified analysis was performed to assess the combina-tions of causes based on the severity of 4 major factors(EMT,FTO,IUA and DOR/POI).Results:①Among 283 patients,EMT(59.0%)and FTO(50.5%)were identified as the most frequent etiological factors,significantly more prevalent than the other causes(P=0.0000,P<α').②The 5 most common etiological combinations were:FTO with EMT,PCOS with EMT,AM with FTO,DOR/POI with EMT,and AM with EMT.③After stratified analysis,it was found that the following combination of causes was ranked in the top three:with EMT stages I-IV being highly associated with FTO;the degree of merger between low stage with PCOS is high,while the degree of merger be-tween high stage with AM and DOR/POI is high.Different degrees of IUA are highly associated with EMT,FTO and DOR/POI,while severe IUA also being highly associated with TE.Both unilateral and bilateral FTO have a high degree of merger with EMT and AM.DOR and POI have a high degree of merger with EMT,FTO and AM.Conclusions:EMT and FTO are the main causes of refractory infertility.There are correlations among the causes combinations.The etiological factors combined with different stages of endometriosis are also different.These findings underscore the importance of a comprehensive diagnostic framework to address multifactorial etiologies and reduce missed diagnoses.
7.Explanation of health standard for operators of nuclear power plants
Youyou WANG ; Huahui BIAN ; Weibo CHEN ; Yuhan HOU ; Chang LIU ; Mengyue QIU ; Yi ZHOU ; Huaxian WANG ; Lizhen YE ; Yulong LIU
Chinese Journal of Radiological Medicine and Protection 2024;44(10):862-865
In order to facilitate the accurate comprehension and correct implemention of the national occupational health standard Health standard for operators of nuclear power plants (GBZ/T 164-2022), this article presents an in-depth elucidation encompassing the significance of the standard promulgation, the background of its revision, the current status of the relevant domestic and international standards, the basis for revision of the principal technical inclusion and the application scope of the standard. The aim is to provide a guidance the selection, appropriate evaluation, and occupational health monitoring of nuclear power plant operators, ultimately ensuring the safe operation of nuclear facilities.
8. Effects of the proliferation, migration and apoptosis of AHVAC - on gastric cancer MKN-28 cells
Xiaomei HUANG ; Hui ZHI ; Hao CHEN ; Linming LU ; Xiaoqun ZHU ; Lizhen WANG ; Jue ZHOU ; Jinjin PANG ; Jinliang XU
Chinese Journal of Clinical Pharmacology and Therapeutics 2024;29(3):270-276
AIM: To investigate the effects of agkis-trodon halys venom anti-tumor component (AHVAC-) on the biological behavior of gastric cancer MKN-28 cells. METHODS: Gastric cancer MKN-28 cells were treated with the experimental concentrations (5, 10, 15 μg/mL) of AHAVC- for 24 h. Cell proliferation and toxicity assay (cell counting kit-8, CCK-8) was used to detect the inhibition rates of the cells in different concentrations of AHVAC-. The migration ability of the cells was evaluated by wound-healing and Transwell assay. The apoptosis were observed by laser confocal microscopy with annexin V-mCherry/DAPI double staining, and the apoptosis rates were analyzed by flow cytometry with annexin V-FITC/PI double fluorescence staining. The protein level of Caspease-3 was determined by Western blot. RESULTS: Compared with normal control group, the results of AHVAC- concentration groups showed that with the increase of AHVAC- concentration, the proliferative activity of MN-28 cells decreased gradually (P<0.01), the cell migration ability decreased gradually (P<0.01), and the cell apoptosis rate increased (P<0.05). The expression of apoptosis-related protein Caspease-3 was up-regulated (P<0.01). CONCLUSION: AHVAC- inhibits proliferation and migration of gastric cancer MSN-28 cells and induces apoptosis.
9.Association Analysis of Etiological Rules of 283 Cases with Multifactorial Re-fractory Infertility
Xian CHEN ; Lizhen PAN ; Ying WANG
Journal of Practical Obstetrics and Gynecology 2024;40(11):928-932
Objective:To explore the etiological rules of multifactorial refractory infertility patients by association analysis.Methods:A total of 283 patients with refractory infertility met the inclusion criteria from January 2019 to December 2021 in Nanping People's Hospital Affiliated to Fujian University of Traditional Chinese Medicine,were analyzed retrospectively.Using the Apriori algorithm,association rule analysis was performed on 7 etiological fac-tors:fallopian tube obstruction(FTO),intrauterine adhesions(IUA),ovarian dysfunction[diminished ovarian re-serve(DOR),premature ovarian insufficiency(POI)],polycystic ovary syndrome(PCOS),endometriosis(EMT),adenomyosis(AM)and thin endometrium(TE).Further stratified analysis was performed to assess the combina-tions of causes based on the severity of 4 major factors(EMT,FTO,IUA and DOR/POI).Results:①Among 283 patients,EMT(59.0%)and FTO(50.5%)were identified as the most frequent etiological factors,significantly more prevalent than the other causes(P=0.0000,P<α').②The 5 most common etiological combinations were:FTO with EMT,PCOS with EMT,AM with FTO,DOR/POI with EMT,and AM with EMT.③After stratified analysis,it was found that the following combination of causes was ranked in the top three:with EMT stages I-IV being highly associated with FTO;the degree of merger between low stage with PCOS is high,while the degree of merger be-tween high stage with AM and DOR/POI is high.Different degrees of IUA are highly associated with EMT,FTO and DOR/POI,while severe IUA also being highly associated with TE.Both unilateral and bilateral FTO have a high degree of merger with EMT and AM.DOR and POI have a high degree of merger with EMT,FTO and AM.Conclusions:EMT and FTO are the main causes of refractory infertility.There are correlations among the causes combinations.The etiological factors combined with different stages of endometriosis are also different.These findings underscore the importance of a comprehensive diagnostic framework to address multifactorial etiologies and reduce missed diagnoses.
10.Correlation of changes in serum T lymphocyte subsets levels with disease severity and prognosis in patients with ankylosing spondylitis
Lizhen CHEN ; Jinxing SHI ; Xiaolin LIU ; Shengjie XU ; Wenping LIN
Journal of Xi'an Jiaotong University(Medical Sciences) 2024;45(5):769-775
Objective To study the changes in peripheral blood T lymphocytes in patients with ankylosing spondylitis and their correlation with the disease's severity and prognosis.Methods We selected 120 patients with ankylosing spondylitis treated between January 2020 and March 2023 as the research group and 120 healthy people who had medical examinations in the same period as the health group.We detected the changes in CD4+,CD8+and CD4+/CD8+values of peripheral blood T lymphocyte subsets with flow cytometry,compared the differences in T lymphocyte subsets between the two groups,and analyzed the correlation with the disease severity of the patients.All the 120 patients with ankylosing spondylitis were followed up for 6 months after treatment to assess their prognosis.General information and T lymphocyte sub-groups CD4+,CD8+level,CD4+/CD8+value changes were compared among patients with different prognosis.We analyzed the value of T lymphocyte sub-groups in predicting the prognosis of patients with ankylosing spondylitis.Results In the research group CD4+and CD4+/CD8+were lower but CD8 1 was higher than those in the healthy group(P<0.05).CD4+and CD4+/CD8 were lower but CD8+was higher in patients with advanced ankylosing spondylitis than in early and mid-term patients(P<0.05).The ROC curve analysis showed that the AUC of CD4+,CD8+,and CD4+/CD8+combined diagnosis of ankylosing spondylitis patients was 0.878,with higher diagnostic sensitivity than that of the single diagnosis(P<0.05).In the poor prognosis group,CD8+was higher than that in the excellent prognosis group,but CD4+and CD4+/CD8 value were lower than the latter(P<0.05).The results of Pearson test showed that CD4+and CD4+/CD8+were negatively correlated with the prognosis of patients with ankylosing spondylitis(r=-0.568,-0.656,P<0.001).CD8+was positively correlated with the prognosis of patients with ankylosing spondylitis(r=0.623,P<0.001).ROC curve analysis showed that the AUC of the combined diagnosis of CD4+,CD8+and CD4+/CD8+for ankylosing spondylitis patients was 0.910,and the diagnostic sensitivity was higher than that of single diagnosis(P<0.05).Conclusion The abnormal levels of peripheral blood T lymphocyte subsets in patients with ankylosing spondylitis are closely related to the severity and prognosis of the disease,and can be used as a reference indicator for diagnosing the severity and prognosis of ankylosing spondylitis.

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