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.

Objective To understand the willingness to engage in the combine medical care with old-age care institutions of medical students in vocational colleges and analyze their influencing factors.Methods By convenient sampling method,1 266 medical students from 3 vocational colleges in Hunan Province were select-ed as the research objects,and their occupational cognition and occupational willingness were investigated and analyzed.Through objective sampling,20 medical students who were not willing to work in medical institu-tions were selected for semi-structured interviews.Results 62.1%of medical students intend to work in med-ical institutions after graduation;The results of multi-factor analysis showed that the experience of caring for the elderly,understanding of the nursing institution,participating in the volunteer service of the nursing insti-tution,and cognition score of the combination of medical care and nursing were the influencing factors of med-ical students'career intention(P＜0.05).The qualitative interview found that professional identity,job abili-ty,salary,social security and promotion were the main influencing factors.Conclusion Medical students in medical nursing institutions do not have strong willingness,so they should improve their professional cogni-tion of old-age service,enhance their professional identity and post competency,fully implement salary,social security and professional title promotion,attract more medical students to engage in the combined service in-dustry,and promote the combined development of medical care.

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.

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.

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.

OBJECTIVE To explore the application of HL60-pNL3.2 reporter gene assay in pyrogen detection of live attenuated varicella vaccine, inactivated influenza vaccine and lyophilized live attenuated hepatitis A vaccine. METHODS According to the publication draft named as "in vitro pyrogen test(reporter gene assay)" in Chinese Pharmacopoeia, maximum valid dilution(MVD) of three kinds of vaccines was calculated, and the interference test was conducted to explore whether these vaccines interfere with the pyrogen determination. According to the general rule 9101 from Chinese Pharmacopoeia 2020, the assay in the pyrogen detection of the three vaccines was validated, using the methods to determine the pyrogen content of three vaccines. RESULTS The MVD of live attenuated varicella vaccine, inactivated influenza vaccine and lyophilized live attenuated hepatitis A vaccine respectively were 1 000, 200 and 1 000 times. The recovery rates of endotoxin(LPS) in the three kinds of vaccine were between 52.5% and 110.1%. The methodological validation results showed that the method could be used for the determination of pyrogens in three vaccines, and the correlation coefficient(R2) between LPS concentration and its chemical light intensity(RLU value) was > 0.98, the recovery rates were between 76.4% and 192.8% when LPS concentration was between 1 and 250 EU·mL–1. The coefficient of variation of measured results was less than 25% when LPS concentration was more than 5 EU·mL–1. The limit of detection and the limit of quantitation were between 0.05 and 0.13 EU·mL–1. Then, the pyrogen of these vaccines was determined by HL60-pNL3.2 reporter gene assay, and the pyrogen concentration all was less than contaminant limit concentration. CONCLUSION HL60-pNL3.2 reporter gene assay has the advantages of no animal, simple and rapid operation, with wide pyrogen spectrum and can quantitative pyrogen, which can be used to detect pyrogen of live attenuated varicella vaccine, inactivated influenza vaccine and lyophilized live attenuated hepatitis A vaccine.

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.

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.

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.