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 explore the influencing factors of rational perioperative drug use,and to establish a rationality prediction model based on machine learning to assist pharmacists in prescription review.Methods A retrospective analysis was conducted on the perioperative prescription data of neurosurgery patients from a tertiary hospital and a central hospital in Shanxi Province between March 2021 and March 2023.Univariate analysis and multivariate Logistic regression were initially used to identify factors influencing rational drug use,followed by Lasso regression and multicollinearity analysis to select important variables.The data was split into a training set and test set at a ratio of 7∶3,and decision tree(DT),multi-layer perceptron(MLP),extreme gradient boosting(XGBoost),support vector machine(SVM),and random forest(RF)learning models were constructed.Results A total of 1 500 prescriptions were included,of which 668 were classified as rational and 832 as irrational.In both the training and test sets,the AUC values of the DT,XGBoost,and RF models exceeded 0.9.The DT model showed the highest sensitivity(0.81),while the RF model demonstrated the highest specificity(0.90).In the RF model,the number of comorbidities,preoperative waiting time,total hospitalization cost,prescribing physician's title,and adverse reaction occurrence negatively impacted prescription rationality,whereas the number of drugs,age,and administration route positively influenced rationality.Conclusion The machine learning-based rational drug use prediction model demonstrates strong predictive performance,effectively assisting pharmacists in prescription review and helping to reduce the incidence of irrational drug use.

Objective:To evaluate the potential of 177Lu-prostate specific membrane antigen (PSMA)-3Q in the treatment of metastatic castration-resistant prostate cancer (mCRPC) and compare it with 177Lu-PSMA-I&T. Methods:177Lu-PSMA-3Q was prepared and the quality control and stability testing were performed. Pharmacokinetic evaluation and biodistribution of 177Lu-PSMA-3Q and 177Lu-PSMA-I&T were conducted in normal BALB/c mice and 22Rv1 tumor-bearing mice. SPECT imaging was performed on 2 patients (60 and 76 years old) with mCRPC from Chinese PLA General Hospital at 24, 72, and 120 h after injection of 177Lu-PSMA-3Q or 177Lu-PSMA-I&T ((7.40±0.74) GBq). Data were analyzed by using independent-sample t test. Results:177Lu-PSMA-3Q was prepared with the total activity of 74 GBq, the yield rate of 95% (uncorrected), and the radiochemical purity was still above 95% after 168 h at room temperature. The distribution half-lives of 177Lu-PSMA-3Q and 177Lu-PSMA-I&T were (0.75±0.22) and (0.86±0.19) min, and the clearance half-lives were (24.74±3.77) and (29.53±3.42) min. Biodistribution of normal mice showed that the uptake values in the liver, lungs, and kidneys 5 d after injection of 177Lu-PSMA-3Q were lower than those of 177Lu-PSMA-I&T ( t values: 4.24-8.36, all P<0.05). The tumor uptake of 177Lu-PSMA-3Q after 24 h injection was the highest and was higher than that of 177Lu-PSMA-I&T ((0.856±0.183) vs (0.579±0.126) percentage activity of injection dose per gram of tissue (%ID/g); t=2.78, P=0.024) in 22Rv1 tumor-bearing mice. The rapid clearance pattern resulted in a higher tumor/muscle (T/M) ratio for 177Lu-PSMA-3Q (99.604±11.106), which was significantly higher than that for 177Lu-PSMA-I&T (45.078±10.444; t=7.80, P<0.001). According to SPECT imaging of patients with mCRPC, the residual lesion counts of 177Lu-PSMA-3Q and 177Lu-PSMA-I&T at 120 h accounted for 0.32±0.05 and 0.58±0.04 of those at 24 h, with significant difference ( t=7.62, P=0.002). Conclusion:177Lu-PSMA-3Q is easy to label, and has high yield and radiochemical purity, good stability, excellent biological performance, good targeting ability in patients, longer retention time, and fast background clearance rate, which is an ideal prostate cancer treatment drug targeting PSMA.

A purified polysaccharide with a galactose backbone(SPR-1,Mw 3,622 Da)was isolated from processed Polygonati Rhizoma with black beans(PRWB)and characterized its chemical properties.The backbone of SPR-1 consisted of[(4)-β-D-Galp-(1]9→ 4,6)-β-D-Galp-(1 → 4)-α-D-GalpA-(1 → 4)-α-D-GalpA-(1 →4)-α-D-Glcp-(1 → 4,6)-α-D-Glcp-(1 → 4)-α/β-D-Glcp,with a branch chain of R1:β-D-Galp-(1 → 3)-β-D-Galp-(1 → connected to the →4,6)-β-D-Galp-(1 → via O-6,and a branch chain of R2:α-D-Glcp-(1 →6)-α-D-Glcp-(1 → connected to the →4,6)-α-D-Glcp-(1 → via O-6.Immunomodulatory assays showed that the SPR-1 significantly activated macrophages,and increased secretion of NO and cytokines(i.e.,IL-1β and TNF-α),as well as promoted the phagocytic activities of cells.Furthermore,isothermal titration calorimetry(ITC)analysis and molecular docking results indicated high-affinity binding between SPR-1 and MD2 with the equilibrium dissociation constant(KD)of 18.8 μM.It was suggested that SPR-1 activated the immune response through Toll-like receptor 4(TLR4)signaling and downstream responses.Our research demon-strated that the SPR-1 has a promising candidate from PRWB for the TLR4 agonist to induce immune response,and also provided an easily accessible way that can be used for PR deep processing.

Objective:To compare the clinical efficacy between fusion with anterior plate and cross screw (APCS) via the anterolateral approach and that with posterior plate (PP) via the posterior approach in ankle arthrodesis.Methods:A retrospective study was conducted to analyze the 64 patients (64 feet) with end-stage ankle arthritis who had been admitted to Department of Foot and Ankle Surgery, Honghui Hospital of Xi'an Jiaotong University from January 2017 to March 2021. They were 24 males and 40 females with an age of (57.7±5.5) years; by the Kellgren-Lawrence staging, 25 cases were in grade Ⅲ and 39 ones in grade Ⅳ. According to the different surgical approaches and internal fixation methods, the patients were divided into a APCS group of 31 cases subjected to the fusion with APCS via the anterolateral approach and a PP group of 33 cases subjected to the fusion with PP via the posterior approach. The clinical efficacy was compared between the 2 groups and between preoperatoion and postoperation in terms of talus center migration (TCM), sagittal talar migration (STM), foot and ankle ability measure (FAAM), and visual analog scale (VAS).Results:There was no statistically significant difference in the preoperative baseline data between the 2 groups of patients, indicating comparability ( P>0.05). In the PP group, the postoperative STM [(4.45±2.21)] mm was significantly smaller than the postoperative one [(7.22±4.22)] mm ( P<0.001). There were no statistically significant differences in the postoperative comparisons of TCM and STM between the 2 groups, in the comparison between postoperative TCM and preoperative TCM in the PP group, or in the comparisons between postoperative and preoperative TCM and STM in the APCS group ( P>0.05). All patients were followed up for (28.1±6.8) months. At the last follow-up, there was no statistically significant difference between the 2 groups in the FAAM life score, FAAM exercise score, or VAS pain score ( P>0.05). The FAAM life score, FAAM motor score, and VAS pain score at the last follow-up were significantly improved in all the patients compared with the preoperative values ( P<0.05). Fusion failure was found in only 1 patient in the APCS group. Conclusion:Both PP and APCS fusion techniques can lead to similarly fine clinical outcomes in ankle arthrodesis, but PP may lead to a significant correction of sagittal talar migration.

OBJECTIVE To investigate the current situation of the review and comment on inpatient medical orders in Beijing municipal hospitals， and to put forward countermeasures and suggestions for further improving related work. METHODS A questionnaire survey was conducted to investigate the current situation of the review and comment on inpatient medical orders in 22 Beijing municipal hospitals. The statistical analysis was conducted for the survey results. RESULTS A total of 22 questionnaires were distributed， with recovery effective rate of 100%. The 22 hospitals carried out inpatient medical order comment， but their proportion varied among hospitals （0.88%-98.54%）； medical order comment mainly focused on antibiotics， proton pump inhibitors， anesthetic drugs/class Ⅰ psychotropic drugs， auxiliary drugs and other categories； 205 pharmacists participated in the comment of inpatient medical orders， most of whom hold intermediate or higher professional titles （89.27%）； 21 hospitals conducted inpatient medical order comment and feedback the results to relevant departments/responsible persons， but the intervention situation was not the same. Eighteen hospitals had carried out the review of inpatient medical orders； reviewed drug category was roughly the same as the category involved in the medical order comment； review content involved the suitability of administration routes， dosage， etc. The review was conducted mainly through the cooperation of audit software and pharmacists. CONCLUSIONS The comment and review of inpatient medical orders in Beijing municipal hospitals carried out in an orderly manner， and preliminary results have been achieved； at the same time， it is necessary to further increase the ability of participating pharmacists， improve audit standards， optimize pre-audit （No.ZYLX201805） software， and promote rational drug use among hospitalized patients through doctor-pharmacist collaboration.

OBJECTIVE: To summarize the progress of clinical diagnosis and treatment of diabetic Charcot neuroarthropathy (CNO) of foot and ankle to provide reference for clinical treatment. METHODS: The research literature on diabetic CNO of foot and ankle at home and abroad was widely reviewed, and the stages and classification criteria of CNO were summarized, and the treatment methods at different stages of the disease course were summarized. RESULTS: CNO is a rapidly destructive disease of bone and joint caused by peripheral neuropathy, which leads to the formation of local deformities and stress ulcers due to bone and joint destruction and protective sensory loss, which eventually leads to disability and even life-threatening. At present, the modified Eichenholtz stage is a commonly used staging criteria for CNO of foot and ankle, which is divided into 4 stages by clinical and imaging manifestations. The classification mainly adopts the modified Brodsky classification, which is divided into 6 types according to the anatomical structure. The treatment of diabetic CNO of foot and ankle needs to be considered in combination with disease stage, blood glucose, comorbidities, local soft tissue conditions, degree of bone and joint destruction, and whether ulcers and infections are present. Conservative treatment is mainly used in the active phase and surgery in the stable phase. CONCLUSION The formulation of individualized and stepped treatment regimens can help improve the effectiveness of diabetic CNO of foot and ankle. However, there is still a lack of definitive clinical evidence to guide the treatment of active and stable phases, and further research is needed.
Humans ; Ankle ; Ulcer/complications* ; Arthropathy, Neurogenic/therapy* ; Ankle Joint ; Diabetes Mellitus ; Diabetic Foot/therapy*

Objective:To study the efficacy of laparoscopic limited anatomical hepatectomy (LLAH) for hepatocellular carcinoma (HCC) within the right anterior section.Methods:The clinical data of 144 patients with HCC confined in the right anterior section undergoing hepatectomy at the First Affiliated Hospital of Army Medical University from January 2015 to December 2022 were retrospectively analyzed, including 122 males and 22 females, aged (54.5±9.7) years. Patients were divided into LLAH ( n=27), laparoscopic anatomical hepatectomy (LAH, n=69), and laparoscopic non-anatomical hepatectomy (LNAH, n=48). Propensity score matching was used to compare the operative time, postoperative hospital stay, postoperative complications, serum total bilirubin and albumin, and the prognostic indicators such as tumor-free survival (DFS) rate and cumulative survival rate between the groups. Results:After propensity score matching, there were 26 cases each in LLAH and LNAH group. There was no significant difference in operative time, intraoperative blood loss and postoperative hospital stay between LLAH group and LNAH group (all P<0.05). The total bilirubin and albumin in LLAH on the third day after operation were [ M( Q1, Q3)] 24.1(20.9, 29.1) μmol/L and (35.8±2.9) g/L, better than those in LNAH group 39.3(33.2, 57.0) μmol/L and (33.9±2.5) g/L, respectively. The 1- and 3-year DFS rates in LLAH group were 92.3% and 57.7%, higher than those in LNAH group (80.8% and 19.2%) (all P<0.05). After propensity score matching, there were 25 patients each in LLAH and LAH group. The operative time, postoperative hospital stay and postoperative complications of LLAH group were lower than those of LAH group, and the liver function parameters of LLAH group was also better than those of LAH group (all P<0.05). There was no significant difference in DSF rate between the two groups LLAH group and LAH group ( χ2=0.10, P=0.800). Conclusions:The perioperative outcome of LLAH for HCC within the right anterior section are similar to that of LNAH and better than that of LAH. The DFS of LLAH were better than that of LNAH and similar to that of LAH.

Objective: To investigate the relationship between the expression of p-Stat3 and Survivin in gastric cancer and the clinical characteristics and prognosis of patients, and to establish the prediction model of postoperative survival of patients combined with alanine aminotransferase(ALT) and aspartate aminotransferase(AST). Methods: Data of 133 patients undergoing gastric tumor resection were collected and followed up. The expression of p-STAT3 and Survivin in gastric cancer and precancerous tissues were detected by immunohistochemical method. Kaplan-Meier method was used to draw the survival curve. Logistic regression model combined with receiver operating characteristic curve(ROC) curve was used to describe the predictive value of multi-index combined detection on postoperative survival status of patients. The prediction model of the histogram was established using Survival and RMS packages in R Studio software. Results: The expressions of p-Stat3 and Survivin in gastric cancer tissues were higher than those in precancerous tissues. The expression of p-Stat3 in gastric cancer tissues was positively correlated with the depth of invasion and TNM stage, while the expression of Survivin in gastric cancer tissues was positively correlated with the degree of differentiation and the depth of invasion. The higher the expression levels of p-Stat3 and Survivin, the worse the prognosis. The lower the ALT level, the worse the prognosis. Survivin, ALT and AST were the optimal combination for predicting postoperative survival in patients with gastric cancer. Conclusion The expression of p-Stat3 and Survivin plays an auxiliary role in the diagnosis of gastric cancer. P-Stat3, Survivin and ALT are correlated with the prognosis of patients with gastric cancer and have predictive value. Survivin, ALT and AST combined model has a big value to predict the postoperative survival prognosis of gastric cancer patients, which can provide a reference for clinical practice.

Objective:To evaluatte the high risk factors of stent occlusion in patients with acute iliofemoral vein thrombosis and Cockett syndrome.Methods:The clinical data of 178 patients of Cockett syndrome and acute lower extremity deep vein thrombosis from Jan 2014 to Dec 2016 was analyzed retrospectively. All patients underwent catheter directed thrombolysis or percutaneous mechanical thrombectomy combined with stent placement. The patency rate of stent was followed up by color Doppler ultrasound. Patients were divided into study group (stent occlusion) and control group (stent patency).Results:The stent patency rate at 6 months was 83.7%, body mass index ( OR=1.245, 95% CI: 1.097-1.413), time of thrombosis more than 2 weeks ( OR=3.899, 95% CI: 1.147-13.257), low thrombus clearance ( OR=0.238, 95% CI: 0.117-0.486) was the high risk factor of short-term stent occlusion. Stent patency rate at 3 years was 75.3%, body mass index( OR=1.225, 95% CI: 1.076-1.394), thrombosis history more than 2 weeks( OR=11.777, 95% CI: 2.576-53.832), malignant tumor( OR=4.444, 95% CI: 1.153-17.127) , compression therapy( OR=0.332, 95% CI: 0.113-0.977), low thrombus clearance( OR=0.184, 95% CI: 0.089-0.381), long stents( OR=8.427, 95% CI: 2.329-30.488) was the high risk factor for mid-term stent occlusion. Conclusions:Obesity, the duration of thrombus longer than 2 weeks and low thrombus clearance are the high risk factors of early stent occlusion, while malignant tumor, irregular compression therapy and long stents may lead to lower medium and long term patency rate of the stent.