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.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.
3. 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.
4.Emergency single drainage tube and dual target thalamic hematoma ventricular drainage surgery based on body surface marker localization for the treatment of thalamic hemorrhage breaking into the ventricle with hydrocephalus
Baoming JIA ; Jiankai ZHAO ; Lizhen WANG ; Xiguang ZHOU ; Hongsha PEI ; Yanli ZHANG ; Guo-Qiang FENG ; Hongbin KU
Chinese Journal of Nervous and Mental Diseases 2024;50(1):23-29
Objective To explore the application value of emergency temporal body surface positioning for single drain dual-target thalamic hematoma ventricular drainage in the treatment of thalamic hemorrhage breaking into ventricle with hydrocephalus.Methods A retrospective analysis was conducted on 223 patients with thalamic hemorrhage breaking into the ventricles with hydrocephalus,including a study group of 115 cases who underwent emergency single drain dual-target thalamic hematoma ventricular drainage surgery with temporal body surface positioning,and a control group of 108 cases who underwent emergency ventricular drainage first and then underwent stereotactic thalamic hematoma drainage surgery after the condition stabilized.Compare the differences in postoperative complications and treatment outcomes between two groups of patients,and evaluate the application value of temporal surface positioning for single drain dual-target thalamic hematoma ventricular drainage surgery in the treatment of thalamic hemorrhage breaking into the ventricle with hydrocephalus.Results The postoperative rebleeding rates,hematoma clearance and death were 5.2%,87.5%±7.3%and 13.9%in the study group and 4.7%,90.2%±8.5%and 15.7%in control group,respectively.There was no significant difference between the two groups(P>0.05).The tube time,postoperative intracranial infection,Shunt dependent hydrocephalus,effective treatment and favorable prognosis of and the control group were(75.5±18.4)h,3.5%,19.1%,53.9%and 51.3%in the study group and(130.8±22.9)h,13.9%,35.1%,38.7%and 38.0%,respectively.The difference between the two groups was statistically significant(P<0.05).Conclusion Body surface landmark-guided emergency single drain dual-target thalamic hematoma ventricular drainage surgery for the treatment of thalamic hemorrhage breaking into the ventricle with hydrocephalus is safe and reliable,and can improve the patient's prognosis.
5.Efficacy and safety of tenofovir alafenamide fumarate in treatment of chronic hepatitis B patients aged ≥60 years in Qingdao, China
Yuwen SONG ; Lizhen CHEN ; Wenwen JIN ; Ning GENG ; Yang ZHANG ; Shuixian DU ; Bentian ZHAO ; Jianping DUAN ; Yong ZHOU ; Chunhua BI ; Lei MA ; Xinxin HU ; Jihong ZHANG ; Jiantao SUN ; Jie TAN ; Yongning XIN
Journal of Clinical Hepatology 2023;39(5):1061-1069
Objective To investigate the application value of tenofovir alafenamide fumarate (TAF) in elderly patients with chronic hepatitis B (CHB) and its influence on bones and kidneys. Methods A total of 36 CHB patients, aged ≥60 years, who received TAF antiviral therapy in Qingdao Municipal Hospital, The Affiliated Hospital of Qingdao University, Qingdao Sixth People's Hospital, Chengyang People's Hospital, and Jimo People's Hospital from June 2021 to October 2022 were enrolled in this study, and all patients received TAF (25 mg/d) antiviral therapy. Related data were collected at baseline and weeks 24 and 48 of treatment, including virological indicators, biochemical parameters, urinary protein electrophoresis indices, transient elastography (FibroScan), and bone mineral density. Virological indicators included high-sensitivity HBV DNA quantification; biochemical parameters included total bilirubin, direct bilirubin (DBil), indirect bilirubin (IBil), alanine aminotransferase, aspartate aminotransferase, alkaline phosphatase, gamma-glutamyl transpeptidase, total bile acid (TBA), glucose, blood urea nitrogen, creatinine, estimated glomerular filtration rate, and cystatin C (Cys C); urinary protein electrophoresis indices included urinary β2 microglobulin (β2-MG), urinary retinol (URBP), and urinary α1 microspherin (α1-MG). The paired t -test was used for comparison of normally distributed continuous data before and after treatment, and the Wilcoxon signed-rank test was used for comparison of non-normally distributed continuous data before and after treatment; the chi-square test or the Fisher's exact test was used for comparison of categorical data. Results A total of 36 CHB patients completed 24 weeks of follow-up. The complete virological response rate after 24 weeks of treatment was higher than that at baseline [83.3% (30/36) vs 77.8% (28/36), χ 2 =0.36, P =0.55], and there were significant reductions in DBil ( t =-2.42, P =0.02) and Cys C ( t =-4.34, P < 0.001) from baseline to week 24. A total of 18 CHB patients completed 48 weeks of follow-up. The complete virological response rate after 48 weeks of treatment was higher than that at baseline (94.4% vs 77.8%, χ 2 =2.22, P =0.34), and there were significant increases in IBil ( t =2.43, P =0.03), TBA ( Z =-2.24, P =0.03), and bone mineral density T score of lumbar vertebra ( t =2.92, P = 0.01) and femoral neck ( t =2.42, P =0.03) and a significant reduction in liver stiffness measurement ( t =-2.31, P =0.03). There were no significant changes in β2-MG, URBP, and α1-MG after treatment (all P > 0.05). Conclusion TAF has a good antiviral effect in CHB patients aged ≥60 years and can help more CHB patients achieve complete virological response, without causing damage to the kidney, and it can also improve bone mineral density and liver fibrosis degree.
6.Research advances in immunotherapy for hepatocellular carcinoma
Lizhen ZHU ; Xiaolei XU ; Xiaojuan WANG ; Hu ZHOU ; Rui TANG ; Haining FAN ; Qian LU
Journal of Clinical Hepatology 2023;39(5):1197-1203
Hepatocellular carcinoma (HCC) has an insidious onset, and most patients are in the advanced stage when attending the hospital and thus lose the opportunity for radical surgical resection, which results in the poor prognosis of patients. With the development of clinical treatment, the treatment of advanced HCC has gradually transitioned from the relatively single and limited treatment options in the past to the new model of comprehensive treatment. In recent years, immunotherapy, represented by immune checkpoint inhibitors (ICIs), has become widely used in clinical practice. At present, a number of clinical studies have been conducted for immunotherapy combined with local and targeted antitumor therapy, and in particular, ICIs combined with targeted therapy have become a research hotspot in the field of HCC treatment. This article reviews the research advances in immunotherapy for the treatment of HCC.
8.Effect of painting intervention based on Mandala-self theory on mood and physiological state in patients in preoperative waiting room.
Shishuang ZHOU ; Lizhen WEI ; Ziyue WANG ; Zhan ZHOU ; Shuang HU ; Xiaochen YAN ; Wei HUA ; Jia CHEN
Journal of Central South University(Medical Sciences) 2021;46(3):293-299
OBJECTIVES:
The waiting room for surgery is an area set up to improve the surgical turnover rate, but the waiting time for surgery is uncertain. Patients are prone to negative emotions that affect their physiological state during waiting time. This study aims to explore the effect of Mandala painting intervention based on Mandala-self theory on the emotion and physiological state of patients waiting before operation.
METHODS:
The patients in the control group (
RESULTS:
Diastolic pressure, heart rate, and happiness and excitement showed no statistical significance in the time effect, intervention effect, and interaction between the 2 factors (all
CONCLUSIONS
The application of Mandala painting in the operation waiting room is feasible and can effectively regulate the patients' negative mood and systolic pressure, as well as shorten the waiting time of perception.
Anxiety
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Emotions
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Heart Rate
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Humans
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Pain
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Waiting Rooms
9.Application of integrated medical-nursing management model for clinical nursing teaching in neonatology department
Lizhen FU ; Mei ZHOU ; Xianhong ZHANG
Chinese Journal of Medical Education Research 2021;20(8):986-988
Objective:To explore the application of integrated medical-nursing management model for clinical nursing teaching in neonatology department.Methods:A total of 28 undergraduate nursing students having internship in neonatology department from August 2018 to February 2020 were enrolled in the study, among which 15 nursing students from August 2018 to May 2019 were selected as the control group, and 13 nursing students from August 2019 to February 2020 were selected as the observation group. The control group was given traditional teaching, and the observation group was given integrated teaching of medical care. The theoretical scores, nursing operation, comprehensive quality, total scores and teaching satisfaction of the two groups were compared. SPSS 19.0 was used for t test. Results:The theoretical scores of the observation group and the control group were (96.31±0.85) points and (88.47±1.92) points, respectively. Nursing operation scores of observation group and control group were (95.18±2.06) points and (93.15±2.13) points. Comprehensive quality of observation group and control group were (96.23±1.48) points and (90.47±1.88) points. The total scores of the observation group and the control group were (96.83±1.27) points and (91.20±1.31) points, respectively. All the differences were statistically significant ( P<0.05). Ther were significant differences between the two groups in terms of teaching satisfaction including teaching methods, contents, teachers' satisfaction and total satisfaction( P<0.05). Conclusion:In the clinical nursing teaching of neonatology department, the integrated medical-nursing management model is helpful to improve the clinical comprehensive quality and teaching satisfaction of undergraduate nursing students.
10.Analysis on epidemiological and etiology characteristics of 34 aggregation epidemics induced by Norovirus infection
CHEN Qixian, XU Shaojian, ZHOU Shiquan, LIU Lizhen, PENG Weijun, LUO Jingwei
Chinese Journal of School Health 2020;41(3):398-400
Objective:
To analyze the epidemiological and etiological characteristics of aggregation epidemics of infectious diarrhea induced by norovirus, and to provide the scientific basis for the prevention and control.
Methods:
A descriptive epidemiological analysis of aggregation epidemics events occurred during 2016-2018 in Longhua District of Shenzhen was carried out, with subtypes identified by real-time fluorescence quantitative PCR, Region B and Region C fragment sequence determination.
Results:
There were 34 aggregation epidemic events,including 448 cases, the mean attack rate was 18.26%(448/2 454). The median duration of aggregation epidemic was 3 days. The peak season appeared in autumn and winter, and the peak of epidemic emerged from December 2016 to April 2017. About 91.18% (31/34) of the epidemics occurred in schools and child care centers, and among children aged 3-6 years (78.79%, 353/448). The clinical symptoms were mainly nausea and vomiting (95.77%, 408/426) in children and adolescents but diarrhea in adult group (95.45%, 21/22). The differences between vomiting and diarrhea were both statistically significant in the two age groups (χ2=98.89,99.61,P<0.01). 29 cases were transmitted through interpersonal network, of which 21 cases were found to have unregulated treatment of vomit on campus. The detection rate of biological samples was 49.15% (203/413), all of which were G Ⅱ norovirus. The genotype was mainly GⅡ.P16-G Ⅱ.2(n=49)from November 2016 to April 2017.
Conclusion
Norovirus can cause large-scale outbreaks in child care centers and schools easily. Early standardized patient isolation and proper management of vomit and diarrhea are the key steps in prevention and control measures.


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