1.Predicting intraoperative blood transfusion risk in hip fracture patients using explainable machine learning models
Fengting LU ; Xiaoming LI ; Dekui LI ; Xianyuan XIE ; Jiazhong WANG ; Qing YU ; Gan HUANG ; Jun SHEN
Chinese Journal of Blood Transfusion 2026;39(2):196-202
Objective: To investigate the factors influencing intraoperative blood transfusion in patients with hip fractures and to develop a machine learning (ML) model for predicting this risk. Methods: A total of 424 patients with hip fractures who underwent surgical treatment between November 2022 and March 2025 in our hospital were selected. Key feature variables of intraoperative blood transfusion risk were identified using the Boruta algorithm. Four different ML algorithms—support vector machine (SVM), linear discriminant analysis (LDA), mixed discriminant analysis (MDA), and extreme gradient boosting (XGBoost)—were used to develop predictive models for intraoperative blood transfusion risk. The predictive performance of the four ML models were evaluated using accuracy, precision, receiver operating characteristic (ROC) curves, precision-recall curves (PRC), precision-recall gain curves (PRGC), and F1 scores. Shapley additive interpretation (SHAP) was used to interpret the final model. Results: Among the 424 patients, 77(18.2%) received intraoperative blood transfusion. The Boruta algorithm identified albumin (ALB), activated partial thromboplastin time (APTT), types of anesthesia, types of fracture, and hemoglobin (Hb) as key feature variables for predicting intraoperative blood transfusion risk. In model evaluation, the SVM model outperforms the other three models across multiple metrics, including the area under the receiver operating characteristic curve (AUC), recall, recall gain, accuracy, precision, F1 score, and the area under the precision-recall curve (PRC-AUC). The SVM model, interpreted and visualized based on SHAP values, effectively predicted intraoperative blood transfusion risk in patients with hip fracture. A visual online application was developed based on the SVM model (https://pbo-nomogram.shinyapps.io/blood/). Conclusion: Preoperative low ALB and Hb levels, prolonged APTT, general anesthesia, and intertrochanteric fractures are risk factors for intraoperative blood transfusion in hip fracture patients. The risk prediction model for intraoperative blood transfusion constructed based on the SVM algorithm has optimal performance, which provides new ideas and methods for the clinical early identification of hip fracture patients with high transfusion risk and the implementation of targeted interventions.
2.Characteristics of retinal peripheral defocus in patients with unilateral myopia
Lu GAN ; Wentao DENG ; Shuping YANG ; Wuxiao ZHAO
International Eye Science 2026;26(4):573-578
AIM: To investigate the features of retinal peripheral defocus and its associated variables in unilateral myopia. METHODS: This cross-sectional study included consecutive anisometropic myopic patients who visited Center for Optometry and Visual Science from August 2023 to March 2025 in Guangxi Zhuang Autonomous Region. Eyes were classified based on spherical equivalent(SE)and uncorrected visual acuity(UCVA): myopic eyes(SE ≤-0.50 D, UCVA <0.2 LogMAR)and contralateral normal eyes(SE ≥-0.25, UCVA ≥0 LogMAR). Total relative defocus value(TRDV)across the visual field, RDV at 15°, 30°, and 45°(RDV-15, RDV-30, RDV-45), and quadrant-specific RDV(superior/RDV-S, inferior/RDV-I, temporal/RDV-T, nasal/RDV-N)were compared between groups.RESULTS: This study enrolled 81 anisometropic patients(81 myopic eyes, 81 contralateral normal eyes). The cohort comprised 42 males and 39 females, 47 patients aged 8-12 y and 34 patients aged 13-17 y(mean age: 11.8±2.4 y). Myopic eyes demonstrated significantly higher values in TRDV, RDV-30, RDV-45, RDV-I, RDV-S, RDV-N, and RDV-T versus contralateral normal eyes(all P<0.001). RDV-15 showed no significant difference between groups in either 8-12-year-olds or 13-17-year-olds(both P>0.05). Among 13-17-year-olds, RDV-S also exhibited no intergroup difference(P>0.05). All other parameters differed significantly across both age strata(all P<0.05). In myopic eyes, age positively correlated with TRDV(r=0.31, P=0.005), RDV-30(r=0.33, P=0.002), RDV-45(r=0.32, P=0.004), and RDV-N(r=0.37, P<0.001). In contralateral eyes, scotopic pupil diameter negatively correlated with TRDV(r=-0.25, P=0.03), RDV-45(r=-0.25, P=0.02), RDV-S(r=-0.29, P=0.008), and RDV-N(r=-0.27, P=0.014). And age positively correlated with RDV-N(r=0.30, P= 0.006), axial length positively correlated with RDV-T(r=0.30, P=0.006). CONCLUSION: The peripheral defocus of unilateral myopic eyes varies from that of their contralateral normal counterparts. The former presents hyperopic defocus, which augments with age, while the latter displays myopic defocus, which accentuates with the increase of the scotopic pupil size.
3.Analysis of knowledge related to human papillomavirus and vaccination willingness among college students in Guizhou Province
REN Li, WU Yuqian, ZHU Liwan,LI Fenxiang, FAN Shujun, GAN Jianzhe, DONG Shuwen, LU Yong
Chinese Journal of School Health 2026;47(2):212-216
Objective:
To explore human papillomavirus (HPV) and vaccination related knowledge and vaccination willingness of college students in Guizhou Province and their related factors, so as to provide a basis for formulating targeted intervention strategies.
Methods:
From May to June 2025, by applying convenience sampling method,4 567 college students were selected from 8 universities in Guizhou Province to conduct a questionnaire survey. Awareness of HPV and vaccination related knowledge, vaccination willingness as well as related factors among college students were also analyzed. The t test and Chi square test were used for comparison between groups, and multifactor Logistic regression was employed to analyze the related factors of HPV vaccination willingness among college students.
Results:
The HPV and vaccine knowledge score of college students in Guizhou Province was ( 10.50 ±2.09), and the score of girls (10.81±1.82) was higher than that of boys (10.19±2.30) ( t=10.09, P <0.01). The HPV vaccination willingness rate of college students was 65.6%, and the rate was higher in girls than in boys (67.1%,64.1%, χ 2=4.75, P <0.05). Multi factor Logistic regression analysis showed that ethnicity and HPV testing were related factors that affected college students willingness to vaccinate (minority: OR boy =1.23, OR girl =1.35; previous HPV testing: OR boy =0.56, OR girl =0.59); boys willingness to vaccinate was related to the number of sexual partners ( OR =0.60), family history of cancer ( OR =0.65), and sexual behavior related HPV knowledge scores ( OR =0.89), while girls willingness to vaccinate was related to bisexual sexual orientation ( OR =0.59), previous HIV testing ( OR =0.60), and HPV and vaccine basic knowledge scores ( OR =0.86) (all P <0.05).
Conclusions
College students in Guizhou Province have higher HPV vaccine related knowledge scores and are more willing to vaccinate, and those above are higher in girls than in boys. Health education content should be optimized based on gender differences, and promote the willingness and behavior of HPV vaccination among college students.
4.Interpretation of the group standard of " Humanistic Caring Management Standards for Patients in the Operating Room"
Ruiying YU ; Xinyue MIAO ; Qingmin ZHANG ; Yilan LIU ; Shujie GUO ; Huiling LI ; Guo CHEN ; Chunlan ZHOU ; Ting LIU ; Shuhua DENG ; Hongzhen XIE ; Yu CHENG ; Yinglan LI ; Yanlan MA ; Xia XIN ; Yanjin LIU ; Yongyi CHEN ; Gendi LU ; Xiaoqin GAN ; Feng XU ; Zuwei XIA ; Li HE ; Qinqin CHEN ; Fukang ZHANG ; Songmei WU ; Yi LI ; Wenjuan ZHOU
Chinese Journal of Hospital Administration 2025;41(7):512-517
Humanistic caring for patients in the operating room refers to providing the whole process of caring medical services for patients in the operating room. In order to standardize humanistic caring services for patients in the operating room of medical institutions, improve the comprehensive service level of the operating room, and enhance the surgical experience of patients, the Chinese Association for Life Care released the group standard " Humanistic Caring Management Standards for Patients in the Operating Room" in December 2023. This article interpreted the basic requirements for humanistic caring of patients in the operating room, the environment and facilities for humanistic caring, the procedures and measures for humanistic caring, and the quality management framework, aiming to assist administrators and clinical practitioners across various levels of medical institutions in accurately understanding and effectively implementing the standard, and to provide essential textual reference and practical guidance for promoting the application of the standard.
5.Survey on application status of small pressure steam sterilizers in dental institutions
Jingcheng WEN ; Wei ZHANG ; Shuming SHEN ; Lu GAN ; Chunli WANG ; Xiaoguang LI ; Ting SHUAI ; Xiue LI
Chinese Journal of Nosocomiology 2025;35(19):3010-3014
OBJECTIVE To investigate the management status of small pressure steam sterilizers in dental institu-tions across seven major regions of China and provide references for establishing standardized monitoring and eval-uation protocols for sterilization efficacy.METHODS From Aug.to Nov.2023,a convenience sampling method was employed to select 885 dental institutions of various levels from seven geographical regions.An online survey using a self-designed questionnaire was conducted to assess the management status of small pressure steam steri-lizers in dental institutions.RESULTS A total of 885 questionnaires were distributed,with 770 valid responses col-lected,covering 770 dental institutions at all levels.The survey involved 2 056 small pressure steam sterilizers,of which 43.14%were pre-vacuum type and 89.40%were benchtop models.Tertiary dental institutions had the high-est proportion of imported small pressure steam sterilizers(60.15%),with most devices in use for 5-10 years(36.88%).Secondary and low er-level institutions predominantly used domestically produced small pressure steam sterilizers(74.60%),which used for 3-5 years accounting for the highest proportion(34.29%).While 85.58%of dental institutions employed dedicated sterilization personnel,only 45.84%performed proper maintenance for small pressure steam sterilizers.Training rates were 80.00%for department of stomatology in ungraded general hospitals and primary medical institutions,76.19%in prejob and 71.43%during the work for department of sto-matology in primary clinics,respectively.CONCLUSIONS Although most dental institutions demonstrate sound policy formulation,challenges persist in equipment maintenance,policy implementation and grassroots training.Future efforts should be made on strengthening maintenance and inspection of equipment,enhancing sys-tem supervisory mechanisms,and optimizing training systems to ensure dental treatment safety.
6.Observation on the Clinical Efficacy of Yifei Fumai Tang Combined with Comprehensive Western Medicine Treatment in the Treatment of Difficulty Offline and Intensive Care Unit-Acquired Weakness
Chun-ping ZOU ; Wen-shui LOU ; Yan HU ; Zong-lin RAO ; Lu GAN ; Qiu-xia GUAN
Progress in Modern Biomedicine 2025;25(19):3147-3153,3161
Objective:To observe the application value of Yifei Fumai Tang in the treatment of difficulty offline and intensive care unit-acquired weakness(ICU-AW).Methods:Used random number table method,60 patients with difficulty offline and ICU-AW who were admitted to our hospital from June 2022 to June 2024 were divided into control group(received conventional Western medicine comprehensive treatment,n=30)and study group(received Yifei Fumai Tang treatment in addition to the control group,n=30).Medical Research Council(MRC),Barthel Index(BI)scores,clinical indicators(total mechanical ventilation time,weaning success rate,secondary intubation rate,ICU stay,and mobilization time),diaphragm thickness,diaphragm mobility,and incidence of adverse reactions between two groups were compared.Results:Compared with the control group at 7 d after treatment and 14 d after treatment,the MRC and BI scores in the study group were higher(P<0.05).Compared with the control group,the study group had lower rate of secondary intubation rate,shorter total mechanical ventilation time,ICU stay time,and mobilization time,higher weaning success rate,and greater diaphragm thickness,diaphragm mobility(P<0.05).There was no significant difference in the incidence of adverse reactions between the two groups(P>0.05).Conclusion:Yifei Fumai Tang combined with Western Medicine in the treatment of Difficulty Offline and ICU-AW,can effectively improve the prognosis of patients,shorten total mechanical ventilation time,ICU stay,mobilization time,increase weaning success rate,and improve respiratory function.
7.Practical research on the international course "Respiratory and Cancer Precision Medicine"
Ying YUAN ; Haiyun DAI ; Lu GAN ; Minmin LI ; Sirong LI ; Dan ZHU
Chinese Journal of Medical Education Research 2025;24(5):593-598
The goal of medical talent training under the new medical science concept is to comprehensively enhance the quality of medical education and cultivate high-quality medical talents with interdisciplinary integration, innovation spirit, and an international perspective to meet the demands of the new era. To achieve this goal, the joint education program between Chongqing Medical University and the University of Leicester integrates comprehensive quality development into the undergraduate medical education system, introducing the cutting-edge international course "Respiratory and Cancer Precision Medicine". This course centers on precision medicine, spanning respiratory diseases and oncology, and uses a clinical-basic cyclical integrated course design with a highly-informationized blended teaching model. Students have gained a close integration of clinical practice and research capabilities, significantly enhancing their inquiry spirit, critical thinking, independent learning, and higher-order cognitive skills. They also engage in innovative thinking and interdisciplinary collaboration within an international context to better address complex medical issues. This paper provides a detailed analysis of the practice and research of the introduced course, offering valuable insights for cultivating high-quality medical talents.
8.Established cell model and mechanism of visceral hypersensitivity and nerve hyperplasia in IBS using P815 and N2a co-culture
Hongbin LI ; Chunli GAN ; Xiangyu XIE ; Shan LIU ; Qin LU ; Wei KE ; Shi-yu QI ; Yusheng HUANG ; Hongmei TANG
Chinese Journal of Pathophysiology 2025;41(4):825-832
AIM:To establish a cell model of visceral hypersensitivity and nerve hyperplasia in irritable bowel syndrome(IBS)by conducting an in vitro co-culture of mouse P815 mast cells and N2a nerve cells and explore its possible mechanism.METHODS:Enzyme-linked immunosorbent assay(ELISA)with three replicates was used to confirm the C48/80-induced P815 degranulation.The length of neurites was observed under bright field microscopy to determine the number of differentiated neurons,thereby selecting the concentration of retinoic acid(RA)for stimulating the differentia-tion of N2a cells,with four replicates.A co-culture system of P815 and N2a cells was established using Transwell cham-bers with four replicates.The following groups were established:N2a cells cultured alone,N2a cells co-cultured with P815 cells,N2a cells co-cultured with P815 cells plus C48/80,and N2a cells plus RA group.After co-culturing,the num-ber of differentiated N2a cells was observed under bright field.The expression of nerve growth factor(NGF),tyrosine ki-nase receptor A(TRKA),growth-associated protein-43(GAP43),neuron-specific enolase(NSE),synapsin(SYN),and postsynaptic density protein-95(PSD-95)at both protein and gene levels in N2a cells was detected using Western blot and polymerase chain reaction(PCR),with four replicates.RESULTS:The best condition for N2a differentiation was stimulation with 10 μmol/L RA for 24 hours,whereas the best condition for degranulation was stimulation of P815 cells with 20 mg/L C48/80 for 24 hours.Compared with N2a cells cultured alone,the differentiation ratio of the N2a+P815+C48/80 and N2a+RA groups was significantly increased(P<0.01),and the protein and mRNA expressions of NGF,TRKA,GAP43,NSE,SYN,and PSD-95 were significantly increased(P<0.05).CONCLUSION:Our results revealed that mast cell degranulation enhances the level of nerve hyperplasia in enteric nerve cells and promotes changes in nerve structure and function.Synaptic remodeling regulated by abnormal expression of key proteins such as NGF,TRKA,and GAP43 is involved in the nerve hyperplasia induced by mast cell degranulation.
9.Application effect of multilevel nursing featured case bank in clinical teaching of professional postgraduate nursing students
Shengwei ZOU ; Caiju LU ; Yan LIU ; Xiaoyu LI ; Yang YANG ; Qin GAN ; Jinhua TANG
Chinese Journal of Medical Education Research 2025;24(8):1136-1141
Objective:To construct a multilevel nursing featured case bank, and to explore the effect of the case bank in clinical teaching of professional postgraduate nursing students, and to provide new ideas for teaching reform.Methods:Sixty professional postgraduate nursing students who interned in the First Affiliated Hospital of Nanchang University from May to September 2022 and from May to September 2023 were selected. The 30 professional postgraduate nursing students who interned from May to September 2022 were included in the control group, and the 30 professional postgraduate nursing students who interned from May to September 2023 were included in the intervention group. The control group was taught by the teaching teacher using the traditional teaching courseware of the internship department and instructed by the teaching teacher for taking care of the real patients and writing nursing records. The intervention group employed the multilevel nursing featured case bank for teaching on this basis. The autonomous learning ability and critical thinking ability were compared between the two groups before and after 2 months of intervention, respectively, and the satisfaction to the case bank was evaluated. The SPSS 25.0 statistical software was used for t-test and chi-square test. Results:After 2 months of teaching, the autonomous learning ability and critical thinking ability scores were (104.50±7.20) points and (283.73±19.42) points in the control group and (113.27±4.90) points and (304.60±13.40) points in the intervention group, and the differences between the two groups were statistically significant ( P<0.05). Twenty-seven (90.00%) students were satisfied with the multilevel nursing featured case bank. Conclusions:Application of the multilevel nursing featured case bank to clinical teaching can effectively improve the autonomous learning ability and critical thinking ability of professional postgraduate nursing students. It is an effective way to cultivate professional postgraduate nursing students.
10.Troubleshooting of B.Braun's EcoMix central liquid supply system:Three case reports
Jian-ming SU ; An LU ; Shao-kang CUI ; Yang-qing GAN
Chinese Medical Equipment Journal 2025;46(7):109-113
The composition of B.Braun's EcoMix central liquid supply system was described.Three common faults of B.Braun's EcoMix central liquid supply system were explored in terms of the cause and elimination method.Some improving measures were put forward to solve the problems in leakage and density deviation.References were provided for medical engineers to treat similar faults.[Chinese Medical Equipment Journal,2025,46(7):109-113]


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