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.Effect of accommodation on peripheral refraction in myopic patients
Lu GAN ; Wentao DENG ; Jifang WANG ; Wuxiao ZHAO
International Eye Science 2025;25(12):1914-1918
AIM: To investigate the effect of accommodation on peripheral refraction in patients with myopia.METHODS: Cross-sectional study. A total of 105 patients(105 eyes)with myopia were consecutively recruited in this study. According to the degree of myopia, patients were divided into high myopia(SE≤-6.00 D), moderate myopia(-6.00 D
5.Relationship of physical fitness index with depressive, anxiety and stress symptoms among college students
Chinese Journal of School Health 2025;46(11):1615-1620
Objective:
To investigate the association between the physical fitness index (PFI) and symptoms of depressive, anxiety and stress symptoms among college students, providing a reference for mental health interventions.
Methods:
From June to September 2025, combined convenience and cluster random sampling approach was used to administer questionnaire surveys and perform physical fitness tests on 2 712 college students from Zhejiang Chinese Medical University. The Depression Anxiety Stress Scales-21 Items (DASS-21) was used to assess mental health status. Chi square test and multivariate Logistic regression analysis were used to determine the associations between the PFI and the PFI component indicators with depressive, anxiety and stress symptoms.
Results:
The prevalence of depressive, anxiety and stress among college students were 24.26%, 33.22% and 13.68%, respectively. Statistically significant differences in the prevalence of these symptoms were detected across groups differing in sleep quality, physical activity, weekly breakfast frequency, and history of low back or neck pain ( χ 2=9.33-151.83, all P <0.05). After adjusting for confounding factors, Logistic regression revealed that the moderate and high PFI groups had significantly reduced risks of depressive and anxiety compared to the low PFI group ( OR =0.73, 0.63; 0.61, 0.72, all P <0.05). Poor speed (50 m run) and lower body strength (standing long jump) emerged as common risk factors affecting anxiety and depressive symptoms in both male and female college students (all P <0.05). Increased muscle strength (sit up for 1 min) in female students reduced the risk of depressive ( OR =0.81), anxiety ( OR =0.85), and stress symptoms ( OR =0.79) (all P <0.05). Enhanced lung capacity in male students decreased the risk of depressive ( OR =0.84) and anxiety symptoms ( OR =0.85) (both P <0.05).
Conclusions
The PFI is negatively correlated with depressive and anxiety symptoms among college students with notable gender differences. Insufficient speed and lower body explosive power represent common risk factors for mental health among male and female college students.
6.Disparities in ethnicity and metabolic disease burden in referrals to nephrology.
Yan Ting CHUA ; Cheang Han LEO ; Horng Ruey CHUA ; Weng Kin WONG ; Gek Cher CHAN ; Anantharaman VATHSALA ; Ye Lu Mavis GAN ; Boon Wee TEO
Singapore medical journal 2025;66(6):301-306
INTRODUCTION:
The profile of patients referred from primary to tertiary nephrology care is unclear. Ethnic Malay patients have the highest incidence and prevalence of kidney failure in Singapore. We hypothesised that there is a Malay predominance among patients referred to nephrology due to a higher burden of metabolic disease in this ethnic group.
METHODS:
This is a retrospective observational cohort study. From 2014 to 2018, a coordinator and physician triaged patients referred from primary care, and determined co-management and assignment to nephrology clinics. Key disease parameters were collated on triage and analysed.
RESULTS:
A total of 6,017 patients were studied. The mean age of patients was 64 ± 16 years. They comprised 57% men; 67% were Chinese and 22% were Malay. The proportion of Malay patients is higher than the proportion of Malays in the general population (13.4%) and they were more likely than other ethnicities to have ≥3 comorbidities, including diabetes mellitus, hypertension, hyperlipidaemia, coronary artery disease and stroke (70% vs. 57%, P < 0.001). Malay and Indian patients had poorer control of diabetes mellitus compared to other ethnicities (glycated haemoglobin 7.8% vs. 7.4%, P < 0.001). Higher proportion of Malay patients compared to other ethnicities had worse kidney function with estimated glomerular filtration rate (eGFR) <30 mL/min/1.73 m 2 on presentation (28% vs. 24%, P = 0.003). More ethnic Malay, Indian and younger patients missed appointments.
CONCLUSION
A disproportionately large number of Malay patients are referred for kidney disease. These patients have higher metabolic disease burden, tend to miss appointments and are referred at lower eGFR. Reasons underpinning these associations should be identified to facilitate efforts for targeting this at-risk population, ensuring kidney health for all.
Humans
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Male
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Female
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Retrospective Studies
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Middle Aged
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Singapore/epidemiology*
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Referral and Consultation/statistics & numerical data*
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Aged
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Nephrology
;
Glomerular Filtration Rate
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Metabolic Diseases/epidemiology*
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Ethnicity
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Diabetes Mellitus/epidemiology*
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Malaysia/ethnology*
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Adult
7.Effect of Shixiang plaster on promoting wound healing of diabetic foot ulcer
Lu GAN ; Yu LENG ; Dan YUAN ; Liping JIN ; Yonghong JIANG ; Mengyun XIAO ; Xiuya REN ; Wei XIE
Chinese Journal of Nosocomiology 2025;35(10):1466-1471
OBJECTIVE To observe the effect of Shixiang plaster on promoting the wound healing of diabetic foot ulcer.METHODS Totally 50 male SPF grade SD rats were prepared to establish the diabetic models by feeding with high glucose and high fat forage and intraperitoneal injection of streptozotocin,the rats models that were es-tablished successfully were randomly divided into the model group,the Shixiang plaster group and the Kangfuxin solution group.The models of diabetic ulcers were established.The Shixiang plaster group was treated with exter-nal Shixiang plaster,the Kangfuxin solution group was given external Kangfuxin solution,and the model group was treated with coverage with sterile gauze.The wound healing status of the rats was observed,the wound tis-sues were collected for bacterial culture and hematoxylin-eosin(HE)staining after drug administration for 14 and 28 days,respectively.The expression levels of nuclear factor-red cell-2-related factor 2(Nrf-2),heme oxygenase-1(HO-1),tumor necrosis factor-α(TNF-α),interleukin-6(IL-6)and vascular endothelial growth factor(VEGF)were detected by immunohistochemistry(IHC),the expression levels of Nrf-2 and HO-1 were detected with the use of Western Blot,and the levels of serum malondialdehyde(MDA),superoxide dismutase(SOD)and reactive oxygen species(ROS)were detected by enzyme-linked immunosorbent assay(ELISA).RESULTS After the drug administration for 14 and 28 days,the wound healing rates of the Shixiang plaster group were(62.15±3.82)%and(81.68±3.83)%,respectively,higher than(47.14±2.80)%and(69.96±6.49)%of the Kangfuxin solu-tion group and(29.14±9.52)%and(57.91±6.63)%of the model group,and there were significant differences(F=21.716,12.626,P=0.002,0.007).The bacterial colony counts of the Shixiang plaster group were less than those of the Kangfuxin solution group and the model group after the drug administration for 14 and 28 days(P<0.05).The result of HE staining showed that the Shixiang plaster group had a better wound healing.The result of IHC indicated that the expression levels of Nrf-2,HO-1 and VEGF of the Kangfuxin solution group and the Shix-iang plaster group were up-regulated after the drug administration for 28 days,while the expression levels of TNF-α and IL-6 were down-regulated.The expression levels of Nrf-2 and HO-1 proteins of the Shixiang plaster group were higher than those of the Kangfuxin solution group and the model group after the drug administration for 14 and 28 days,the levels of serum MDA and ROS of the Shixiang plaster group were lower than those of the Kangfuxin solution group and the model group,and the serum SOD level of the Shixiang plaster group was higher than that of the model group(P<0.05).CONCLUSIONS Shixiang plaster can effectively promote the wound heal-ing of the rats with diabetic foot ulcers and reduce the bacterial colony counts of wound surfaces.The mechanism may be associated with the alleviation of oxidative stress injury by mediating the Nrf-2/HO-1 signaling pathways,promotion of angiogenesis and inhibition of excessive inflammatory reactions.
8.5.0T and 3.0T Coronary Magnetic Resonance Angiography Based on Compressed Sensing Acceleration:A Comparative Study
Shihai ZHAO ; Zhengyu XU ; Yubo GUO ; Gan SUN ; Lu LIN ; Yining WANG
Chinese Journal of Medical Imaging 2025;33(7):706-711
Purpose To compare the 5.0T gradient echo coronary magnetic resonance angiography(CMRA)using compressed sensing(CS)acceleration technology(5.0TCS-CMRA)vs.3.0T gradient echo-CMRA(3.0TCS-CMRA)using CS.Materials and Methods Twenty-five healthy volunteers aged 23 to 30 years from December 16,2023 to January 14,2024 at Peking Union Medical College Hospital,Chinese Academy of Medical Sciences were prospective enrolled in this study.The interval between 3.0TCS-CMRA and 5.0TCS-CMRA was within two weeks.3.0TCS-CMRA used T2 preparation and 5.0TCS-CMRA did not use T2 preparation.The image quality scores,coronary artery length,signal-to-noise ratio(SNR)and contrast-to-noise ratio between coronary blood and adjacent myocardium or tissue(CNRmyo-blood)were evaluated.Results On 5.0TCS-CMRA,the SNR and CNRmyo-blood of the proximal right coronary artery(RCA)in 25 healthy volunteers were significantly higher than those of 3.0TCS-CMRA(SNR:318.07±94.06 vs.223.81±51.19,t=-5.609,P<0.001;CNRmyo-blood:212.75±91.44 vs.149.70±59.53,Z=-3.619,P<0.001),while the SNR and CNRmyo-blood of proximal left anterior descending coronary artery(LAD)and left circumflex coronary artery(LCX)were not significantly higher than those of 3.0TCS-CMRA(SNR:315.52±102.49 vs.306.35±92.85,t=-0.627,P=0.536;289.72±88.79 vs.272.87±84.68,t=-1.226,P=0.232;CNRmyo-blood:135.83±93.53 vs.203.94±74.30,t=4.132,P<0.001;117.66±79.63 vs.161.60±78.91,t=3.127,P=0.005).The length of the three coronary arteries measured by 5.0TCS-CMRA was significantly shorter than that of 3.0TCS-CMRA[RCA:(126.04±31.54)mm vs.(137.20±29.93)mm,t=2.911,P=0.008;LAD:(122.68±24.63)mm vs.(134.24±23.38)mm,Z=-3.026,P=0.002;LCX:(57.07±26.70)mm vs.(68.27±24.02)mm,t=2.552,P=0.018].There was no significant difference in the scanning time required between 3.0TCS-CMRA and 5.0TCS-CMRA[(8.60±2.84)min vs.(8.30±2.32)min,Z=-0.183,P=0.855].The image scores of the three major coronary arteries of 5.0TCS-CMRA were significantly lower than those of 3.0TCS-CMRA(RCA:2.52±0.59 vs.3.16±0.69,Z=-3.258,P=0.001;LAD:2.72±0.74 vs.3.24±0.66,Z=-2.540,P=0.011;LCX:2.44±0.71 vs.3.00±0.87,Z=-2.462,P=0.014).Conclusion In the absence of T2 preparation,5.0TCS-CMRA can still show obvious advantages in the SNR and CNRmyo-blood of proximal RCA compared with 3.0TCS-CMRA,which suggests the application potential of 5.0TCS-CMRA.In the future,a suitable T2 preparation pulse or potential alternative may significantly improve the performance of the 5.0TCS-CMRA.
9.Analysis of the status quo and influencing factors of compliance with prolonged endocrine therapy in hormone receptor-positive breast cancer patients
Lijing NIE ; Lu GAN ; Yunyun CHEN ; Xiaojing DONG ; Shuai LI ; Yiming MIAO ; Nan ZHANG
Journal of Clinical Surgery 2025;33(7):717-721
Objective To investigate the compliance of hormone receptor-positive breast cancer patients with prolonged endocrine therapy and analyze its influencing factors.Methods This study was a retrospective cohort study.A total of 347 patients with breast cancer who received prolonged endocrine therapy in our hospital from June 2017 to March 2023 were selected.Relevant data of the patients were collected and they were divided into two groups according to whether they adhered to prolonged endocrine therapy:the compliance group and the non-compliance group.Using the x2 test to analyze the impact of patients'disease-related data on prolonging compliance with endocrine therapy.Use Logistic regression to analyze its influencing factors.Results Among 347 breast cancer patients who received extended endocrine therapy,during the median follow-up of 28 months(ranging from 12 to 60 months),319 patients(91.9%)adhered to extended endocrine therapy(compliance group),and their treatment compliance was acceptable.Twenty-eight cases(8.1%)of patients did not adhere to prolonged endocrine therapy(non-compliance group).Multivariate analysis showed that the independent factors Influencing the compliance of breast cancer patients with prolonged endocrine therapy were comorbidities and radiotherapy(P<0.05).Conclusion Based on the characteristics of influencing factors,behavioral interventions such as increasing follow-up frequency and strengthening health education content can be implemented for some patients without comorbidities and those who have not received radiation therapy,and to improve treatment compliance.
10.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.


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