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.

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.

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.

ObjectiveTo investigate the application of the novel inflammatory factor adsorption column CA280 combined with low-dose plasma exchange （LPE） in patients with acute-on-chronic liver failure （ACLF）. MethodsA prospective cohort study was designed， and a total of 93 ACLF patients who were admitted to The Ninth Hospital of Nanchang from June 2023 to January 2025 were enrolled and randomly divided into DPMAS+LPE group with 50 patients and CA280+LPE group with 43 patients. In addition to comprehensive medical treatment， the patients in the DPMAS+LPE group received DPMAS and LPE treatment， and those in the CA280+LPE group received CA280 and LPE treatment. The two groups were observed in terms of routine blood test results， liver function parameters， renal function markers， electrolytes， coagulation function parameters， cytokines， adverse events， and 28-day prognosis before surgery （baseline）， during surgery （DPMAS or CA280）， and after surgery （after sequential LPE treatment）. The paired t-test was used for comparison of normally distributed continuous data before and after treatment within each group， and the independent-samples t test was used for comparison between groups； the Wilcoxon signed-rank test was used for comparison of non-normally distributed continuous data before and after treatment within each group， and the Mann-Whitney U test was used for comparison between groups. The chi-square test or the Fisher’s exact test was used for comparison of categorical data between groups， and the Spearman test was used for correlation analysis. ResultsAfter CA280 treatment， the ACLF patients had significant reductions in the levels of cytokines （IL-6， IL-8， IL-10， TNF-α， and IFN-γ）， liver function parameters （ALT， AST， ALP， TBil， DBil， Alb， and glutathione reductase）， and the renal function marker urea nitrogen （all P<0.05）， and in terms of coagulation function parameters， there were significant increases in prothrombin time， activated partial thromboplastin time （APTT）， thrombin time， and international normalized ratio （INR） and significant reductions in prothrombin activity （PTA） and fibrinogen （FIB） （all P<0.05）. Compared with the DPMAS+LPE group， the CA280+LPE group showed better improvements in the serum cytokines IL-8 （Z=-2.63， P=0.009）， IL-10 （Z=-3.94， P<0.001）， and TNF-α （Z=-1.53， P=0.023）， and the two artificial liver support systems had a similar effect in improving liver function （ALT， AST， GGT， GR， TBil， and DBil） （all P >0.05）， but the CA280+LPE group showed a significantly greater reduction in Alb （Z=-2.08， P=0.037）. CA280+LPE was more effective in reducing uric acid （Z=-2.97， P=0.003）. Compared with DPMAS+LPE， CA280+LPE treatment resulted in a significant reduction in INR （Z=-4.01， P<0.001）， a significant increase in APTT （Z=-2.53， P=0.011）， and significant greater increases in PTA （Z=-6.28， P<0.001） and FIB （Z=-3.93， P<0.001）. There were no significant differences in the incidence rates of adverse reactions and the rate of improvement at discharge between the two groups （all P>0.05）. The Spearman correlation analysis showed that IL-6 was significantly correlated with WBC （r=0.22， P=0.042）， TBil （r=0.29， P=0.005）， and FIB （r=-0.33， P=0.003）； IL-8 was positively correlated with APTT （r=0.37， P<0.001） and INR （r=0.25， P=0.013）； TNF-α was significantly correlated with WBC （r=0.40， P<0.001） and TBil （r=0.34， P<0.001）. ConclusionCompared with DPMAS， CA280 combined with LPE can effectively clear proinflammatory cytokines and improve liver function in ACLF patients， but it has a certain impact on Alb and coagulation function. This regimen provides a new option for the individualized treatment of ACLF and can improve the short-term prognosis of patients， but further studies are needed to verify its long-term efficacy.

Objective To analyze risk factors for sleep disorders in patients with chronic heart failure(CHF)and construct a nomogram prediction model.Methods Using simple random sampling,306 hospital-ized CHF patients meeting inclusion criteria were enrolled from four Grade A tertiary hospitals in Guangxi Zhuang Autonomous Region(two in Nanning,one each in Yulin and Guilin)between March 2023 and March 2024.LASSO regression analysis was initially employed for variable screening,followed by logistic regression to identify predictive variables for constructing the nomogram model.Model validation and performance evalua-tion were conducted using receiver operating characteristic(ROC)curves,calibration curves,and clinical decision curves,with internal validation performed through Bootstrap resampling(1 000 iterations).Results The incidence of sleep disorders among the 306 patients was 57.5%(176/306).Logistic regression analysis identified eight independent risk factors for sleep disorders in CHF patients(P＜0.05):age,education level,monthly house-hold income per capita,NYHA cardiac function classification,number of comorbidities,triglyceride levels,ano-rexia,and anxiety.The model demonstrated good discrimination for the AUC of 0.91(95%CI:0.77-0.88)and calibration consistency.Conclusion The prediction model established in this study shows good predictive performance,serving as a valuable reference for healthcare providers to early identify sleep disorders and im-plement preventive care strategies in patients with CHF.

Objective To investigate the effects of high-frequency repetitive transcranial magnetic stimulation(HF-rTMS)applied to the supplementary motor area(SMA)or primary motor cortex(M1)on upper limb function in stroke patients in terms of motor sequence learning.Methods From April,2024 to February,2025,60 inpatients were recruited from the First Affiliated Hospital with Nan-jing Medical University.They were randomly assigned into the control group,SMA group and M1 group,with 20 patients in each group.All the groups received medication and conventional rehabilitation.On this basis,SMA group underwent HF-rTMS on the affected side's SMA,while M1 group received HF-rTMS on the affected side's M1 for two weeks.All the groups were measured with motor evoked potentials(MEP),the serial reaction time(RT)task,Fugl-Meyer Assessment-Upper Extremities(FMA-UE)and modified Barthel Index(MBI)before and after intervention.Results The SMA and M1 groups dropped one case respectively.MEP elicitation rate of the affected side's increased in SMA and M1 groups(P<0.05),and it was better than that in the control group(χ2>4.792,P<0.05).The intra-group effects of RTsequential sequence,FMA-UE and MBI scores were significant(|F|>81.546,P<0.05).The inter-group effects of RTrandom sequence,RTsequential sequence,?RT,and MBI scores were significant(F>3.228,P<0.05).The in-teractive effects of RTrandom sequence,RTsequential sequence,?RT,FMA-UE and MBI scores were significant(|F|>3.520,P>0.05).After intervention,RTsequential sequence,?RT,FMA-UE and MBI scores improved(P<0.05).RTrandom sequence was lower in SMA group than in the control group(P<0.017),RTsequential sequence,?RT,FMA-UE and MBI scores im-proved more in SMA and M1 groups than in the control group(P<0.05),but no significant difference was found between the SMA group and the M1 group(P>0.05).Conclusion HF-rTMS applied to the affected SMA or M1 can activate motor sequence learning and promote the recov-ery of upper limb function in stroke patients.

Objective:To investigate the correlation between uterine volume and intrauterine adhesion (IUA).Methods:From June 2018 to November 2019, totally 7 007 patients who underwent hysteroscopy in outpatient operating rooms of Gynecological Minimally Invasive Center, Beijing Obstetrics and Gynecology Hospital were retrospectively analyzed . Patients of reproductive age with IUA without uterine fibroids and adenomyosis were selected as IUA group, and patients of reproductive age without uterine fibroids and adenomyosis without IUA during the same period were selected as the control group. The propensity score matching (PSM) method was used to perform 1∶1 matching for the two groups of patients, matching variables included age, height, weight, body mass index (BMI), gravidity, parity, and number of abortion curettage. Whether there was any difference in uterine volume between the two groups of patients was compared, and whether uterine volume was an influencing factor of IUA was explored. The patients in IUA group were also categorized into mild, moderate and severe to explore whether uterine volume influenced the severity of IUA. Results:(1) After inclusion and exclusion criteria, 351 patients were included in IUA group and 2 986 patients in the control group. With PSM, 327 patients in IUA group and 327 patients in the control group were finally enrolled in this study. There were no statistically significant differences in age, height, weight, BMI, gravidity, parity, and number of abortion curettage between the two groups of patients after matching (all P>0.05). (2) After PSM, there was a significant difference between the uterine volume of IUA group (median: 44.23 cm 3) and the uterine volume of the control group (median: 57.20 cm 3; P<0.001). (3) Reduced uterine volume ( OR=0.961, 95% CI: 0.952-0.970) was an independent risk factor for IUA ( P<0.001). (4) Uterine volume had a significant effect on the severity of IUA ( P<0.001), the larger the uterine volume ( B=-0.030, 95% CI: -0.044 to -0.017), the less severe the IUA. Conclusions:Reduced uterine volume is an independent risk factor for IUA, and uterine volume has a significant effect on the severity of IUA. In patients with small uterine volume size, primary and secondary prevention of IUA should be emphasized.

Objective:To investigate the predictive value of uterine volume for intrauterine adhesion (IUA) caused by endometrial injury, and to provide a new perspective for the primary prevention of IUA.Methods:The clinical data of 7 007 patients of reproductive age who underwent outpatient hysteroscopy in the Gynecological Minimally Invasive Center, Beijing Obstetrics and Gynecology Hospital from June 2018 to November 2019 were retrospectively analyzed. Patients of reproductive age with IUA without uterine fibroids and adenomyosis were selected as the IUA group (351 cases), and patients of reproductive age without uterine fibroids and adenomyosis and without IUA during the same period were selected as the control group (2 986 cases). The uterine volume was compared between the two groups. Multivariate binary logistic regression analysis was used to determine whether uterine volume was an independent factor for the occurrence of IUA. Ordinal multinomial logistic regression was used to analyze the correlation between uterine volume and menstrual volume in IUA patients. Receiver operating characteristic (ROC) curve was used to analyze the predictive value of uterine volume for IUA caused by endometrial injury.Results:(1) The uterine volume of the IUA group was significantly smaller than that of the control group (median: 44.15 vs 62.59 cm 3; Z=-15.742, P<0.001). (2) Multivariate binary logistic regression analysis showed that decreased uterine volume was an independent risk factor for IUA ( OR=0.184, 95% CI: 0.139-0.245; P<0.001). (3) The area under the ROC curve of uterine volume to predict IUA was 0.756, and the optimal cut-off value of uterine volume to predict IUA was 51.49 cm 3. (4) The risk of IUA caused by endometrial injury in patients with uterine volume≤51.49 cm 3 was 4.658 times higher than that in patients with uterine volume>51.49 cm 3 (95% CI: 3.681-5.893; P<0.001). (5) The smaller the uterine volume ( β=-0.032, 95% CI:-0.046 to -0.018; P<0.001), the more likely the IUA patients were to have menorrhagia and amenorrhea. Conclusions:Uterine volume has a certain predictive value for the occurrence of IUA caused by endometrial injury. For patients with small uterine volume, it is necessary to be alert to the occurrence of IUA caused by endometrial injury and improve the awareness of primary prevention.

OBJECTIVE To summarize the procedural management practice of hospital infection review for new medical technologies and projects so as to provide references for other medical institutions.METHODS The data with the respect to review of new technologies and projects were collected from Zhejiang Provincial Hospital of Chinese Medicine between 2018 and 2023,and the process of review and management practice were summarized.The potential risk for infection was evaluated by establishing the evaluation indexes for nosocomial infection man-agement of new technologies and projects and conducting procedural management of the review so as to make clear of the corresponding prevention and control measures.The tracking closed-loop management was carried out for the new technologies and projects that have been already implemented.RESULTS Totally 629 items of new medical technologies and projects were involved in the review and tracking closed-loop management,including 499(79.33％)medical technologies and pharmacy-related projects and 130(20.67％)nursing.The result of review showed that there were 606(96.34％)items with'approval',14(2.23％)items with'approval after revision',3(0.48％)items with'approval after reexamination,and 6(0.95％)items with'disapproval'.The result of risk as-sessment indicated that there were 5(0.79％)items of high-risk projects and 624(99.21％)items of low-risk pro-jects.There was no severe nosocomial infection or infection cluster incident during the tracking of clinical applica-tion of the approved items.CONCLUSION The risk of nosocomial infection has been controlled from the origin through the practice,which further standardizes the clinical application of the new technologies and projects and provides evidence for normalized application of the new technologies and projects in the medical institutions.

Objective:To investigate the clinical effect of indocyanine green angiography (ICGA)-assisted design and harvest of expanded flaps for scar reconstruction.Methods:This study was a retrospective observational study. From April 2019 to August 2023, 19 patients with scars (8 males, 11 females; aged 3-38 years) treated at the Plastic Surgery Hospital of Peking Union Medical College and Chinese Academy of Medical Sciences met the inclusion criteria. The scars were distributed on the head, face, trunk, and extremities. In stage Ⅰ surgery, skin soft tissue expanders were implanted in suitable areas around the scars for skin soft tissue expansion. In stage Ⅱ surgery, the scar tissue was excised, resulting in wound areas ranging from 100 to 210 cm 2, and expanded flaps were designed. ICGA was used to identify target perforators and their accompanying veins, and the flap design was adjusted to ensure the inclusion of complete arterial and venous axes. The expanded flap with an area of 120 to 240 cm2 was harvested using unilateral back-cut technique and transferred to the recipient site, and the donor site wound was sutured directly. The durations of the arterial and venous phases of ICGA during flap design were recorded. The length-to-width ratios of the back-cut flaps were calculated for different regions. After stage Ⅱ surgery, the blood perfusion and survival of the flap, the wound healing at the donor site, and the occurrence of complications were observed. During follow-up, the appearance, color, and texture of the patient's flap were observed. Results:The arterial phase of ICGA lasted 10-27 (18±5) s, and the venous phase lasted 78-116 (100±10) s. The length-to-width ratios of the back-cut flaps were 1.22±0.32, 1.63±0.12, and 1.15±0.21 for the head and neck, trunk, and limb regions, respectively. After stage Ⅱ surgery, one patient had a large area of insufficient blood perfusion in the flap. By comparing ICGA images before and after flap transfer, the sutures at the oral commissure were loosened, the blood flow of the flap was restored. The blood perfusion of the flaps in other patients was good. All flaps survived completely, with well-healed donor site wounds and no complications. During 0.5-14.0 months of follow-up, all flaps of patients demonstrated excellent appearance, with color and texture matching the surrounding skin.Conclusions:As a means of superficial blood flow visualization, ICGA can not only clearly show the microvascular distribution of the expanded flap before operation, assist in optimizing the design of the flap, but also evaluate the blood perfusion of the flap after operation, reduce the occurrence of complications, and provide a full-process navigation for the harvesting of expanded flaps, thereby improving the safety of flap transfer for scar reconstruction.