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.Empirical study of input, output, outcome and impact of community-based rehabilitation stations
Xiayao CHEN ; Ying DONG ; Xue DONG ; Zhongxiang MI ; Jun CHENG ; Aimin ZHANG ; Didi LU ; Jun WANG ; Jude LIU ; Qianmo AN ; Hui GUO ; Xiaochen LIU ; Zefeng YU
Chinese Journal of Rehabilitation Theory and Practice 2026;32(1):83-89
ObjectiveTo investigate the present situation of input, output, outcome and impact of all registered community-based rehabilitation stations in Inner Mongolia in China, and analyze how the input predict the output, outcome and impact. MethodsFrom March 1st to April 30th, 2025, a questionnaire survey was conducted on all registered community-based rehabilitation stations in Inner Mongolia, covering four dimensions: input, output, outcome and impact. A total of 1 365 questionnaires were distributed. The input included four items: laws and policies, human resources, equipment and facilities, and rehabilitation information management. The output included two items: technical paths and benefits/effectiveness. The outcome included three items: coverage rates, rehabilitation interventions and functional results. The impact included two items: health and sustainability. Each item contained several questions, all of which were described in a positive way. Each question was scored from one to five. A lower score indicated that the situation of the community-based rehabilitation station was more in line with the content described in the question. Regression analysis was performed using the total score of each item of input dimension as independent variables, and the total scores of the output, outcome and impact dimensions as dependent variables. ResultsA total of 1 262 valid questionnaires were collected. The mean values of input, output, outcome and impact of community-based rehabilitation stations were 1.827 to 1.904, with coefficient of variation of 45.892% to 49.239%. The regression analysis showed that, rehabilitation information management, human resources, and laws and policies significantly predicted the output dimension (R² = 0.910, P < 0.001). Meanwhile, all four items in the input dimension predicted both the outcome (R² = 0.850, P < 0.001) and impact dimensions (R² = 0.833, P < 0.001). ConclusionInput, output, outcome and impact of the community-based rehabilitation stations in Inner Mongolia were generally in line with the content of the questions, although some imbalances were observed. Additionally, the input of community-based rehabilitation stations could significantly predict their output, outcome and impact.
3.Integrated network pharmacology analysis and cellular evidence reveal the mechanisms of Myristica fragrans against atherosclerosis
Shuxian LU ; Zhiling ZHOU ; Yifeng ZHANG ; Jun YU
Acta Universitatis Medicinalis Anhui 2026;61(4):618-627
ObjectiveTo explore the potential mechanisms by which Myristica fragrans prevents and treats atherosclerosis (AS). MethodsThe major active components of Myristica fragrans and their shared targets with AS were obtained from databases. The shared targets were subjected to pathway enrichment analysis and PPI network construction using the ClusterProfile package and the STRING database. Molecular docking between key targets and major active components was performed using AutoDock. Gene expression data from early and late, as well as stable and unstable AS plaques, were used to validate changes of key targets and major pathways during AS progression. Western blot, flow cytometry, YO-PRO-1/PI staining, and TUNEL staining were applied to verify the main mechanisms. ResultsNine active components of Myristica fragrans interacted with 293 AS-related targets, among which eight components acted on an average of 57.0% of the shared targets. Gene ontology (GO) and Kyoto encyclopedia of genes and genomes (KEGG) enrichment analyses indicated that the anti-AS effects mainly involved oxidative stress, inflammation, lipid metabolism, fluid shear stress, and apoptosis pathways. PPI network revealed JUN, CASP3, MAPK3, and AKT1 as key targets mainly involved in regulating apoptosis. Molecular docking showed stable binding conformations and high affinities between major components and these targets. Integrated analysis of gene expression in early and late, as well as stable and unstable AS plaques, showed significant enrichment of leukocyte apoptosis pathways in late and unstable plaques. Cell experiments further confirmed that Myristica fragrans significantly reduced Cleaved-CASP3(P=0.04)and p-MAPK3(P=0.000 3)levels, increased p-AKT1(P=0.004)levels, and inhibited macrophage apoptosis. ConclusionMyristica fragrans potentially interferes with AS development by modulating pathways related to oxidative stress, inflammation, lipid metabolism, fluid shear stress, and apoptosis, with CASP3, MAPK3, and AKT1 serving as key targets mediating its anti-apoptotic and anti-AS effects.
4.Application of Non-invasive Deep Brain Stimulation in Parkinson’s Disease Treatment
Yu-Feng ZHANG ; Wei WANG ; Zi-Jun LU ; Jiao-Jiao LÜ ; Yu LIU
Progress in Biochemistry and Biophysics 2025;52(5):1196-1205
Parkinson’s disease (PD) is a common neurodegenerative disorder that significantly impacts patients’ independence and quality of life, imposing a substantial burden on both individuals and society. Although dopaminergic replacement therapies provide temporary relief from various symptoms, their long-term use often leads to motor complications, limiting overall effectiveness. In recent years, non-invasive deep brain stimulation (DBS) techniques have emerged as promising therapeutic alternatives for PD, offering a means to modulate deep brain regions with high precision without invasive procedures. These techniques include temporal interference stimulation (TIs), low-intensity transcranial focused ultrasound stimulation (LITFUS), transcranial magneto-acoustic stimulation (TMAS), non-invasive optogenetic modulation, and non-invasive magnetoelectric stimulation. They have demonstrated significant potential in alleviating various PD symptoms by modulating neural activity within specific deep brain structures affected by the disease. Among these approaches, TIs and LITFUS have received considerable attention. TIs generate low-frequency interference by applying two slightly different high-frequency electric fields, targeting specific brain areas to alleviate symptoms such as tremors and bradykinesia. LITFUS, on the other hand, uses low-intensity focused ultrasound to non-invasively stimulate deep brain structures, showing promise in improving both motor function and cognition in PD patients. The other three techniques, while still in early research stages, also hold significant promise for deep brain modulation and broader clinical applications, potentially complementing existing treatment strategies. Despite these promising findings, significant challenges remain in translating these techniques into clinical practice. The heterogeneous nature of PD, characterized by variable disease progression and individualized treatment responses, necessitates flexible protocols tailored to each patient’s unique needs. Additionally, a comprehensive understanding of the mechanisms underlying these treatments is crucial for refining protocols and maximizing their therapeutic potential. Personalized medicine approaches, such as the integration of neuroimaging and biomarkers, will be pivotal in customizing stimulation parameters to optimize efficacy. Furthermore, while early-stage clinical trials have reported improvements in certain symptoms, long-term efficacy and safety data are limited. To validate these techniques, large-scale, multi-center, randomized controlled trials are essential. Parallel advancements in device design, including the development of portable and cost-effective systems, will improve patient access and adherence to treatment protocols. Combining non-invasive DBS with other interventions, such as pharmacological treatments and physical therapy, could also provide a more comprehensive and synergistic approach to managing PD. In conclusion, non-invasive deep brain stimulation techniques represent a promising frontier in the treatment of Parkinson’s disease. While they have demonstrated considerable potential in improving symptoms and restoring neural function, further research is needed to refine protocols, validate long-term outcomes, and optimize clinical applications. With ongoing technological and scientific advancements, these methods could offer PD patients safer, more effective, and personalized treatment options, ultimately improving their quality of life and reducing the societal burden of the disease.
5.The curative effect of HAIC combined with PD1 inhibitors and anti-angiogenesis therapy for advance hepatocellular carcinoma
Shitao LU ; Yapan GUO ; Wencong FENG ; Jun YANG ; Yu YIN ; Zhi LI
Journal of Interventional Radiology 2025;34(7):724-729
Objective To discuss the curative effect of hepatic arterial infusion chemotherapy(HAIC)combined with programmed death receptor-1(PD-1)inhibitors and anti-angiogenesis therapy for BCLC stage C hepatocellular carcinoma(HCC).Methods The patients with HCC of BCLC stage C,who received HAIC combined with PD-1 inhibitors and anti-angiogenesis therapy at the First Affiliated Hospital of Soochow University of China from January 2021 to December 2023,were collected for this study.The time from the start of treatment to complete remission(CR)of disease,the dynamic changes in alpha-fetoprotein(AFP)levels and the recurrence during follow-up period were analyzed.The relevant literature of the above triple regimen for HCC was searched from PubMed database and its curative effect was analyzed.Results Of the 214 HCC patients treated with triple therapy regimen,9(4.2%)achieved CR.The time from the start of treatment to CR was 2-10 months.The patients were followed up for 5-20 months.The time of AFP level returning to normal value was from 79 to 259 days.One patient developed recurrence 10 months after CR,and the other 8 patients maintained the CR status.A total of 12 articles were retrieved,the reported CR rates ranged from 0 to 16.5%.Conclusion A CR can be achieved in a few patients with advanced HCC treated with HAIC combined with PD-1 inhibitors and anti-angiogenesis therapy.
6.CURRENT DISTRIBUTION OF AEDES AEGYPTI IN LEIZHOU PENINSULA,ZHANJIANG CITY,GUANGDONG PROVINCE
Rui-Peng LU ; Jin-Hua DUAN ; Yu-Wen ZHONG ; Hui DENG ; Jun WU ; Li-Ping LIU ; Wei-Xiong YIN ; Feng XING ; Hui HUANG ; Chang-Jie FU ; Zong-Jing CHEN ; Ming-Ji CHENG ; Sheng-Jun HU ; Ya-Ting CHEN ; Wen-Ting GUO ; Li-Feng LIN
Acta Parasitologica et Medica Entomologica Sinica 2025;32(1):16-21
Objective To investigate the status of population dynamics and distribution changes of Aedes aegypti in Guangdong Province.Methods Continuous monitoring was conducted from May 2018 to July 2024 in Wushi Town and Qishui Town,Leizhou City,Zhanjiang City,Guangdong Province.Additionally,a survey of the distribution of Ae.aegypti along the Leizhou Peninsula coast was carried out.Results The density of Ae.aegypti in Zhanjiang showed a gradual decline from 2018 to 2024.The last detection of adult Ae.aegypti in Wushi Town was in September 2021,and the last larva was found in October 2023.No Ae.aegypti was detected in Qishui Town during surveys from 2021 to 2024.A survey of 18 coastal villages in the Leizhou Peninsula revealed no detections of Ae.aegypti.Conclusions This study provides a basis for understanding the distribution and population density fluctuations of Ae.aegypti,assessing its invasion risk,and scientifically conducting relevant prevention and control efforts.
7.Focusing on the status, challenges and countermeasures of mpox susceptibility in children
Qinghua LU ; Dingle YU ; Xiang MA ; Jun YIN ; Lin MA ; Yonghong YANG
Chinese Journal of Dermatology 2025;58(10):910-913
Since the global outbreak in 2022, the mpox epidemic has evolved from an African endemic to a public health emergency of international concern. The 2024 mpox outbreak in the Democratic Republic of the Congo caused by the Clade Ⅰb lineage is yet another wake-up call, with markedly higher prevalence and fatality rates observed among children under 15 years of age, thereby presenting new challenges for the children. Therefore, it is necessary to strengthen prevention and control, block mother-to-child transmission routes, and establish innovative models with active community participation to reduce the risk of mpox transmission. In the future, it is urgent to analyze molecular mechanisms underlying the mother-to-child transmission of the virus, develop targeted antiviral drugs, establish a pediatric critical disease scoring system, and incorporate mpox vaccines into the World Health Organization′s expanded programme on immunization.
8.Clinical characteristics and oncological outcomes of patients with clear cell borderline ovarian tumor
Jun LI ; Wei-yong GU ; Jie-yu WANG ; Bei-bei WU ; Xin LU ; Rui-fang CHEN
Fudan University Journal of Medical Sciences 2025;52(1):55-62
Objective To explore the clinical and pathological characteristics and oncological outcomes of clear cell borderline ovarian tumor(CCBOT),and provide guidance for the diagnosis and treatment of this disease in the future.Methods A total of 23 CCBOT patients who underwent surgical treatment in our hospital from May 2011 to Aug 2022 were enrolled,and the clinical information of 19 CCBOT patients in the Ricotta's cohort was integrated.The clinical pathological characteristics and oncological outcomes of these 42 patients were retrospectively analyzed.Results This study enrolled 42 CCBOT patients,including 23 from our cohort and 19 from the Ricotta G's cohort.Compared with the Ricotta's cohort,the proportion of CCBOT patients with endometriosis in our cohort(34.8%)was significantly higher than that in the Ricotta's cohort(5.3%)(P<0.05).In our cohort,22 patients had information on intraoperative frozen section evaluation,and the accuracy of intraoperative frozen section evaluation was 50%(11/22).The other 50%(11/22)of patients were underestimated by intraoperative frozen section evaluation.The merged cohort indicated that the median age of the patients was 60 years old,occuring more common in postmenopausal women(66.7%).Most cases presented with pelvic masses(59.5%)and abdominal pain or distension(19.0%).This disease mostly involved unilateral ovaries(90.5%).Information on preoperative tumor markers was largely missed,making it difficult to draw an accurate evaluation for them.Ten cases(23.8%)underwent fertility sparing surgery,and 32 cases(76.2%)underwent radical surgery.The pathologic report indicated that all patients were stage I patients and 21.4%patients had endometriosis.Among these patients,32 patients underwent total hysterectomy,of which 10(31.3%)had concurrent endometrial lesions.The median follow-up time was 68 months,with a minimum follow-up of one month and a maximum follow-up of 231 months,and no recurrence or death was observed.Conclusion CCBOT patients usually had an good prognosis with a low recurrence rate.Fertility sparing surgery was safe and feasible,but attention should be paid to exclude concurrent endometrial lesions.Given the rarity of CCBOT,future multicenter prospective studies are needed to better elucidate the clinical pathological features and prognosis of patients with CCBOT.
9.Efficacy and safety of a facilitated percutaneous coronary intervention with half-dose recombinant staphylokinase in ST-segment elevation myocardial infarction
Tian-yu WU ; Wen-hao ZHANG ; Peng-sheng CHEN ; Chen LI ; Tian WU ; Zhan LÜ ; Tong WANG ; Kun LIU ; Zhi-wen TAO ; Xiao-xuan GONG ; Liang YUAN ; Yong LI ; Bo CHEN ; Xin CHEN ; Zeng-guang CHEN ; Nai-quan YANG ; Yuan-yuan SANG ; Xiao-yan WANG ; Bai-hong LI ; Li ZHU ; Guo-yu WANG ; Xin ZHAO ; Chuan LU ; Jun JIANG ; Rui-na HAO ; Chun-jian LI
Chinese Journal of Interventional Cardiology 2025;33(8):431-438
Objective To investigate the clinical efficacy and safety of facilitated percutaneous coronary intervention(PCI)with half-dose recombinant staphylokinase(r-SAK)in patients with ST-segment elevation myocardial infarction(STEMI)who are expected to undergo PCI within 120 minutes.Methods From October 2021 to August 2022,a total of 200 STEMI patients in eight centers were included and randomly assigned in a 1﹕1 ratio to either r-SAK group or control group.Patients received loading doses of aspirin and ticagrelor and intravenous heparin and were randomized to receive an intravenous bolus of either 5 mg r-SAK or normal saline prior to PCI.The outcomes were set as ST-segment resolution(STR)at 60-90 minutes after PCI,the proportion and transition of pathological Q waves on the 5th day after PCI,and the proportion of high-sensitivity cardiac troponin T(hs-cTnT)peaking within 12 hours of onset.The safety outcome was major bleeding events defined as Bleeding Academic Research Consortium(BARC)≥type 3 bleeding during hospitalization.Results Compared with the control group,the r-SAK group had a higher proportion of STR≥70%within 60-90 minutes after PCI(58.3%vs.40.3%,P=0.009);a lower proportion of pathological Q waves(59.1%vs.74.1%,P=0.040);a lower rate of Q wave progression(14.8%vs.43.2%,P<0.001);a higher rate of Q wave disappearance(12.5%vs.3.7%,P=0.027);and a higher proportion of hs-cTnT peaking within 12 hours of symptom onset[31/40(77.5%)vs.17/33(51.5%),P=0.027].Regarding the safety outcome,no significant difference in BARC≥type 3 bleeding was found between the two groups during hospitalization(P>0.05).Conclusions For STEMI patients who were expected to undergo primary PCI within 120 minutes of symptom onset,the facilitated PCI with half-dose r-SAK significantly increased the proportion of STR≥70%at 60-90 minutes after PCI,reduced the formation of pathological Q waves,and shortened the time to peak hs-cTnT,without increasing the risk of bleeding,which should be an alternative reperfusion strategy worthy of further study.
10.International clinical practice guideline on the use of traditional Chinese medicine for functional dyspepsia (2025).
Sheng-Sheng ZHANG ; Lu-Qing ZHAO ; Xiao-Hua HOU ; Zhao-Xiang BIAN ; Jian-Hua ZHENG ; Hai-He TIAN ; Guan-Hu YANG ; Won-Sook HONG ; Yu-Ying HE ; Li LIU ; Hong SHEN ; Yan-Ping LI ; Sheng XIE ; Jin SHU ; Bin-Fang ZENG ; Jun-Xiang LI ; Zhen LIU ; Zheng-Hua XIAO ; Jing-Dong XIAO ; Pei-Yong ZHENG ; Shao-Gang HUANG ; Sheng-Liang CHEN ; Gui-Jun FEI
Journal of Integrative Medicine 2025;23(5):502-518
Functional dyspepsia (FD), characterized by persistent or recurrent dyspeptic symptoms without identifiable organic, systemic or metabolic causes, is an increasingly recognized global health issue. The objective of this guideline is to equip clinicians and nursing professionals with evidence-based strategies for the management and treatment of adult patients with FD using traditional Chinese medicine (TCM). The Guideline Development Group consulted existing TCM consensus documents on FD and convened a panel of 35 clinicians to generate initial clinical queries. To address these queries, a systematic literature search was conducted across PubMed, EMBASE, the Cochrane Library, China National Knowledge Infrastructure (CNKI), VIP Database, China Biology Medicine (SinoMed) Database, Wanfang Database, Traditional Medicine Research Data Expanded (TMRDE), and the Traditional Chinese Medical Literature Analysis and Retrieval System (TCMLARS). The evidence from the literature was critically appraised using the Grading of Recommendations Assessment, Development, and Evaluation (GRADE) approach. The strength of the recommendations was ascertained through a consensus-building process involving TCM and allopathic medicine experts, methodologists, pharmacologists, nursing specialists, and health economists, leveraging their collective expertise and empirical knowledge. The guideline comprises a total of 43 evidence-informed recommendations that span a range of clinical aspects, including the pathogenesis according to TCM, diagnostic approaches, therapeutic interventions, efficacy assessments, and prognostic considerations. Please cite this article as: Zhang SS, Zhao LQ, Hou XH, Bian ZX, Zheng JH, Tian HH, Yang GH, Hong WS, He YY, Liu L, Shen H, Li YP, Xie S, Shu J, Zeng BF, Li JX, Liu Z, Xiao ZH, Xiao JD, Zheng PY, Huang SG, Chen SL, Fei GJ. International clinical practice guideline on the use of traditional Chinese medicine for functional dyspepsia (2025). J Integr Med. 2025; 23(5):502-518.
Dyspepsia/drug therapy*
;
Humans
;
Medicine, Chinese Traditional/methods*
;
Practice Guidelines as Topic
;
Drugs, Chinese Herbal/therapeutic use*

Result Analysis
Print
Save
E-mail