1.Risk prediction models of early diagnosis of prostate cancer based on machine learning algorithms
Wuxue LI ; Tianhe ZHANG ; Xinghua ZHAO ; Changbao XU ; Haiyang WEI ; Zixu ZHANG
Journal of Modern Urology 2026;31(3):249-257
Objective To construct prostate cancer(PCa)prediction models based on machine learning algorithms, so as to improve the accuracy of early diagnosis of PCa. Methods A retrospective analysis was performed on the clinical data of 504 patients who underwent prostate biopsy at our hospital during Jan. 2020 and Nov. 2024. Patients' age, body mass index(BMI), history of hypertension, diabetes and smoking, total prostate-specific antigen(tPSA), free prostate-specific antigen(fPSA), f/tPSA, prostate volume(PV), neutrophil count, lymphocyte count, neutrophil-to-lymphocyte ratio(NLR), Prostate Imaging Reporting and Data System(PI-RADS)score, digital rectal examination(DRE)results, and pathological findings were collected. The patients were divided into the training and testing sets at a ratio of 7:3. Ten early diagnosis prediction models of PCa were constructed using 10 supervised machine learning algorithms. Model performance was evaluated and validated using metrics including area under the receiver operating characteristic curve(AUC), accuracy, sensitivity, specificity, calibration curves, and decision curve analysis(DCA). SHAP analysis was used to interpret the models, and to clarify the importance of each feature and the basis for model decisions. Results All models showed good predictive value, with the gradient boosting machine(GBM)model performing the best(AUC=0.905, accuracy=84.1%, sensitivity=90.2%, specificity=80.0%). Calibration curves indicated good calibration and fitting of the GBM model, while DCA demonstrated favorable clinical net benefits. SHAP analysis identified the most significant features affecting PCa occurrence in descending order:tPSA, f/tPSA, PIRADS score, PV, age, and DRE. Conclusion The GBM model exhibits the optimal performance among the 10 models. The importance of features for predicting the occurrence of PCa, from the highest to the lowest, is as follows:tPSA, f/tPSA, PIRADS score, PV, age, and DRE.
2.Mechanism of the interaction between immunosuppressive therapy and intestinal microflora after liver transplantation
Yan WANG ; Yufeng LIU ; Haiyang ZHANG ; Zhiwei ZHANG ; Jun XU ; Zhiyong LAI
Journal of Clinical Hepatology 2026;42(4):980-986
The application of immunosuppressants has significantly reduced the incidence rate of rejection reaction after liver transplantation, but the clinical efficacy of immunosuppressants is greatly affected by individual differences between patients. This article systematically reviews the recent research advances in the interaction between immunosuppressants and gut microbiota, with a focus on the regulatory role and mechanism of intestinal microflora communities on the efficacy of immunosuppressants. Studies have shown that intestinal microbiome is one of the key factors influencing the efficacy of immunosuppressive therapy after liver transplantation. This review aims to provide a theoretical basis for in-depth research in this field and provide new insights for developing individualized immunosuppressive treatment regimens based on the regulation of intestinal microflora.
3.Salviae Miltiorrhizae Radix et Rhizoma and Its Formulas in Treatment of Osteonecrosis of Femoral Head: A Review
Tao MA ; Yin LI ; Qingsheng XIE ; Haiyang YU ; Xuerui LIU ; Jinqiu WU ; Duoxian WANG ; Hairong HE ; Xiaogang ZHANG
Chinese Journal of Experimental Traditional Medical Formulae 2026;32(18):335-346
Osteonecrosis of femoral head (ONFH) is a disease that causes osteocyte death due to interruption of blood supply of the femoral head, which may cause symptoms such as joint movement disorders, pain, and even femoral head collapse. Currently, the commonly used methods for treating ONFH in clinical practice are accompanied by problems such as long-term side effects, inaccurate efficacy, technical limitations, and complication risks. Traditional Chinese medicine (TCM) has shown unique advantages of holistic regulation, mild side effects, and symptom alleviation. A review of the related literature shows that Salviae Miltiorrhizae Radix et Rhizoma, as a representative Chinese herbal medicine for activating blood and resolving stasis, has the effects of activating blood, resolving stasis, dredging meridians, and relieving pain. Its active ingredients (such as salvianolic acid B, tanshinone ⅡA, and tanshinone Ⅰ) interfere with bone metabolism balance, osteogenesis and differentiation, and improve bone microcirculation and bone microstructure. Salviae Miltiorrhizae Radix et Rhizoma is often combined with the herbal medicines with the effects of tonifying the liver and spleen or activing blood to form herb pairs (such as Salviae Miltiorrhizae Radix et Rhizoma-Angelicae Sinensis Radix, Salviae Miltiorrhizae Radix et Rhizoma-Chuanxiong Rhizoma, and Salviae Miltiorrhizae Radix et Rhizoma-Drynariae Rhizoma), which enhances the efficacy through synergistic effects. In the application of TCM compound formulas, Bushen Huoxue prescription, Bushen Huoxue capsules, Gubi Tongxiao granules, and Shenggu Zaizao pills can regulate signaling pathways such as Wnt/β-catenin, Hedgehog, Notch, transforming growth factor(TGF)-β1/Smads, and mitogen-activated protein kinase (MAPK) through multiple targets to significantly improve bone metabolism and hip joint function, playing an important role in preventing and treating ONFH. Through a review of available studies, this paper systematically explains the outstanding advantages of the active ingredients, herb pairs, and compound formulas of Salviae miltiorrhizae Radix et Rhizoma in the prevention and treatment of ONFH. The mechanisms may be related to factors such as promoting osteoblast generation and inhibiting osteoclast formation, increasing osteogenic differentiation, promoting angiogenesis, increasing bone density, inhibiting inflammatory response, and regulating signaling pathways. In the future, modern technology can be employed to optimize dosage forms, and high-quality clinical research should be conducted to further clarify its mechanism of action and promote the precise application of TCM. This review aims to provide more thinking directions for the application of Salviae miltiorrhizae Radix et Rhizoma in preventing and treating ONFH.
4.Proteomics combined with bioinformatics analysis of protein markers of dry eye
Yanting YANG ; Yajun SHI ; Guang YANG ; Haiyang JI ; Jie LIU ; Jue HONG ; Dan ZHANG ; Xiaopeng MA
International Eye Science 2025;25(1):104-111
AIM:To analyze differential proteins associated with the pathogenesis of dry eye(DE)using bioinformatics methods, in order to reveal their potential molecular mechanisms.METHODS: Articles published in PubMed and EMBASE databases from the inception of the database to August 31, 2023, that used proteomic methods to detect protein expression in clinical samples of dry eye were searched. Differential proteins were selected and further analyzed using the STRING database and Cytoscape software for hub gene screening and module analysis. Protein-protein interaction(PPI)analysis, gene ontology(GO)functional annotation, and Kyoto encyclopedia of genes and genomes(KEGG)pathway enrichment analysis were performed.RESULTS: A total of 21 articles were included, identifying 74 differentially expressed proteins. The most frequently occurring differential proteins were calgranulin A(SA1008), lipocalin-1(LCN1), lysozyme C(LYZ), mammaglobin-B(SCGB2A1), proline-rich protein 4(PRR4), transferrin(TF), and calgranulinB(S100A9). The top 10 hub genes were serum albumin(ALB), tumor necrosis factor(TNF), interleukin 6(IL6), IL1B, IL8, matrix metalloproteinase 9(MMP9), alpha-1-antitrypsin(SERPINA1), IL10, complement component 3(C3), and lactotransferrin(LTF). Module analysis suggested MMP9 and PRR4 as seed genes. KEGG analysis showed that differential proteins were mainly enriched in the IL17 signaling pathway(61.9%).CONCLUSION: The results reveal potential molecular targets and pathways for DE and confirm the association between the pathogenesis of DE and inflammation. Further in-depth research is needed to confirm the significance of these biomarkers in clinical practice.
5.Guideline for the prevention of intraoperative acquired pressure injury in paraplegic patients with spinal cord injury (version 2025)
Aijun XU ; Shuixia LI ; Bo CHEN ; Mengyuan YE ; Lejiao LANG ; Ning NING ; Lin ZHANG ; Changqing LIU ; Zhonglan CHEN ; Weihu MA ; Weishi LI ; Xiaoning WANG ; Dongmei BIAN ; Jiancheng ZENG ; Xin WANG ; Yuan GAO ; Yaping CHEN ; Jiali CHEN ; Yun HAN ; Xiuting LI ; Yang ZHOU ; Xiaojing SU ; Qiong ZHANG ; Tianwen HUANG ; Ping ZHANG ; Hua LIN ; Xingling XIAO ; Ruifeng XU ; Fanghui DONG ; Bing HAN ; Luo FAN ; Yanling PEI ; Suyun LI ; Xiaoju TAN ; Rongchen GUO ; Yefang ZOU ; Xiaoyun HAN ; Junqin DING ; Yi WANG ; Shuhua DENG ; Jinli GUO ; Yinhua LIANG ; Yuan CEN ; Xiaoqin LIU ; Junru CHEN ; Haiyang YU ; Lunlan LI ; Ying REN ; Yunxia LI ; Jianli LU ; Ying YING ; Lan WEI ; Yin WANG ; Qinhong XU ; Yanqin ZHANG ; Yang LYU ; Shijun ZHANG ; Sui WENJIE ; Sanlian HU ; Shuhong YANG ; Guoqing LI ; Jingjing AN ; Baorong HE ; Leling FENG
Chinese Journal of Trauma 2025;41(6):530-541
Paraplegia caused by spinal cord injury is a serious neurological complication, for which surgery is currently the main treatment method. Due to different surgical approaches, patients are usually expected to maintain a passive prone position for a long time or switch between the supine and prone positions. Affected by multiple factors such as neurogenic sensory disorders, pathological changes in muscle tone and operative duration, the risk of intraoperative acquired pressure injury (IAPI) is significantly increased. Current clinical prevention strategies for IAPI in these patients predominantly focus on localized pressure relief during positioning, lacking systematic, standardized comprehensive prevention protocols or evidence-based guidelines. To address it, Department of Nursing, Orthopedics Branch, China International Exchange and Promotive Association for Medical and Health Care, Spinal Trauma Professional Committee, Orthopedics Branch, Chinese Medical Doctor Association, Nursing Group of Spine and Spinal Cord Professional Committee of Chinese Association of Rehabilitation Medicine organized experts in relevant fields to formulate Guideline for the prevention of intraoperative acquired pressure injury in paraplegic patients with spinal cord injury ( version 2025), based on evidence-based medical evidence and latest research results and clinical practice at home and abroad. Eleven recommendations were put forward from the aspects of preoperative risk assessment, intraoperative prevention strategies, postoperative handover and monitoring, and supportive mechanisms for IAPI prevention, aiming to standardize the prevention measures and management strategies of IAPI in paraplegic patients with spinal cord injury and accelerate the recovery of patients and improve the therapeutic effect.
6.Evidence-based clinical practice guideline for bone cement-augmented pedicle screw technique (version 2025)
Sihao HE ; Junchao XING ; Tongwei CHU ; Zhengqi CHANG ; Xigao CHENG ; Fei DAI ; Xiaobing JIANG ; Jie HAO ; Jiang HU ; Jinghui HUANG ; Tianyong HOU ; Fei LUO ; Bo LIAO ; Changqing LI ; Lei LIU ; Guodong LIU ; Peng LIU ; Sheng LU ; Weishi LI ; Yang LIU ; Zhen LIU ; Wei MEI ; Peifu TANG ; Bing WANG ; Bing WANG ; Ce WANG ; Hongli WANG ; Liang WANG ; Shengru WANG ; Xiaobin WANG ; Yang WANG ; Yingfeng WANG ; Zheng WANG ; Jianzhong XU ; Guoyong YIN ; Haiyang YU ; Qiang YANG ; Zhaoming YE ; Bin ZHANG ; Chengmin ZHANG ; Jun ZOU ; Qiang ZHOU ; Min ZHAO ; Rui ZHOU ; Xiaojun ZHANG ; Yongfei ZHAO ; Zhongrong ZHANG ; Zehua ZHANG ; Yingze ZHANG
Chinese Journal of Trauma 2025;41(11):1035-1047
For middle-aged and elderly patients with conditions such as spinal fractures and degenerative spinal diseases, spinal internal fixation is a core surgical procedure for reconstructing spinal stability, heavily relying on the biomechanical stability provided by pedicle screw systems. Whereas, these patients are often complicated by osteoporosis that can significantly compromise the stability of the bone-pedicle screw interface, leading to a marked increase in pedicle screw loosening and surgical failure rates. The bone cement-augmented pedicle screw technique, which involves injecting bone cement into the vertebral body or screw trajectory to optimize the mechanical properties of the bone-pedicle screw composite, has been proven to significantly enhance fixation strength and effectively prevent screw-related failures, thereby reducing the incidence of internal fixation failure in high-risk populations undergoing spinal fusion. However, the widespread clinical application of this technique has faced challenges such as inaccurate clinical decision-making (indication and contraindication selection), non-standardized operative practices, and insufficient awareness of complication prevention, resulting in considerable variability in clinical outcomes and even severe complications. To address this, Prof. Luo Fei from First Affiliated Hospital of Army Medical University initiated the project and the Chinese Association Orthopaedic Surgeons organized relevant experts to develop the Evidence-based clinical practice guideline for bone cement-augmented pedicle screw technique ( version 2025), based on current evidence. The guidelines put forward 8 recommendations regarding the clinical value, scope of application, and operational standards of the technique, aiming to provide evidence-based medical support and technical standardization for clinical decision-making.
7.Combining proprioceptive training with core stability training improves the balance and lower limb motor functioning of burns patients
Haiyang ZHAO ; Juntao HAN ; Jiaqi LIU ; Dahai HU ; Qin ZHOU ; Chan ZHU ; Jin XU ; Bowen ZHANG ; Zongshi QI
Chinese Journal of Physical Medicine and Rehabilitation 2025;47(5):425-429
Objective:To observe any influence of combining proprioceptive training with core stability training in rehabilitation motor functioning and balance after extensive burns.Methods:Sixty patients with lower limb motor and balance disorders after extensive burns were randomly divided into a treatment group and a control group, each of 30. Both groups underwent skin grafting on the lower limbs. After the wounds had healed, both groups were given routine rehabilitation treatment, including joint stretching and muscle strength training, but the treatment group was additionally provided with proprioception and core stability training. Before and after 12 weeks of treatment, both groups′ lower limb motor function and walking ability were evaluated using the Fugl-Meyer Assessment (L-FMA), and static and dynamic balance were quantified using Holden Functional Ambulation Classification (FAC). The duration of standing on one leg with the eyes closed was recorded, along with Timed " Up & Go" Test (TUGT) times. After the treatment, each patient′s satisfaction was assessed using a self-designed questionnaire.Results:Significant improvement was observed in the average L- FMA and FAC scores after the treatment, as well as in the ability to stand on one leg with the eyes closed. The average TUGT time in both groups was shorter, but there had been significantly greater improvement of the treatment group than among the controls. Reported satisfaction was significantly higher among the treated group than among the controls.Conclusions:Supplementing basic rehabilitation with proprioception training and core stability training can further improve the motor functioning, balance and walking of persons who have suffered extensive burns.
8.Bibliometric analysis of research trends and hotspots on organic solvent induced hearing loss
Xinying NI ; Qiang JIA ; Haiyang SHA ; Fang ZHANG
Chinese Journal of Industrial Hygiene and Occupational Diseases 2025;43(9):687-692
Objective:To explore the research hotspots and trends in the literature related to hearing loss caused by organic solvents, and to provide an effective theoretical basis for further research on the impact of ototoxic organic solvents on the auditory system.Methods:In January 2024, literatures that met the inclusion/exclusion criteria from 1974 to 2023 in the PubMed database were selected. The authors, countries, journal fields and publishing institutions of the literatures were analyzed through Bicomb version 2.01. The author co-occurrence knowledge network graph and the literature publication institution graph were plotted using CiteSpace 6.3R1 Advance, and the co-occurrence clustering map of keywords was drawn using VOS viewer 1.6.19 software.Results:A total of 380 relevant literatures were retrieved, and 256 were finally included. The top three countries in terms of the number of published literature were the United States (accounting for 30.08%, 77/256), the United Kingdom (accounting for 17.97%, 46/256), and the Netherlands (accounting for 10.16%, 26/256). The published authors were represented by Pierre Campo, involving a total of 165 institutions, mainly occupational health research institutions and hearing institutions. It mainly involved related fields such as audiology, occupational medicine, environmental hygiene, toxicology, and otolaryngology. The key groups were painters, aviation industry personnel, gas station workers and agricultural workers. The key solvents included organic solvent mixtures, benzene and its derivatives, trichloroethylene, ethanol, carbon disulfide, etc.Conclusion:Research on hearing loss caused by organic solvents mainly focuses on countries such as the United States, the United Kingdom, and the Netherlands, with a particular emphasis on occupational groups such as painters, aviation industry personnel, gas station workers, and agricultural personnel, as well as the ototoxic effects of organic solvent mixtures, benzene and its derivatives, etc. This provides a basis for subsequent mechanism exploration, protection strategy formulation, and hearing health management of the target population.
9.Preliminary study on the implementation of HT for segmented TMLI in adults
Haiyang WANG ; Gaoxiang CHEN ; Xiang HUANG ; Ruigang GE ; Shilei ZHANG ; Changxin YAN ; Chuanbin XIE
China Medical Equipment 2025;22(9):21-26
Objective:To investigate the feasibility of segmented total marrow and lymphoid irradiation(TMLI)using Helical TomoTherapy(HT)in adults,and to analyze the impact of positional errors in the treatment on the actually received dose.Methods:Imaging data from four adult patients with acute myeloid leukemia were treated at the First Medical Center of the Chinese PLA General Hospital between November 2022 and December 2024 were retrospectively selected.The prescribed dose was 12 Gy in 3 fractions,and the heights range of patient was from 162 to 178 cm.The planning target volume(PTV)included the entire bone marrow and lymphatic drainage regions.The mid-femur was used as the dividing landmark,and the segmented location of head-in first(upper segmentation)and foot-in first(lower segmentation)were adopted to design plan for each segmentation.The upper segmentation used helical tomotherapy,and the lower segmentation used tomo direct therapy.The dosimetric parameters of planning target volume,and organ at risk(OAR)included eye lens,testicles and lungs were analyzed.The located computed tomography(CT)images of patients were used to simulate the changes of dosimetric parameters of each planning target region and OAR when the positions of patients moved 3,5,10 and 15 mm to outside of rack aperture.The changes of dose distribution of connection region of upper and lower segmentation were further analyzed.Results:The segmented irradiation technique can better achieve the cover(95%)of whole target region of TMLI under the condition of protecting normal organs.Under the condition with different position errors,the cover rate of the most of target region significant decreased.The largest dose of right lens increased 9.272%than primary under the 5 mm position error,and that of left and right lens increased respectively 40.199%and 67.898%under the 10 mm position error,and the max dose and mean dose of testicles increased respectively 5.847%and 5.240%under the 3mm position error.The mean dose of whole lung increased all under the error at different grades,which increased 3.021%under the 10mm position error.The non-uniformity of dose distribution of connection region increased after the position error was introduced,and the largest variation range reached to 4 Gy.Conclusion:The technique of segmented radiotherapy of Helical Tomotherapy has feasibility for TMLI of adult.But the error of the position of patients can reduce the cover of target region,and decrease the control rate for target region,and can lead to the occurrences of excessive doses on eye lens,testicles,lung and other OAR at the same time,which can increase the probability of occurring OAR injury.It should be high pay attention in treatment and implementation.
10.Monitoring and analysis of the presence of Dabie Bandavirus in rodents in Xilingol League, Inner Mongolia Autonomous Region, China
Xiaowei NAN ; Desu WEN ; Shanshan WANG ; Mengmeng ZHANG ; Xiaoyan SI ; Zhen YAN ; Man LUO ; Haiyang ZHANG ; Zhongbing ZHANG
Chinese Journal of Experimental and Clinical Virology 2025;39(2):149-153
Objective:To analyze the prevalence of the Dabie bandavirus among rats in Taipusi Banner, Xilingol League, Inner Mongolia Autonomous Region.Methods:The cytochrome b gene for the identification of rat species was amplified. Real-Time RT-PCR and RT-PCR were used to amplify and sequence DBV positive rat tissues and detected by XilinGol League Center for Disease Control and Prevention, and the gene evolution was analyzed.Results:The rat was identified as Spermophilus dauricus. Through molecular detection on 20 samples, 15 samples showed positive result in Real Time RT-PCR nucleic acid test, and 7 samples showed positive result in RT-PCR nucleic acid test. Seven base sequences were obtained through sequencing, and they were compared with those in the National Center for Biotechnology Information (NCBI) of the United States by BLAST. It was determined that they were the S gene sequences of DBV. It has been uploaded to GenBank with serial numbers PV231886, PV231887 and PV231888.Conclusions:DBV was detected for the first time in the mice of Inner Mongolia Autonomous Region. In future work, monitoring of DBV carried by rodents and ectoparasites such as ticks and fleas in this area should be strengthened. Publicity and education on severe fever with thrombocytopenia syndrome should be carried out in this area to improve the local medical system′s ability to identify such cases, ensuring early detection, early diagnosis, and early treatment, and reducing the occurrence of human cases and clustered outbreaks.

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