1.Predictive model for anxiety symptoms among junior high school students based on machine learning algorithms
YANG Yinmei, FENG Haiyang, LIU Mingxiu, YU Qiurui, MA Xin, YAN Hong, YU Bin, YU Chengcheng
Chinese Journal of School Health 2026;47(5):690-694
Objective:
To explore the influencing factors of anxiety symptoms and to construct a predictive model based on machine learning algorithms, so as to provide support for the prevention and management of anxiety symptoms among junior high school students.
Methods:
From April to May 2023, a stratified random cluster sampling method was adopted to select 8 176 junior high school students from Zhengzhou and Shangqiu citys. All participants completed the Adolescent Self rating Life Events Checklist, the 10item Connor-Davidson Resilience Scale, the School Connectedness Scale, the Parent-Child Cohesion Questionnaire, and the 7 item Generalized Anxiety Disorder Scale. Logistic regression analysis identified the associated factors of anxiety symptoms among junior high school students. Predictive models were constructed using Logistic regression, Random Forest, and eXtreme Gradient Boosting (XGBoost) algorithms, with SHapley Additive exPlanations analysis explaining the optimal model.
Results:
The detection rate of anxiety symptoms among junior high school students was 16.3%. Logistic regression analysis showed that junior high school students who were female ( OR =1.22), in the ninth grade ( OR =1.27), living in urban areas ( OR =1.37), having a father with a college education or above ( OR =1.26), having a mother with a senior high school education ( OR =1.26), and experiencing higher levels of negative life events ( OR =1.05) reported a higher risk of anxiety symptoms(all P <0.05). In contrast, those with moderate family economic status ( OR =0.71), moderate academic burden ( OR =0.59), low academic burden ( OR =0.54), moderate sleep quality ( OR =0.46), good sleep quality ( OR =0.26), excellent sleep quality ( OR =0.15), higher levels of psychological resilience ( OR =0.96), higher levels of school connectedness ( OR =0.96), and higher levels of parent-child cohesion ( OR =0.98) reported a lower risk of anxiety symptoms (all P <0.05). Three machine learning models demonstrated good predictive performance for anxiety symptoms among junior high school students (all AUC>0.8), with the XGBoost model achieving the best predictive performance. SHAP analysis revealed that negative life events, sleep quality, school connectedness, psychological resilience and parent-child cohesion were the top five relevant factors for predicting anxiety symptoms.
Conclusions
The detection rate of anxiety symptoms among junior high school students is relatively high. The XGBoost model is the optimal predictive model for anxiety symptoms in the population. Negative life events, sleep quality, school connectedness, psychological resilience, and parent-child cohesion are significant correlates of anxiety symptoms among junior high school students.
2.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.
3.CT diagnosis and differential diagnosis of perivascular epithelioid cell tumor
Yongmei YU ; Xiangyu HAN ; Qiyun XING ; Haiyang YU
Chinese Journal of Radiological Health 2025;34(1):91-95
Objective To explore the CT diagnosis and differential diagnosis of perivascular epithelioid cell neoplasms (PEComa), improve the accuracy of PEComa diagnosis, and reduce misdiagnosis. Methods CT findings of 8 cases of PEComa confirmed by pathology in Jining First People’s Hospital from January 2020 to April 2024 were retrospectively analyzed for the location, shape, size, boundary, plain scan density, and enhancement characteristics of the lesions. Results All 8 tumors were solitary, with 5 located in the kidney, 1 in the liver, 1 in the extraperitoneal space, and 1 in the retroperitoneal space. The tumors were round in 3 cases, oval in 1 case, and irregular in 4 cases. Seven cases were benign with clear boundaries and 1 case was malignant with unclear boundaries. On plain CT, 2 cases showed slightly low density, 3 cases showed slightly high density, and 3 cases showed low density. One tumor had uniform density, and 7 tumors had nonuniform density with internal necrosis and cystic changes. Contrast-enhanced CT revealed diverse enhancement patterns. Four cases showed a “fast in and fast out” enhancement pattern, with significant arterial-phase enhancement and reduced portal venous-phase enhancement. Three cases showed a “fast-in and slow-out” enhancement pattern, with significant enhancement in the arterial phase, persistent enhancement in the portal venous phase, and slightly reduced density in the delayed phase. One case showed mild enhancement in the arterial phase and significant enhancement in the portal venous phase. In 3 cases, multiple tortuous and thickened blood vessels were observed around the tumors, while 3 cases showed tortuous vascular shadows within the tumors. Conclusion PEComa demonstrates characteristic CT features, predominantly with “fast in and fast out” or “fast in and slow out” enhancement patterns. When thickened and tortuous blood vessels are observed within or around the tumor, PEComa should be considered in combination with clinical findings.
4.Hot issues and application prospects of small molecule drugs in treatment of osteoarthritis
Shuai YU ; Jiawei LIU ; Bin ZHU ; Tan PAN ; Xinglong LI ; Guangfeng SUN ; Haiyang YU ; Ya DING ; Hongliang WANG
Chinese Journal of Tissue Engineering Research 2025;29(9):1913-1922
BACKGROUND:Various proteins,signaling pathways,and inflammatory mediators are involved in the pathophysiological process of osteoarthritis.The development of small molecule drugs targeting these proteins,signaling pathways,and inflammatory mediators can effectively delay the progression of osteoarthritis and ameliorate its clinical manifestations. OBJECTIVE:To review the research progress of small molecule drugs in the treatment of osteoarthritis based on the pathogenesis of osteoarthritis. METHODS:PubMed,CNKI,and WanFang databases were searched with English search terms"osteoarthritis,arthritis,osteoarthrosis,degenerative,arthritides,deformans,small molecule drugs,small molecule inhibitors,small molecule agents"and Chinese search terms"osteoarthritis,small molecule drugs,small molecule inhibitors."A total of 68 articles were included for review according to the inclusion and exclusion criteria. RESULTS AND CONCLUSION:(1)Currently,studies concerning the pathogenesis of osteoarthritis remain unclear.The occurrence and development of osteoarthritis are strongly associated with proteins,cytokines,and signal transduction pathways,so its therapeutic mechanism is relatively complex.Currently,targeting proteins,cytokines,and signal transduction pathways related to osteoarthritis with small molecule drugs has become a major research focus.(2)Small molecule drugs frequently possess visible intracellular or extracellular targets and efficacy,containing enhancing cartilage repair,resisting joint degradation,attenuating inflammation,and relieving pain.Other anti-osteoarthritis small molecule drugs have shown promise in promoting stem cell chondrogenic differentiation and cartilage matrix reconstruction.(3)At present,small molecule drugs targeting the pathophysiological process of osteoarthritis to delay the progression of osteoarthritis are still in the experimental stage,but most of these small molecule drugs have shown the expected results in the experimental process,and there are no relevant studies to illustrate the efficacy of small molecule drugs in the treatment of osteoarthritis.(4)Small molecule drugs for the treatment of osteoarthritis have reached the expected experimental results in the basic experimental stage.Numerous studies have exhibited that small molecule drugs can target the suppression of specific proteins,cytokines,and signal transduction pathways that cause osteoarthritis,so as to treat osteoarthritis.Nevertheless,its safety and effectiveness still need to be identified by further basic and clinical studies.This process needs to be investigated and studied by more scholars.(5)At present,many scholars in and outside China have made contributions to the treatment of osteoarthritis.Compared with traditional treatment methods,small molecule drugs reveal better efficacy and safety in the basic experimental stage,and it is expected to become an emerging method for the treatment of osteoarthritis in the future to rid patients of pain.
5.Flow Field Characteristics of Aortic Valve with Eccentric Lower Valve Placement:A PIV Experimental Study
Enhui HAN ; Qianwen HOU ; Yang XIAO ; Yana MENG ; Haiyang WEI ; Yu JIANG ; Jianjun HU ; Jianye ZHOU
Journal of Medical Biomechanics 2025;40(1):25-33
Objective To investigate the impact of eccentric placement for various types of artificial aortic valves on downstream flow dynamics.Methods A physiological pulsatile circulation simulation system was employed and particle image velocimetry(PIV)was utilized to analyze the downstream flow field variations for bioprosthetic and mechanical valves under two placement conditions:centralized placement(0 mm)and eccentric placement(1 mm).Hemodynamic parameters such as velocity,vorticity,and viscous shear stress were assessed to evaluate the flow field characteristics.Results By analyzing the flow field variations at four characteristic time points,namely,early systole,acceleration phase,peak systole,and deceleration phase,a significant difference in flow field distribution between bioprosthetic and mechanical valves was observed.The bioprosthetic valve exhibited a centrally symmetric jet with a higher flow velocity,whereas the mechanical valve displayed a three-jet structure with a lower central flow velocity.Under eccentric placement,the blood flow in the aortic sinus region was sluggish,with a reduction in average velocity,hindering the formation and maintenance of vortices.During the peak systolic phase,the maximum viscous shear stresses in the sinus region for the bioprosthetic and mechanical valves were 0.45 and 0.67 Pa,respectively,approaching the threshold for endothelial cell damage.Conclusions Eccentric placement of both mechanical and bioprosthetic valves resulted in reduced sinus blood flow velocity and diminished viscous shear stress,creating favorable conditions for thrombus formation.In clinical practice,careful attention should be given to the placement of valve replacement to prevent eccentric placement.
6.Clinical effectiveness and challenges of digital tooth preparation guidance protocols
Chinese Journal of Stomatology 2025;60(6):589-595
Tooth preparation, as an irreversible surgical procedure, critically determines the long-term efficacy of dental restorations. Traditional preparation techniques, heavily reliant on operators′ unaided visual estimation and empirical skills, suffer from inherent subjectivity and the inability to quantitatively verify preparation dimensions. These limitations render them inadequate to meet the sub-100-micron linear precision required for contemporary minimally invasive and esthetic restorations, which often feature maximum preparation depths below 1 mm. Emerging digital solutions, such as depth-specific preparation guides based on target restorative space analysis, have achieved reported preparation accuracies of approximately 50 μm by integrating arithmetic calculations and real-time verification of preparation depth as the pivotal geometric parameter. Further advancements, including real-time intraoral scanning-based preparation monitoring systems, are now being applied to ultra-thin and extreme-thin veneer restorations, offering a more precise and efficient paradigm for depth control. To comprehensively evaluate the efficacy of current digital tooth preparation protocols, this article systematically compares digital guidance technologies with conventional methods across three dimensions: time efficiency, economic cost, and clinical efficacy. It critically examines the synergistic use of visual magnification tools, emphasizing the necessity of concurrently addressing" visual clarity" and "enhancement of manual skill stability and precision". Notably, the target restorative space (TRS)-guided digital preparation technique under dental microscopy employs preparation depth as the master geometric parameter throughout multi-stage workflows. By combining microscopic visualization with rigid depth-specific guides, this method enables real-time verification of preparation depth, achieving unprecedented intraoperative precision. The integration of next-generation non-contact high-precision intraoral scanning systems further elevates accuracy from the sub-100-micron level to a tens-of-microns precision scale, paving the way for ultra-precise tooth preparation. These innovations in digital guidance systems not only redefine clinical standards but also herald the evolution of "digitally guided prosthodontics"as a transformative frontier in restorative dentistry.
7.Expert consensus on digital restoration of complete dentures.
Yue FENG ; Zhihong FENG ; Jing LI ; Jihua CHEN ; Haiyang YU ; Xinquan JIANG ; Yongsheng ZHOU ; Yumei ZHANG ; Cui HUANG ; Baiping FU ; Yan WANG ; Hui CHENG ; Jianfeng MA ; Qingsong JIANG ; Hongbing LIAO ; Chufan MA ; Weicai LIU ; Guofeng WU ; Sheng YANG ; Zhe WU ; Shizhu BAI ; Ming FANG ; Yan DONG ; Jiang WU ; Lin NIU ; Ling ZHANG ; Fu WANG ; Lina NIU
International Journal of Oral Science 2025;17(1):58-58
Digital technologies have become an integral part of complete denture restoration. With advancement in computer-aided design and computer-aided manufacturing (CAD/CAM), tools such as intraoral scanning, facial scanning, 3D printing, and numerical control machining are reshaping the workflow of complete denture restoration. Unlike conventional methods that rely heavily on clinical experience and manual techniques, digital technologies offer greater precision, predictability, and efficacy. They also streamline the process by reducing the number of patient visits and improving overall comfort. Despite these improvements, the clinical application of digital complete denture restoration still faces challenges that require further standardization. The major issues include appropriate case selection, establishing consistent digital workflows, and evaluating long-term outcomes. To address these challenges and provide clinical guidance for practitioners, this expert consensus outlines the principles, advantages, and limitations of digital complete denture technology. The aim of this review was to offer practical recommendations on indications, clinical procedures and precautions, evaluation metrics, and outcome assessment to support digital restoration of complete denture in clinical practice.
Humans
;
Denture, Complete
;
Computer-Aided Design
;
Denture Design/methods*
;
Consensus
;
Printing, Three-Dimensional
8.Suppression of LIF in tumor-associated macrophages contributing to the PD-1/PD-L1 blockade in hepatocellular carcinoma.
Shuangshuang YIN ; Yanming LUO ; Miaomiao JIANG ; Lifeng HAN ; Sibao CHEN ; Leilei FU ; Yuling QIU ; Haiyang YU
Journal of Pharmaceutical Analysis 2025;15(10):101286-101286
Image 1.
9.Geometric position relationship between gingival, preparation, restoration margins and the cementation (adhesive) layer in the marginal area: new classification and scheme for margin position.
West China Journal of Stomatology 2025;43(2):163-174
The current low quality of fixed restoration margins is highly correlated with the high incidence of margin-related complications. It is also related to the unclear spatiotemporal geometric position relationship among the consensus definitions of the gingival margin (G), preparation margin (P), and restoration margin (R). This paper discusses the existing problem of the existing term "gingival margin" as a surface anatomical landmark; proposes the term "free gingival margin line" that conforms to geometry and measurement and has importance as a surface anatomical landmark; and clarifies the participants that exist in the marginal area. These participants include the P, R, and G; cementation (adhesive) layer; and gingival sulcus. Moreover, this paper discusses the various iatrogenic damages induced by entering the gingival sulcus via the P, R, and cementing (adhesive) layer. Through the discussion of the design deficiencies of the subgingival and biologically oriented preparation technique, the physiological and clinical importance of the concept of gingival sulcus/gingival sulcus fluid + supercrestal tissue attachment (biological width) = first periodontal protective barrier was analyzed. The value of preserving the physiological role of the gingival sulcus is emphasized. Furthermore, the newly defined RPG distance represents the distance between the successive P or R line and free G line and can be measured in the clinical procedure of tooth preparation. The optimal solution is 0-200 µm, that is, RPG200: the P and R are located on the free G line and the distance between these margins is less than 200 µm. This distance not only has the aesthetic effect of invisibility to the naked eye, it also has a minimal effect on the G and gingival sulcus and is convenient for doctors and patients to clean. Furthermore, in accordance with the positional relationship between the three margins and cementation (adhesive) layer, a new classification of marginal positions is proposed. This classification overcomes the problems of incomplete inclusion objects and uncontrolled risk factors in the previous classification. It also has the advantages of strong practicability, good efficiency of main control geometric quantity, and clear risk control points. The new design scheme and classification of the margi-nal position of RPG200 proposed in this paper provide a new understanding for margin design and complication prevention in the future.
Humans
;
Gingiva/anatomy & histology*
;
Cementation
;
Dental Restoration, Permanent/methods*
10.Digital full-mouth fixed occlusal reconstruction (partⅠ): the "5-19N" clinical technical solution for dentulous situation.
Haiyang YU ; Jiacheng WU ; Yusen SHUI ; Zhebin YAN ; Yapeng PEI
West China Journal of Stomatology 2025;43(3):325-335
Occlusal rehabilitation is an effective means of treating tooth wear, edentulous jaws and other oral diseases. Among them, full-mouth fixed occlusal reconstruction can effectively restore aesthetics and function, but the complexity of the clinical process, the high sensitivity of the technique, and the high incidence of various complications have always drawn much attention. With the application and development of digital technology in occlusal rehabilitation, the treatment outcome has been improved compared with traditional treatment. However, there are many kinds of digital technology with different efficacy, how to build an efficiently standardized digital clinical technical solution is a current difficulty. Therefore, combined with the long-term work of the department of prosthodontics in our hospital, in this paper, the minimum (occlusal perception of thickness) and maximum (centric relation) geometric quantities which should be paid attention to during reconstruction are put forward. We systematically organized the clinical procedure of digital full-mouth fixed occlusal rehabilitation used in our department for a long time. In conclusion, a 5-stage 19-step or n-step solution (5-19N for short) characterized by "from large to small" restorative space splitting logic is proposed. It has a certain reference value for the future use of digital technology to deal with complex occlusal rehabilitation cases.
Humans
;
Dental Occlusion
;
Computer-Aided Design
;
Mouth, Edentulous/rehabilitation*


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