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.Clinical characteristics of 123 patients with Brucellar spondylitis in high-incidence areas
Lei WANG ; Zhicai DU ; Zeyu ZHAO ; Haiyang YU
Chinese Journal of Nosocomiology 2025;35(12):1818-1823
OBJECTIVE To analyze the clinical characteristics of Brucellar spondylitis(BS)and provide references for clinical diagnosis and treatment.METHODS A retrospective analysis was conducted on the data of 123 patients with BS admitted to the Second Affiliated Hospital of Inner Mongolia Medical University from Jan.1,2015 to Jun.30,2024.The data included demographic characteristics,epidemiological history,clinical manifestations,la-boratory indicators,imaging features and treatment regimens.The clinical characteristics of BS were summarized.RESULTS Among the 123 patients with BS,there were 96 males and 27 females,with an average age of(59.19±11.71)years.The patients were predominantly farmers(74.80%),and 65.04%reported a history of livestock contact.All patients presented with local vertebral pain,mainly involving the lumbar region(56.10%),accompanied by systemic symptoms such as fever(34.96%)and fatigue(95.12%).Laboratory tests showed an abnormal plateletocrit rate of 93.50%,an abnormal C-reactive protein rate of 87.80%and an abnormal erythro-cyte sedimentation rate of 82.11%.Etiological examinations revealed a positive bacterial culture rate of 73.17%,with positive rates of 92.06%and 95.24%for the Rose Bengal plate agglutination test and tube agglutination test,respectively,and a total positive rate of 95.45%for enzyme-linked immunosorbent assay.Imaging examina-tions found a total of 308 involved vertebrae,with an average of(2.50±1.06)vertebrae involved per patient.Lumbar vertebra involvement was the highest(82.11%)and 42.28%of patients had paravertebral abscesses.In terms of treatment,45.53%of patients received comprehensive treatment with medication and surgery,and 91.06%achieved good outcomes.CONCLUSIONS Patients in high-incidence areas of brucellosis may not have a clear history of livestock contact,and atypical cases should be kept vigilant.Blood routine tests,CRP and ESR of-ten show abnormal manifestations in patients with BS.Lymphocyte count,platelet-to-lymphocyte ratio and mono-cyte-to-lymphocyte ratio have certain reference values in assessing the extent of spinal involvement in patients.
3.Clinical characteristics of 123 patients with Brucellar spondylitis in high-incidence areas
Lei WANG ; Zhicai DU ; Zeyu ZHAO ; Haiyang YU
Chinese Journal of Nosocomiology 2025;35(12):1818-1823
OBJECTIVE To analyze the clinical characteristics of Brucellar spondylitis(BS)and provide references for clinical diagnosis and treatment.METHODS A retrospective analysis was conducted on the data of 123 patients with BS admitted to the Second Affiliated Hospital of Inner Mongolia Medical University from Jan.1,2015 to Jun.30,2024.The data included demographic characteristics,epidemiological history,clinical manifestations,la-boratory indicators,imaging features and treatment regimens.The clinical characteristics of BS were summarized.RESULTS Among the 123 patients with BS,there were 96 males and 27 females,with an average age of(59.19±11.71)years.The patients were predominantly farmers(74.80%),and 65.04%reported a history of livestock contact.All patients presented with local vertebral pain,mainly involving the lumbar region(56.10%),accompanied by systemic symptoms such as fever(34.96%)and fatigue(95.12%).Laboratory tests showed an abnormal plateletocrit rate of 93.50%,an abnormal C-reactive protein rate of 87.80%and an abnormal erythro-cyte sedimentation rate of 82.11%.Etiological examinations revealed a positive bacterial culture rate of 73.17%,with positive rates of 92.06%and 95.24%for the Rose Bengal plate agglutination test and tube agglutination test,respectively,and a total positive rate of 95.45%for enzyme-linked immunosorbent assay.Imaging examina-tions found a total of 308 involved vertebrae,with an average of(2.50±1.06)vertebrae involved per patient.Lumbar vertebra involvement was the highest(82.11%)and 42.28%of patients had paravertebral abscesses.In terms of treatment,45.53%of patients received comprehensive treatment with medication and surgery,and 91.06%achieved good outcomes.CONCLUSIONS Patients in high-incidence areas of brucellosis may not have a clear history of livestock contact,and atypical cases should be kept vigilant.Blood routine tests,CRP and ESR of-ten show abnormal manifestations in patients with BS.Lymphocyte count,platelet-to-lymphocyte ratio and mono-cyte-to-lymphocyte ratio have certain reference values in assessing the extent of spinal involvement in patients.
4.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.
5.The characteristics of functional connectivity of hippocampus and amygdala in type 2 diabetes mellitus with erectile dysfunction
Rui SUN ; Haiyang YU ; Wen ZHANG ; Yun SHEN ; Peng ZHANG ; Xiaomei LIU ; Yuyang YANG ; Jianhuai CHEN ; Jindan WU
Chinese Journal of Diabetes 2025;33(9):667-672
Objective To explore the functional connectivity(FC)changes of hippocampus and amygdala in type 2 diabetes mellitus(T2DM)patients with erectile dysfunction(DMED),and the central pathological neural mechanisms underlying DMED.Methods 61 T2DM patients who visited Department of Endocrinology,Nanjing First Hospital,Nanjing Medical University from January 2020 to December 2021 were selected and divided into a simple T2DM group(n=30)and a combined DMED group(n=31).Another 47 healthy individuals were selected as control group(NC).The international erectile function scale(IIEF-5)was used to evaluate the erectile function.Resting-state functional magnetic resonance imaging(rs-fMRI)data were acquired from all participants.MRI data were preprocessed by the DPABI software package.Bilateral hippocampus and amygdala were selected as regions of interest(ROI)and the whole brain FC values were calculated.The FC values of brain regions between groups were tested by two-sample t-test with REST software package.Results Left hippocampus as ROI:compared with the NC group,FC values of the left superior temporal gyrus increased in the T2DM group,FC values of the left superior frontal gyrus,left inferior temporal gyrus,left posterior central gyrus and rectus gyrus decreased in the DMED group.Compared with the T2DM group,FC values of the left inferior parietal gyrus,left supramarginal gyrus,left middle occipital gyrus and right posterior central gyrus decreased in the DMED group.Right hippocampus as ROI:compared with the NC group,FC values of the right middle temporal gyrus and right rolandic operculum increased while FC values of the right calcarine fissure decreased in the T2DM group;FC values of bilateral anterior cingulate gyrus,right middle temporal gyrus and left rectus gyrus decreased in the DMED group.Compared with the T2DM group,FC values of the left middle frontal gyrus,left inferior parietal gyrus and right inferior temporal gyrus decreased in the DMED group.Left amygdala as ROI:compared with the NC group,FC values in the left parahippocampal gyrus,left fusiform gyrus and right insula increased in the T2DM group;FC value of the left middle temporal gyrus decreased in the DMED group.Compared with the T2DM group,FC values of the left middle frontal gyrus and left supramarginal gyrus decreased in the DMED group.Right amygdala as ROI:compared with the NC group,FC values of the left insula,right parahippocampal gyrus,right superior temporal gyrus and right supramarginal gyrus increased while FC values in the right caudate decreased in the T2DM group;FC values of the right middle frontal gyrus,left rectus gyrus and left middle occipital gyrus decreased in the DMED group.Compared with the T2DM group,FC values of the left middle frontal gyrus and left inferior parietal gyrus decreased in the DMED group.Conclusions DMED patients have abnormalities in the hippocampus,amygdala and other brain regions,especially the frontal lobe functional cortex,which may be related to changes in their brain function.
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.Early PCSK9 Inhibitor Therapy Following Percutaneous Coronary Intervention (PERFECT): A Pilot Randomized Controlled Trial
Jiachun XIA ; Zhengguang XIAO ; Luyao WU ; Haiyang YU ; Yanan PANG ; Shan HU ; Lei HOU
Cardiology Discovery 2025;05(1):62-68
Objective::This study aimed to assess the impact of proprotein convertase subtilisin/kexin type 9 (PCSK9) inhibitor treatment immediately after percutaneous coronary intervention (PCI) on the myocardial salvage index (MSI) in patients with anterior ST-segment elevation myocardial infarction (STEMI) 5-10 d after the procedure.Methods::The early PCSK9 inhibitor thERapy Following pErcutaneous Coronary inTervention (PERFECT) trial is a prospective randomized controlled trial. From January 2021 to December 2023, 32 patients with anterior STEMI from Tongren Hospital, Shanghai Jiao Tong University School of Medicine, Songjiang Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, and Shanghai Tenth People’s Hospital were enrolled in the PERFECT trial. Patients were randomly assigned in a 1∶1 ratio to the PCSK9 inhibitor group ( n = 16) or the control group ( n = 16), and their baseline data were collected. Patients in the PCSK9 inhibitor group (ie, alirocumab group) received a subcutaneous injection of PCSK9 inhibitor (alirocumab, 75 mg) immediately after PCI based on conventional treatment. In the control group, patients received only conventional treatment. The primary endpoint was the MSI measured by cardiovascular magnetic resonance 5-10 d after PCI. The secondary endpoints included the left ventricular ejection fraction measured by cardiovascular magnetic resonance 5-10 d after PCI and the time to peak of creatine kinase isoenzyme-MB and high-sensitivity cardiac troponin T. Safety endpoints included any clinical adverse events that occurred during the 6-month follow-up period. Results::Baseline data during admission showed no intergroup significance. No significant difference in MSI (55.54% ± 14.80% vs. 44.72% ± 15.42%, P = 0.056) and left ventricular ejection fraction (51.24% ± 8.91% vs. 44.99% ± 8.84%, P = 0.060) was observed. Additional, there was no significant difference in the time to peak of creatine kinase isoenzyme-MB ((12.97 ± 5.67) h vs. (14.31 ± 7.04) h, P = 0.557) and high-sensitivity cardiac troponin T ((21.03 ± 12.46) h vs. (21.44 ± 9.99) h, P = 0.920) between the 2 groups. During the 6-month follow-up period, only 1 patient in the PCSK9 inhibitor group developed cerebral hemorrhage 6 months after PCI. Conclusions::Early treatment with alirocumab did not exhibit a significant increase in MSI at 5-10 d in patients with anterior STEMI. Larger trials are necessary to evaluate the impact of early administration of PCSK9 inhibitors after myocardial infarction.
8.Chinese expert consensus on diagnosis and treatment of chronic venous diseases in the elderly
Yu ZHAO ; Jichun ZHAO ; Lan ZHANG ; Jianhua HUANG ; Pingfan GUO ; Tao WANG ; Yongjun LI ; Haiyang WANG ; Quan CHEN
Chinese Journal of General Surgery 2025;34(6):1097-1108
The incidence of chronic venous disease(CVD)is significantly higher in the elderly population compared to non-elderly individuals,with more severe disease manifestations.Additionally,elderly CVD patients often have comorbid conditions such as cardiovascular diseases,making the evaluation process more complex and increasing treatment difficulty.Currently,there are no established recommendations in China for the diagnosis and treatment of CVD in individuals aged 60 and above.Against this backdrop,the Peripheral Vascular Disease Management Branch of the Chinese Geriatric Society has developed the Chinese Expert Consensus on the Diagnosis and Treatment of Chronic Venous Disease in the Elderly based on domestic and international guidelines,relevant evidence-based medical research,and the physiological and clinical characteristics of the elderly population in China.This consensus aims to provide an important reference for improving the diagnosis and treatment of CVD in elderly patients in China.
9.The characteristics of functional connectivity of hippocampus and amygdala in type 2 diabetes mellitus with erectile dysfunction
Rui SUN ; Haiyang YU ; Wen ZHANG ; Yun SHEN ; Peng ZHANG ; Xiaomei LIU ; Yuyang YANG ; Jianhuai CHEN ; Jindan WU
Chinese Journal of Diabetes 2025;33(9):667-672
Objective To explore the functional connectivity(FC)changes of hippocampus and amygdala in type 2 diabetes mellitus(T2DM)patients with erectile dysfunction(DMED),and the central pathological neural mechanisms underlying DMED.Methods 61 T2DM patients who visited Department of Endocrinology,Nanjing First Hospital,Nanjing Medical University from January 2020 to December 2021 were selected and divided into a simple T2DM group(n=30)and a combined DMED group(n=31).Another 47 healthy individuals were selected as control group(NC).The international erectile function scale(IIEF-5)was used to evaluate the erectile function.Resting-state functional magnetic resonance imaging(rs-fMRI)data were acquired from all participants.MRI data were preprocessed by the DPABI software package.Bilateral hippocampus and amygdala were selected as regions of interest(ROI)and the whole brain FC values were calculated.The FC values of brain regions between groups were tested by two-sample t-test with REST software package.Results Left hippocampus as ROI:compared with the NC group,FC values of the left superior temporal gyrus increased in the T2DM group,FC values of the left superior frontal gyrus,left inferior temporal gyrus,left posterior central gyrus and rectus gyrus decreased in the DMED group.Compared with the T2DM group,FC values of the left inferior parietal gyrus,left supramarginal gyrus,left middle occipital gyrus and right posterior central gyrus decreased in the DMED group.Right hippocampus as ROI:compared with the NC group,FC values of the right middle temporal gyrus and right rolandic operculum increased while FC values of the right calcarine fissure decreased in the T2DM group;FC values of bilateral anterior cingulate gyrus,right middle temporal gyrus and left rectus gyrus decreased in the DMED group.Compared with the T2DM group,FC values of the left middle frontal gyrus,left inferior parietal gyrus and right inferior temporal gyrus decreased in the DMED group.Left amygdala as ROI:compared with the NC group,FC values in the left parahippocampal gyrus,left fusiform gyrus and right insula increased in the T2DM group;FC value of the left middle temporal gyrus decreased in the DMED group.Compared with the T2DM group,FC values of the left middle frontal gyrus and left supramarginal gyrus decreased in the DMED group.Right amygdala as ROI:compared with the NC group,FC values of the left insula,right parahippocampal gyrus,right superior temporal gyrus and right supramarginal gyrus increased while FC values in the right caudate decreased in the T2DM group;FC values of the right middle frontal gyrus,left rectus gyrus and left middle occipital gyrus decreased in the DMED group.Compared with the T2DM group,FC values of the left middle frontal gyrus and left inferior parietal gyrus decreased in the DMED group.Conclusions DMED patients have abnormalities in the hippocampus,amygdala and other brain regions,especially the frontal lobe functional cortex,which may be related to changes in their brain function.
10.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.


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