1.Application of deep learning in oral imaging analysis
Yuxuan YANG ; Jingyi TAN ; Lili ZHOU ; Zirui BIAN ; Yifan CHEN ; Yanmin WU
Chinese Journal of Tissue Engineering Research 2025;29(11):2385-2393
BACKGROUND:In recent years,deep learning technologies have been increasingly applied in the field of oral medicine,enhancing the efficiency and accuracy of oral imaging analysis and promoting the rapid development of intelligent oral medicine. OBJECTIVE:To elaborate the current research status,advantages,and limitations of deep learning based on oral imaging in the diagnosis and treatment decision-making of oral diseases,as well as future prospects,exploring new directions for the transformation of oral medicine under the backdrop of deep learning technology. METHODS:PubMed was searched for literature related to deep learning in oral medical imaging published from January 2017 to January 2024 with the search terms"deep learning,artificial intelligence,stomatology,oral medical imaging."According to the inclusion criteria,80 papers were finally included for review. RESULTS AND CONCLUSION:(1)Classic deep learning models include artificial neural networks,convolutional neural networks,recurrent neural networks,and generative adversarial networks.Scholars have used these models in competitive or cooperative forms to achieve more efficient interpretation of oral medical images.(2)In the field of oral medicine,the diagnosis of diseases and the formulation of treatment plans largely depend on the interpretation of medical imaging data.Deep learning technology,with its strong image processing capabilities,aids in the diagnosis of diseases such as dental caries,periapical periodontitis,vertical root fractures,periodontal disease,and jaw cysts,as well as preoperative assessments for procedures such as third molar extraction and cervical lymph node dissection,helping clinicians improve the accuracy and efficiency of decision-making.(3)Although deep learning is promising as an important auxiliary tool for the diagnosis and treatment of oral diseases,it still has certain limitations in model technology,safety ethics,and legal regulation.Future research should focus on demonstrating the scalability,robustness,and clinical practicality of deep learning,and finding the best way to integrate automated deep learning decision support systems into routine clinical workflows.
2.Adolescent anxiety and non-suicidal self-injury behavior: the mediating role of depression and the moderating role of social support
Juexi LI ; Liyuan LI ; Yuxuan GUO ; Xiaoqiang XIAO ; Peiqi TANG ; Ting PU ; Haixi ZUO ; Ting YANG ; Xiaoxia FAN ; Bo ZHOU
Sichuan Mental Health 2025;38(4):357-363
BackgroundNon-suicidal self-injury (NSSI) behavior among adolescents has become a global public health concern. Anxiety and depression are considered key factors influencing NSSI behavior, while social support may play a protective role in alleviating emotional and behavioral issues. However, existing research has primarily focused on the direct impact of individual factors on NSSI behavior, with insufficient exploration of the combined effects of anxiety, depression and social support. ObjectiveTo investigate the direct effect of anxiety on NSSI, the mediating role of depression and the moderating role of social support in relationship between anxiety and NSSI behavior, thus to provide references for the prevention and intervention of NSSI behavior among adolescents. MethodsIn February 2022, a total of 40 820 students in grades 7 to 12 across 10 middle schools in a district of Chengdu were selected as participants, and they were assessed using Generalized Anxiety Disorder Scale-7 item (GAD-7), Patient's Health Questionnaire Depression Scale-9 item (PHQ-9), Social Support Scale for Urban Students (SSSUS) and Adolescent Self-Harm Scale (ASHS). Pearson correlation analysis was conducted to examine the correlations between scale scores among adolescents with NSSI behaviors. Mediation and moderation analyses were performed using Process 3.5 in SPSS, and the significance was tested with bootstrapping. The interaction was visualized by using simple slope analysis. ResultsAmong 34 534 (84.60%) valid respondents, 542 adolescents (1.57%) reported engaging in NSSI behavior. Significant differences in gender, GAD-7 scores, PHQ-9 scores, and SSSUS scores were observed between NSSI behavior group and non-NSSI group (χ²/t=62.889, 71.120, 94.365, -41.464, P<0.01).Adolesents with NSSI showed positive correlations between GAD-7 scores and both ASHS and PHQ-9 scores (r=0.158, 0.166, P<0.01). PHQ-9 scores were positively correlated with ASHS scores (r=0.364, P<0.01), but negatively correlated with SSSUS scores (r=-0.290, P<0.01). SSSUS scores were negatively correlated with ASHS scores (r=-0.247, P<0.01). Depression partially mediated the relationship between anxiety and NSSI behavior, with an effect size of 0.544 (95% CI: 0.162~0.944), accounting for 35.79% of the total effect. Social support moderated the relationship between depression and NSSI bahavior, with an effect value of -0.082 (95% CI: -0.135~-0.029). ConclusionAnxiety not only directly influences NSSI bahavior among adolescents, also indirectly exacerbates it through depression, while social support mitigates the impact of depression on NSSI behavior. [Funded by Youth Project of National Natural Science Foundation of China (number, 82401812); Project of Health Commission of Sichuan Province (number, 24LCYJPT18)]
3.Screen of FDA-approved drug library identifies vitamin K as anti-ferroptotic drug for osteoarthritis therapy through Gas6.
Yifeng SHI ; Sunlong LI ; Shuhao ZHANG ; Caiyu YU ; Jiansen MIAO ; Shu YANG ; Yan CHEN ; Yuxuan ZHU ; Xiaoxiao HUANG ; Chencheng ZHOU ; Hongwei OUYANG ; Xiaolei ZHANG ; Xiangyang WANG
Journal of Pharmaceutical Analysis 2025;15(5):101092-101092
Ferroptosis of chondrocytes is a significant contributor to osteoarthritis (OA), for which there is still a lack of safe and effective therapeutic drugs targeting ferroptosis. Here, we screen for anti-ferroptotic drugs in Food and Drug Administration (FDA)-approved drug library via a high-throughput manner in chondrocytes. We identified a group of FDA-approved anti-ferroptotic drugs, among which vitamin K showed the most powerful protective effect. Further study demonstrated that vitamin K effectively inhibited ferroptosis and alleviated the extracellular matrix (ECM) degradation in chondrocytes. Intra-articular injection of vitamin K inhibited ferroptosis and alleviated OA phenotype in destabilization of the medial meniscus (DMM) mouse model. Mechanistically, transcriptome sequencing and knockdown experiments revealed that the anti-ferroptotic effects of vitamin K depended on growth arrest-specific 6 (Gas6). Furthermore, exogenous expression of Gas6 was found to inhibit ferroptosis through the AXL receptor tyrosine kinase (AXL)/phosphatidylinositol 3-kinase (PI3K)/AKT serine/threonine kinase (AKT) axis. Together, we demonstrate that vitamin K inhibits ferroptosis and alleviates OA progression via enhancing Gas6 expression and its downstream pathway of AXL/PI3K/AKT axis, indicating vitamin K as well as Gas6 to serve as a potential therapeutic target for OA and other ferroptosis-related diseases.
4.Relationship between negative parenting styles and adolescent depressive symptoms: a structural equation modeling approach to multiple mediation pathways
Peiqi TANG ; Liyuan LI ; Yuxuan GUO ; Juexi LI ; Ting YANG ; Ting PU ; Haixi ZUO ; Bo ZHOU
Sichuan Mental Health 2025;38(5):442-449
BackgroundThe distressingly high prevalence of depressive symptoms among adolescents exerts profound impacts on their physical and psychological development, urgently necessitating effective preventive interventions. Existing studies, however, have predominantly focused on isolated risk factors, neglecting to construct an integrated model that systematically disentangles the intricate relationships linking parenting styles, learning burnout, and childhood trauma to adolescent depressive symptoms. Moreover, the potential protective roles of social support and psychological resilience in this context remain insufficiently elucidated. ObjectiveTo construct a structural equation model encompassing multiple pathways to unravel the comprehensive mechanisms through which negative parenting styles, childhood trauma, learning burnout, psychological resilience, and social support collectively influence adolescent depressive symptoms, thereby providing evidence-based intervention strategies. MethodsA stratified sampling technique was utilized to recruit 5 865 students from 12 middle schools in Chengdu City, Sichuan Province from March to May 2022. Participants were assessed using the following validated instruments: the Short-form Egna Minnen av Barndoms Uppfostran (s-EMBU), the Childhood Trauma Questionnaire-Short Form (CTQ-SF), the Adolescent Student Burnout Inventory, the Patients' Health Questionnaire Depression Scale-9 item (PHQ-9), the Social Support Rating Scale (SSRS),and the Connor-Davidson Resilience Scale (CD-RISC). A partial least squares structural equation modeling (PLS-SEM) approach was employed to construct a predictive framework examining the complex network of pathways through which negative parenting styles, childhood trauma, learning burnout, psychological resilience,and social support collectively influence depressive symptoms in adolescents. ResultsThe PHQ-9 scores demonstrated significant positive correlations with the scores on s-EMBU overprotection subscale (r=0.272, P<0.01), s-EMBU rejection subscale (r=0.368, P<0.01), CTQ-SF (r=0.288, P<0.01) and Adolescent Student Burnout Inventory (r=0.587, P<0.01). Conversely, significant negative correlations were observed between PHQ-9 scores and both SSRS (r=-0.532, P<0.01) and CD-RISC scores (r=-0.418, P<0.01). Negative parenting styles (β=0.113, 95% CI: 0.087-0.138) and learning burnout (β=0.339, 95% CI: 0.315-0.364) emerged as significant positive predictors of depressive symptoms, with childhood trauma mediating the relationship between negative parenting styles and depressive symptoms (effect size=0.018, 95% CI: 0.013-0.024). Social support servesed as a mediating pathway between negative parenting styles and depressive symptoms (β=0.080, 95% CI: 0.069-0.092), as well as between negative parenting styles and childhood trauma (β=0.041, 95% CI: 0.032-0.050). It also functioned as an intermediary pathway linking learning burnout to depressive symptoms (β=0.092, 95% CI: 0.081-0.104) and connecting learning burnout with childhood trauma (β=0.048, 95% CI: 0.037-0.058). Additionally, psychological resilience serveed as a mediating pathway between negative parenting styles and depressive symptoms (β=0.004, 95% CI: 0.002-0.007), between learning burnout and depressive symptoms (β=0.037, 95% CI: 0.023-0.052), and between childhood trauma and depressive symptoms (β=0.003, 95% CI: 0.001-0.006). ConclusionLearning burnout exerts a direct effect on adolescent depressive symptoms. Negative parenting styles influence depressive symptoms both directly and indirectly through childhood trauma. Furthermore, social support and psychological resilience serve as mediator linking negative parenting styles and learning burnout to depressive symptoms in adolescents. [Funded by Science and Technology Project of the Health Commission of Sichuan Province (number, 24LCYJPT18)]
5.Development of a magnetic particle chemiluminescence immunoassay for creatine kinase MM
Shu ZHANG ; Chunyan ZHANG ; Yujun ZHOU ; Xiuli XU ; Yuxuan CHENG ; Yang SHU ; Shiwen WU ; Yaping TIAN
Chinese Journal of Laboratory Medicine 2024;47(6):667-671
Objectives:Aimed to establish a rapid, high-throughput, automated method for determining the creatine kinase (CK-MM) isoform levels.Methods:Magnetic beads labeled with anti-CK-MM antibodies were combined with alkaline phosphatase-based chemiluminescence detection. Clinical and diagnostic performance validation of the assay was determined by analysis of 998 and 75 dried blood spot samples from healthy newborns and Duchenne muscular dystrophy (DMD) patients, respectively, and the CK activity was also determined. The blank and detection limits, cross-reactivity, recovery rate of the method, intra-and inter-assay coefficient, and the hook effect were evaluated.Results:Blank and detection limits were 17.4 and 39.3 ng/ml, respectively. Cross-reactivity toward CK-MB and CK-BB isoforms was 0.2% and 0.02%, respectively. Intra-and inter-assay coefficients of variation were<1%. Mean recovery was 100.32%, with no hook effect in CK-MM levels<50 000 ng/ml. Overall, the mean CK-MM concentrations in newborns and DMD patients were (27.05±0.97) and (3 720±300.5) ng/ml, respectively. A significant positive correlation between the dried blood spot detected CK-MM levels and total CK enzyme activity, evaluated in corresponding serum samples from the 75 DMD patients, was observed ( r=0.91, P<0.001), ?which is in good agreement with the clinical. Conclusions:An assay for rapid quantitative determination of CK-MM that meets clinical newborn screening requirements was established. It had a good value for application.
6.Study on the Prediction of Incidence of Hemorrhagic Fever with Renal Syndrome Based on the SARIMA-LSTM Model
Shishi TANG ; Yuxuan LI ; Shengsheng TANG ; Qinghua LIU ; Yi ZHOU
Journal of Medical Informatics 2024;45(8):71-77
Purpose/Significance To investigate the application of cutting-edge technologies in predicting the incidence of hemor-rhagic fever with renal syndrome(HFRS),to compile and integrate various time-series analysis methods,evaluate and select the opti-mal model.Method/Process By utilizing national HFRS incidence data from 2004 to 2020,the effectiveness of models is predicted based on statistical methods:SARIMA,STL-ARIMA and TBATS,neural network approaches:NNAR,LSTM and combined models of SARIMA-LSTM with 3 different weighting schemes.The performance of these models is comprehensively assessed using RMSE,MAE and MAPE.Result/Conclusion The SARIMA and LSTM models are identified as the superior individual models.The combined SARI-MA-LSTM model demonstrates enhanced performance compared to individual models.The SARIMA-LSTM model optimized using the reciprocal of error method is deemed the optimal model.The optimal model is expected to provide technical support and references for the early warning system model design of HFRS.
7.The regulatory role of the hypothalamic lateral area-ventral tegmental nucleus melanin-concentrating hormone neural pathway in anxiety-like behavior in mice
Yanjun LI ; Jiamiao XUE ; Yuxuan SANG ; Yan ZHOU ; Huiying GAO ; Nana ZHANG
Chinese Journal of Behavioral Medicine and Brain Science 2024;33(10):876-882
Objective:To explore the regulatory role of the melanin-concentrating hormone (MCH) neural pathway from the lateral hypothalamus (LHA) to the nucleus accumbens (NAc) in modulating anxiety-like behavior in mice.Methods:Totally 37 male SPF-grade C57BL/6J mice, aged 6 to 8 weeks and weighed 18-22 g, were used for the following experiment: (1) Five mice received an injection of Fluoro-Gold (FG) into the NAc, followed by retrograde tracing combined with immunofluorescence staining after one week to observe the coexistence of FG and MCH immunopositive neurons in the LHA.(2)Thirty-two mice were injected with adeno-associated virus which could activate the MCH neurons into the LHA.After two weeks, they were randomly divided into four groups and received different drug injections: normal saline (NS, intraperitoneal injection)+ NS (1.5 μL, injection in the NAc) group, NS(intraperitoned injection) + SNAP94847 (SNAP, 2 mg/mL, 1.5 μL, injection in the NAc) group, chlorprothixene N-oxide (CNO, 0.15 mg/kg, intraperitoned injection) + NS(1.5 μL, injection in the NAc) group, and CNO(intraperitoned injection) + SNAP(1.5 μL injection in the NAc) group, and the SNAP94847 was an antagonist for MCH typel receptor.The open field test (OFT), elevated plus maze (EPM), and marble burial test (MBT) were employed to assess the impact of chemogenetic activation of MCH neurons on anxiety-related behavior in mice.Results:(1) The results of FG retrograde tracing combined with immunofluorescence histochemistry showed that MCH neurons in the LHA project their neural fibers to NAc neurons.(2) In the chemogenetic experiment, there was no significant interaction effect between CNO and SNAP in terms of the duration of stay ( Finteraction=2.899, P>0.05) and the distance moved ( Finteraction=1.603, P>0.05) in the central area during OFT experiments.However, the main effects of both CNO and SNAP intervention were significant in the duration of stay ( FCNO=6.767, FSNAP=7.656, both P<0.05) and the distance moved ( FCNO=12.480, FSNAP=7.999, both P<0.01) in the central area.Compared to the NS+ NS group, mice in the CNO+ NS group exhibited a shortened duration of stay ((89.00±19.16)s, (63.75±13.58)s, P<0.05) and a decrease in distance moved ((593.79±108.18)cm, (426.81±66.14)cm, P<0.05) in the central area.In contrast, mice in the CNO+ SNAP group had an extended duration of stay ((87.38±16.57)s) and an increase in distance moved ((569.27±73.20)cm) in the central area compared to the CNO+ NS group.There was no significant interaction effect between CNO and SNAP in the number of entries ( Finteraction=2.79, P>0.05) and the dwell time ( Finteraction=2.871, P>0.05) into the open arms of EPM experiments.However, the main effects of both CNO and SNAP interventions in the number of entries ( FCNO=10.43, P<0.01; FSNAP=4.96, P<0.05) and the dwell time ( FCNO=5.232, FSNAP=7.597, both P<0.05) into the open arms were significant.Compared to the NS+ NS group, mice in the CNO+ NS group showed a decrease in the number of entries ((13.13±3.36), (7.63±3.70), P<0.01) and a decrease in open arm dwell time ((37.68±11.37) s, (22.98±7.00) s, P<0.05) into the open arms.The CNO+ SNAP group had an increased number of entries (12.00±3.02) and an increased dwell time ((39.41±10.58)s) into the open arms compared to the CNO+ NS group(both P<0.05).There was no significant interaction effect between CNO and SNAP in the MBT experiment ( Finteraction=2.746, P>0.05).However, the main effects of both CNO and SNAP interventions were significant ( FCNO=8.125, P<0.01; FSNAP=5.383, P<0.05).Compared to the NS+ NS group, the number of buried beads increased in the CNO+ NS group ((16.13±2.10), (11.88±3.23), P<0.05).Conversely, the number of buried beads decreased in the CNO+ SNAP group compared to the CNO+ NS group ((12.38±2.33), (16.13±2.10), P<0.05). Conclusion:Enhanced activity in the MCHergic neural pathway from LHA to NAc can promote anxiety-like behavior in mice, providing new insights into the mechanisms underlying anxiety.
8.Study on Acute Toxicology and Intervention Effect of Panacis Majoris Rhizoma on Chronic Pharyngitis Rat Model
Xudong HE ; Lianli ZHOU ; Lankun YANG ; Yuxuan TAO ; Zhibo LIU ; Wenbo WANG ; Siqi SUN ; Jie YU ; Xingxin YANG
Traditional Chinese Drug Research & Clinical Pharmacology 2024;35(1):10-16
Objective To investigate the acute toxicology and intervention effect of Panacis Majoris Rhizoma on rats with chronic pharyngitis.Methods A single,maximum dose of Panacis Majoris Rhizoma(74.4 g·kg-1)was administered to Kunming mice to evaluate its toxicity,involving the assessment of the survival status of the mice,organ indices,morphological changes in major organs,blood routine,and biochemical indicators.SD rats were randomly divided into the control group,model group,prednisone group(6.25 mg·kg-1),and low-,medium-,and high-dose Panacis Majoris Rhizoma groups(0.58,1.16,and 2.32 g·kg-1).All rats received the corresponding drugs(or normal saline)via intragastric administration once daily for a duration of 30 days.Except the control group,chronic pharyngitis was induced in rats of the other groups by using β-hemolytic streptococcus.Following euthanasia,serum inflammatory levels of interleukin-6(IL-6),cyclooxygenase-2(COX-2),interleukin-1β(IL-1β),intercellular adhesion molecule-1(ICAM-1),C-reactive protein(CRP),tumor necrosis factor(TNF-α),monocyte chemoattractant protein-1(MCP-1),and prostaglandin E2(PGE2)were measured.Additionally,pharyngeal tissues were stained with HE and pathological characteristics were observed.Results Toxicological studies have demonstrated that the administration of Panacis Majoris Rhizoma resulted in significant increase in plasma alanine transaminase levels and spleen index of mice,along with corresponding tissue pathological alterations.Nevertheless,no noteworthy pathological changes were observed in other organs,and there were no notable changes in blood routine and plasma biochemical indicators.Pharmacodynamic investigations have revealed that Panacis Maioris Rhizoma effectively reduces the serum levels of inflammatory factors and improves pathological changes in pharyngeal tissues.Conclusion Panacis Maioris Rhizoma alleviated β-hemolytic streptococcus-induced CP by inhibiting inflammatory responses,and may show potential toxicity to the spleen.
9.Giant extralobar pulmonary sequestration with severe pleural effusion in neonatal period: A case report
Yuxuan ZHOU ; Hang LIN ; Chunfang ZHANG ; Yimei FU ; Yuanda CHENG
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2024;31(04):631-633
Giant extralobar pulmonary sequestration in newborns is still relatively rare in pulmonary diseases, and there are few relevant studies published. A neonate with the giant extralobar pulmonary sequestration accompanied by severe pleural effusion was reported here. After 12 days of birth, the diseased lung tissue was surgically extracted. The patient had an uneventful postoperative recovery and was discharged from the hospital. The case shows the advantage of early surgical treatment to extralobar pulmonary sequestration with severe pleural effusion in neonatal period.
10.Pharmacovigilance for Radiopharmaceuticals
Yue SUN ; Yuxuan ZHENG ; Zhenjiang ZHANG ; Yuxian ZHANG ; Ran ZHANG ; Chang LU ; Li ZHANG ; Ding LI ; Jiachen TU ; Jing XIE ; Huan ZHOU ; Jian GONG
Herald of Medicine 2024;43(10):1615-1619
Radiopharmaceuticals play an important role in the medical field,but they also carry certion risks and potential safety concerns.Medical institutions implement pharmacovigilance to ensure the safety of patients'drug use,including the safety of Radiopharmaceuticals.The operation and management of the pharmacovigilance system in the United States and the European Union are relatively mature.China can learn from their advanced concepts and establish our own radiopharmaciligence system.

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