1.Impact of social capital, adverse childhood experiences and depressive symptoms on suicidal behavior among vocational high school students
YU Bin, YAN Jingyan, CHEN Xinguang, GUO Yan, LI Fang, YAN Hong, XIAO Chenchang
Chinese Journal of School Health 2026;47(4):506-511
Objective:
To explore the nonlinear dynamic effects of social capital, adverse childhood experiences (ACEs) and depressive symptoms on suicidal behavior among vocational high school students, so as to provide theoretical basis and practical references for formulating suicide prevention strategies.
Methods:
A convenience sampling method was employed to include 668 students from a vocational high school from Wuhan in March 2023. Social capital was used as the asymmetry variable, while ACEs and depressive symptoms were used as bifurcation variables, a cusp catastrophe model was constructed to analyze the nonlinear changes in suicidal behavior among vocational high school students, and its fit was compared with linear and Logistic regression models.
Results:
Among students in the health vocational high school in Wuhan, only suicidal ideation accounted for 8.5%, only suicide attempt for 18.6%, neither accounted for 31.9%, and both for 41.0%. Gender, left behind experience, family economic status, parental parenting styles, depressive symptoms, social capital, and ACEs were all related factors influencing suicidal behavior among vocational high school students ( χ 2/H=19.03, 13.33, 21.11, 46.70, 144.38, 24.61, 118.77, all P <0.05). Violin plots showed a bimodal distribution of suicidal behavior, indicating nonlinear variation characteristics. The cusp catastrophe model results showed that social capital was negatively correlated with suicidal behavior, but the relationship was bifurcated by ACEs ( α social capital = -0.006 , β ACEs =0.075) and depressive symptoms ( α social capital =-0.013, β depressive =0.028) (all P <0.05). When both ACEs and depressive symptoms coexisted, the impact of ACEs was stronger ( β ACEs =0.077, β depressive =0.014) (both P <0.05). The cusp catastrophe model fitted ( R 2=0.886, 0.881, 0.882) better than the linear ( R 2=0.258, 0.219, 0.258) and Logistic regression models ( R 2= 0.242, 0.211 , 0.176). Gender stratified analysis results showed that bifurcation effect of ACEs was stronger in males than in females( β boys =0.224, β girls =0.086); in females, both ACEs and depressive symptoms had a bifurcation effect, with the former showing a stronger effect ( β ACEs =0.062, β depressive =0.015) (all P <0.05).
Conclusions
Suicidal behavior among vocational high school students exhibits nonlinear characteristics. Improving social capital to reducing ACEs and depressive symptoms may contribute to decreasing adolescent suicidal behaviors.
2.Heartbeat-evoked responses to cue-induced craving in heroin use disorder individuals
Dingming CHANG ; Yongxin CHENG ; Juan WANG ; Ruowan LI ; Fang DONG ; Kai YUAN ; Dahua YU
Chinese Journal of Clinical Medicine 2026;33(2):230-239
Objective To explore the differences in heartbeat-evoked response (HER) under drug-related cues and neutral cues in individuals with heroin use disorder (HUD), and analyze the correlation between HER potentials and immediate cue-induced craving scores. Methods Fifty HUD participants were recruited from the Chang’an Compulsory Isolation Drug Rehabilitation Center in Shaanxi Province from June to September 2024. Simultaneous acquisition of 64-channel electroencephalography (EEG) and electrocardiogram signals was performed. Twenty alternating segments of drug-related and neutral cue videos were presented, and participants rated their subjective craving after each segment using visual analogue scale (VAS) scores. Scalp EEG data were source analyzed to obtain cortical EEG signals and corresponding HER. Short-time Fourier transform was used to calculate the power spectral density (PSD) of EEG within a time window from 100 ms before the R-peak to 500 ms after it, using the R-peak as the time zero point. Cluster-based permutation testing was used to analyze PSD differences between drug-related and neutral cues in the HUD individuals. Pearson correlation analysis was performed to evaluate the correlation between HER potentials and VAS scores. Results In the 350–420 ms time window, HER potentials in the left posterior parietal, temporal, and posterior cingulate cortices were significantly lower under drug-related cues compared to neutral cues (P<0.01); in the 140–210 ms time window, HER potentials in the right prefrontal cortex were significantly higher under drug-related cues compared to neutral cues (P<0.01). Correlation analysis showed that HER potentials in the left temporal and left posterior cingulate cortices were significantly negatively correlated with VAS scores (P<0.05). Drug-related cues enhanced PSD of γ power (30–100 Hz) in salience network (fronto-insular), parietal and occipital regions (P<0.05). PSD integrations of low-γ power (40–60 Hz) in parietal region (350–400 ms) and high-γ power (70–100 Hz) in left salience network (fronto-parietal) and occipital regions (300–350 ms) were positively correlated with VAS scores (P<0.05). Conclusions Drug-related cues may modulate cortical activity related to heartbeat perception in HUD individuals, and such dynamic changes in both time and frequency domains are stably associated with subjective craving.
3.Qiangjing Tablets Regulate CDK4-E2F Signaling Pathway to Delay Aging of Leydig Cells and Testicular Tissue in Rats
Xiucheng LAN ; Meijing WANG ; Jingyi ZHANG ; Junjun LI ; Liang DONG ; Xujun YU ; Fang YANG ; Degui CHANG
Chinese Journal of Experimental Traditional Medical Formulae 2026;32(14):328-336
ObjectiveTo reveal the molecular mechanism by which the traditional Chinese medicine compound prescription Qiangjing tablets regulate the aging of the testicular tissue and Leydig cells in rats through the cyclin-dependent kinase 4 (CDK4)-early 2 factor (E2F) signaling pathway. MethodsFor the cell experiment, 2-month-old SPF-grade SD male rats were selected and randomly assigned into a blank control group (administrated with an equal volume of 0.9% sodium chloride injection) and a Qiangjing tablets group (20 rats in each group) according to body weight. The Leydig cell model of aging was established by treatment of TM3 cells with 100 μmol·L-1 H2O2, and the modeling performance was evaluated based on the levels of p16 and p21 determined by Western blot. The antioxidant NAC (1 mmol·L-1) was used as the positive control for eliminating reactive oxygen species (ROS). Cells were intervened with Qiangjing tablets-containing serum at low (2.5%), medium (5%), and high (10%) concentrations. The testosterone level in the cell supernatant was determined by enzyme-linked immunosorbent assay (ELISA), and the protein levels of CDK4, E2F1, and E2F2 were analyzed by Western blot. In the animal experiment, 19-month-old naturally aging rats were used as the model group, and 2-month-old rats as the young control group. The positive control group was subcutaneously injected with 5.21 mg·kg-1·d-1 testosterone propionate. Qiangjing tablets were administered by gavage at low, medium, and high doses of 0.72, 1.44, 2.88 g·kg-1·d-1, respectively. The general conditions of rats were observed, and the protein levels of CDK4, E2F1, and E2F2 in the testicular tissue were determined by Western blot. ResultsIn the cell experiment, compared with the blank control group, the model group showed upregulated expression of CDK4 and E2F1 (P<0.05) and slightly downregulated expression of E2F2. Compared with that in the model group, the expression of CDK4 was upregulated in the NAC group and the low-dose Qiangjing tablets group (P<0.05), slightly upregulated in the medium-dose Qiangjing tablets group, and downregulated in the high-dose Qiangjing tablets group (P<0.05). The NAC group showed downregulated expression of E2F1 (P<0.05) and E2F2, and the low-, medium-, and high-dose Qiangjing tablets groups showed downregulated expression of both E2F1 and E2F2 (P<0.05). Compared with that in the NAC group, the expression of CDK4 was upregulated in the low-dose Qiangjing tablets group and downregulated in the medium-dose and high dose (P<0.05) groups. The expression of E2F1 was down-regulated in all the three dose groups, with statistically significance in the high dose group (P<0.05), and that of E2F2 were downregulated in all the three dose groups (P<0.05). In the animal experiment, compared with the young control group, the model group exhibited downregulated expression of CDK4 (P<0.05) and slightly upregulated expression of E2F1 and E2F2. Compared with that in the model group, the expression of CDK4 decreased in the testosterone propionate group and the low-dose Qiangjing tablets group (P<0.05) but increased in the medium-dose (P<0.05) and high-dose groups. In addition, the expression of E2F1 decreased (P<0.05), and that of E2F2 was slightly elevated. Compared with that in the NAC group, CDK4 expression was elevated in the Qiangjing tablets groups, with statistical significance in the medium- and high-dose groups (P<0.05). Similarly, the E2F1 expression was also upregulated in the Qiangjing tablets groups, with statistical significance in the medium-dose group (P<0.05). The expression of E2F2 was downregulated in all the Qiangjing tablets groups. ConclusionQiangjing tablets delay the aging process of Leydig cells and testicular tissue by up-regulating the expression of CDK4 and lowering the levels of E2F1 and E2F2.
4.Qiangjing Tablets Alleviate Oxidative Stress Damage in Varicocele by Regulating Keap1/Nrf2 Signaling Pathway
Liang DONG ; Fang YANG ; Jingyi ZHANG ; Xinyi TANG ; Yulin LI ; Xujun YU ; Degui CHANG
Chinese Journal of Experimental Traditional Medical Formulae 2026;32(14):347-359
ObjectiveTo explore the mechanism by which Qiangjing tablets (QJT) alleviate the spermatogenic function damage caused by varicocele (VC) based on the Kelch-like ECH-associated protein 1 (Keap1)/nuclear factor erythroid 2-related factor 2 (Nrf2) signaling pathway-mediated oxidative stress. MethodsTen Sprague-Dawley (SD) rats were randomly assigned into a control group and a model group. Pathological examination confirmed the stability of the model. Thirty-six SD rats were randomized into control, model, low-dose (0.23 g·kg-1) QJT, medium-dose (0.46 g·kg-1) QJT, high-dose (0.92 g·kg-1) QJT, and mazhilin (61.7 mg·kg-1) groups, with 6 rats in each group. A rat model of experimental left varicocele (ELV) was established by partially ligating the left renal vein to simulate the human nutcracker syndrome. The rats were administrated with corresponding agents once a day for 28 consecutive days. The in vitro testicular culture model of rats was established through the Transwell chamber method and intervened with QJT-containing sera (2.3, 4.6, and 9.2 g·kg-1). Microscopic observation was carried out for the morphology of the left kidney. A micrometer was used to measure the diameter of the left spermatic vein (LSV). The body weights of rats were recorded weekly, and the epididymis and testis weights were measured. The pathological changes of the testicular tissue was observed via hematoxylin-eosin (HE) staining. The levels of testosterone (T) in the cell culture supernatant and reactive oxygen species (ROS) in the rat testicular tissue were measured by enzyme-linked immunosorbent assay (ELISA). Flow cytometry was employed to determine the ROS content. Immunohistochemical staining was conducted to analyze Keap1, Nrf2, 3β-hydroxysteroid dehydrogenase (3β-Hsd), GATA-binding protein-4 (Gata-4), and proto-oncogene receptor tyrosine kinase (C-kit). The ultrastructure of the tissue was observed by transmission electron microscopy (TEM). Cell apoptosis was detected by terminal deoxynucleotidyl transferase-mediated dUTP nick-end labeling (TUNEL) staining. The expression of Keap1, Nrf2, glutathione S-transferase α2 (Gsta2), glutathione S-transferase μ1 (Gstm1), heme oxygenase-1 (HO-1), quinone oxidoreductase 1 (Nqo1), and thioredoxin reductase 1 (Txnrd1) was quantified by Real-time quantitative polymerase chain reaction(Real-time PCR) and Western blot. ResultsCompared with the control group, the ROS content and the percentage of apoptotic cells in the model group were significantly increased (P<0.01), the T concentration was significantly decreased (P<0.01), the mRNA and protein expressions of Keap1 were significantly increased (P<0.01), and the mRNA and protein expressions of Nrf2, Gsta2, Gstm1, HO-1, Nqo1 and Txnrd1 were significantly decreased (P<0.05). Compared with the model group, the ROS content and the percentage of apoptotic cells in each dose group of the Qiangjing Tablets were significantly reduced (P<0.05), and the mRNA and protein expressions of Keap1 were significantly decreased (P<0.05), while the mRNA and protein expressions of Nrf2, Gsta2, Gstm1, HO-1, Nqo1 and Txnrd1 were significantly increased (P<0.05). ConclusionQJT improves sperm motility in the rat model of VC by modulating the Keap1/Nrf2 signaling pathway and reducing oxidative stress injury.
5.Mechanism of Quercetin-loaded Exosomes in Improving Testosterone Synthesis in Leydig Cells from Correlation Perspective of "Disease, Syndrome, Formula, and Medicine"
Meijing WANG ; Xiucheng LAN ; Fangyue WANG ; Jingyi ZHANG ; Guangsen LI ; Degui CHANG ; Xujun YU ; Fang YANG
Chinese Journal of Experimental Traditional Medical Formulae 2026;32(14):360-370
ObjectiveBased on the multidimensional correlation analysis framework of "disease, syndrome, formula, and medicine", this study aims to systematically elucidate the regulatory effects of effective components in Qiangjing tablet on testosterone synthesis pathways in testicular Leydig cells under oxidative stress, providing a theoretical basis for the treatment of male infertility with traditional Chinese medicine and modern research on compounds. MethodsDisease targets for male infertility were obtained from The Human Gene Database (GeneCards, score ≥20), the Comparative Toxicogenomics Database (CTD, score ≥150), DrugBank (score ≥0.2), and DisGeNET (score ≥0.2). Targets related to the syndrome of kidney deficiency and blood stasis were acquired from the traditional Chinese medicine syndrome association database SymMap. Components of Qiangjing tablet were retrieved based on The Encyclopedia of Traditional Chinese Medicine (ETCM) database and the Integrative Pharmacology-based Research Platform of Traditional Chinese Medicine (TCMIP), and they were screened according to a quantitative estimate of drug-likeness (QED ≥ 0.49) and a target confidence index>0.8. Intersecting targets were taken to construct a protein-protein interaction (PPI) network using the STRING database. The network was visualized with Cytoscape software and subjected to the functional annotation of gene ontology (GO) and Kyoto encyclopedia of genes and genomes (KEGG) pathway enrichment analysis. Quality markers (Q-markers) were predicted via the ADMETlab 2.0 platform based on Lipinski's rule, Pfizer's rule, GSK's rule, and the Golden Triangle. For experimental validation, rats' testicular Leydig cells were used. Exosomes were extracted and loaded with active components via the ultrasonic method. Exosome concentration was determined using a BCA protein quantification kit. Morphology was observed using a transmission electron microscope. The particle size was analyzed with a particle size analyzer. The surface marker proteins such as cluster of differentiation 9 (CD9), cluster of differentiation 63 (CD63), and cluster of differentiation 81 (CD81) were identified by Western blot, and drug loading capacity was measured by high-performance liquid chromatography (HPLC). An oxidative stress model was induced by alpha, alpha'-azodiisobutyramidine dihydrochloride (AAPH), and Leydig cells were divided into the following groups: A control group, an AAPH group, a quercetin group (Que group), an exosome group (Exo group), and a QUE-loaded Exo group (Que-Exo group). The cell viability was detected using the 3-(4,5-dimethylthiazol-2-yl)-2,5-diphenyltetrazolium bromide (MTT) thiazolyl blue assay. The reactive oxygen species (ROS) levels and mitochondrial membrane potential were measured by flow cytometry. The levels of oxidative indicators, including malondialdehyde (MDA), superoxide dismutase (SOD), glutathione peroxidase (GSH-Px), catalase (CAT), and testosterone (T), were detected by enzyme-linked immunosorbent assay (ELISA). The expressions of steroidogenic enzymes such as cytochrome p450 family 11 subfamily a member 1 (CYP11A1), hydroxy-delta-5-steroid dehydrogenase, 3 beta- and steroid delta-isomerase 1 (HSD3B1), and hydroxysteroid 17-beta dehydrogenase 3 (HSD17B3), regulatory factors such as steroidogenic factor 1 (SF-1) and steroidogenic acute regulatory protein (StAR), and miR-145-5p content, were detected by Western blot and real-time polymerse chain reaction (Real-time PCR). ResultsNetwork pharmacology analysis reveals that the main active components of Qiangjing tablet for intervening in male infertility with kidney deficiency and blood stasis syndrome were Que, luteolin, etc., with the core mechanism involving pathways such as steroid hormone biosynthesis. Experimental results show that compared with the control group, the AAPH group exhibits significantly reduced cell viability (P<0.01), decreased mitochondrial membrane potential (P<0.01), significantly elevated levels of ROS, MDA, and miR-145-5p (P<0.01), significantly reduced activities of SOD, GSH-Px, and CAT, as well as reduced testosterone content (P<0.01), and significantly downregulated protein and mRNA expressions of steroidogenic enzymes, SF-1, and StAR (P<0.01). The above indicators were reversed in the Que and Que-Exo groups (P<0.05). Compared with the Que group, the Que-Exo group showed more significant effects in enhancing cell viability, mitochondrial membrane potential, testosterone level, antioxidant enzyme activities, and expressions of key molecules in the steroidogenic pathway (P<0.05). ConclusionThis study demonstrates that Que, an active component of Qiangjing tablet, inhibits oxidative stress reaction, improves mitochondrial function in Leydig cells, upregulates steroidogenic enzyme expression, and restores testosterone production. As a carrier for Que, Exo enhance its stability, delivery efficiency, and biological effect. Additionally, miR-145-5p may be closely associated with testosterone synthesis, though its precise molecular mechanism requires further exploration. By integrating traditional Chinese medicine compounds with modern scientific technology, this research expands the paths for the modernized research of traditional Chinese medicine and opens a novel therapeutic direction with translational potential for clinical intervention of male infertility.
6.EGCG Promotes Aβ Clearance of Microglia Through Blockage of the HDAC6-PI3K/AKT/mTOR Signalling Axis Followed by Autophagy Activation
Yu LIN ; Kaiwen HUANG ; Honghai HONG ; Dan ZHU ; Yousheng MO ; Dongli LI ; Shuhuan FANG
Journal of Sun Yat-sen University(Medical Sciences) 2025;46(3):486-497
ObjectiveTo clarify whether epigallocatechin gallate (EGCG) is involved in the clearance of amyloid β-protein (Aβ) and autophagy induction by microglia, so as to explore the potential mechanisms of EGCG in the prevention and treatment of Alzheimer's disease (AD). MethodsSix-month-old APP/PS1 mice were randomly divided into model and EGCG groups, with some additional wild type (WT) mice as the control group, each group consisting of 15 mice. The EGCG group received continuous gavage administration[5 mg/(kg·d)] for 8 weeks, followed by the open field test and Y-maze to assess the learning and memory abilities of the mice. Thioflavin-S staining was used to evaluate the content and distribution of amyloid β-protein (Aβ)in the brain parenchyma of the mice, and immunofluorescence was employed to detect the expression levels of Aβ1-42, glial fibrillary acidic protein (GFAP), and ionized calcium-binding adapter molecule 1 (Iba1) in the hippocampal tissue of the mice. Additionally, N9 mouse microglial cells were induced with 20 µmol/L Aβ1-42, and the cell viability was measured after treatment with different concentrations of EGCG (5 µmol/L, 10 µmol/L, 20 µmol/L). Western blotting was used to detect the levels of Aβ1-42, low density lipoprotein receptor-related protein 1(LRP1), receptor for advanced glycation endproducts (RAGE), amyloid precursor protein (APP), insulin degrading enzyme (IDE), neprilysin (NEP), microtubule associated protein 1 hydrogen chain 3(LC3)-Ⅱ/LC3-Ⅰ, phosphatidylinositol 3-hydroxy kinase(PI3K), p-PI3K, protein kinase B (AKT), p-AKT, mammalian target of rapamycin (mTOR), p-mTOR, and histone deacetylase 6(HDAC6). Finally, through the co-culture of microglial cells and neuronal SH-SY5Y cells, cell viability and Caspase-3 levels were measured to verify the protective effect of EGCG-mediated Aβ clearance on neurons. ResultsEGCG increased the activity time and frequency of APP/PS1 mice in the central area of the open field (P<0.05), and enhanced the percentage of alternation in the Y-maze test (P<0.01); EGCG reduced Aβ deposition in the hippocampal tissue of APP/PS1 mice and increased the number of microglia; in vitro experiments showed that EGCG improved the survival rate of Aβ-induced N9 cells (P<0.01), upregulated RAGE activity (P<0.05), and promoted the internalization and phagocytosis of Aβ (P<0.01). ECGC activated microglial autophagy by downregulating the level of HDAC6 (P<0.05), inhibiting the phosphorylation of PI3K, AKT, mTOR (P<0.001), and increasing the LC3-Ⅱ/LC3-I ratio (P<0.001); EGCG improved the survival rate of SH-SY5Y cells (P<0.05) and reduced the activity of Caspase-3 (P<0.01) by clearing Aβ1-42 through microglia, and had a protective effect on neurons. ConclusionEGCG activates microglial autophagy to clear Aβ by targeting and inhibiting the HDAC6-PI3K/AKT/mTOR axis.
7.PES1 Repression Triggers Ribosomal Biogenesis Impairment and Cellular Senescence Through p53 Pathway Activation
Chang-Jian ZHANG ; Yu-Fang LI ; Feng-Yun WU ; Rui JIN ; Chang NIU ; Qi-Nong YE ; Long CHENG
Progress in Biochemistry and Biophysics 2025;52(7):1853-1865
ObjectiveThe nucleolar protein PES1 (Pescadillo homolog 1) plays critical roles in ribosome biogenesis and cell cycle regulation, yet its involvement in cellular senescence remains poorly understood. This study aimed to comprehensively investigate the functional consequences of PES1 suppression in cellular senescence and elucidate the molecular mechanisms underlying its regulatory role. MethodsInitially, we assessed PES1 expression patterns in two distinct senescence models: replicative senescent mouse embryonic fibroblasts (MEFs) and doxorubicin-induced senescent human hepatocellular carcinoma HepG2 cells. Subsequently, PES1 expression was specifically downregulated using siRNA-mediated knockdown in these cell lines as well as additional relevant cell types. Cellular proliferation and senescence were assessed by EdU incorporation and SA-β-gal staining assays, respectively. The expression of senescence-associated proteins (p53, p21, and Rb) and SASP factors (IL-6, IL-1β, and IL-8) were analyzed by Western blot or qPCR. Furthermore, Northern blot and immunofluorescence were employed to evaluate pre-rRNA processing and nucleolar morphology. ResultsPES1 expression was significantly downregulated in senescent MEFs and HepG2 cells. PES1 knockdown resulted in decreased EdU-positive cells and increased SA‑β‑gal-positive cells, indicating proliferation inhibition and senescence induction. Mechanistically, PES1 suppression activated the p53-p21 pathway without affecting Rb expression, while upregulating IL-6, IL-1β, and IL-8 production. Notably, PES1 depletion impaired pre-rRNA maturation and induced nucleolar stress, as evidenced by aberrant nucleolar morphology. ConclusionOur findings demonstrate that PES1 deficiency triggers nucleolar stress and promotes p53-dependent (but Rb-independent) cellular senescence, highlighting its crucial role in maintaining nucleolar homeostasis and regulating senescence-associated pathways.
8.Predicting model for the impact of Internet usage characteristics on suicidal ideation among vocational high school students
YU Bin, YAN Jingyan, ZHANG Liqun, XIAO Chenchang, LI Fang, GUO Yan, YAN Hong
Chinese Journal of School Health 2025;46(8):1175-1179
Objective:
To explore the association between the Internet usage characteristics and suicidal ideation among vocational high school students, so as to provide a theoretical basis for precise intervention of suicide among vocational high school students.
Methods:
A total of 1 781 students were recruited from three vocational high schools in Wuhan and Xianning in March 2023 by using the cluster random sampling method. The Columbia-Suicide Severity Rating Scale and Revised Chen Internet Addiction Scale were used to measure suicidal ideation and Internet addiction, respectively. LASSO regression model was used to select influential factors related to suicidal ideation, and the gradient boosting decision tree algorithm XGBoost was used to develop prediction models and evaluate predictive performance. By calculating the SHAP values, the contribution of each influential factor was quantified.
Results:
The prevalence of suicidal ideation among vocational high school students was 42.22% and prevalence of Internet addiction was 26.39%. LASSO regression results indicated that age, gender, experience of being left behind, parental relationship, holding a class cadre position, using the Internet for learning, Internet use during dawn, morning and late night, Internet addiction, and depressive symptoms were all the influential factors of suicidal ideation among vocational high school students ( β= -0.05 , 0.29, 0.09, 0.27, 0.10, -0.01, 0.09, 0.05, 0.24, 0.28, 0.78, all P <0.05). The AUC of the prediction model was 0.75. The results based on SHAP values indicated that all influential factors identified through multivariate analysis contributed positively to the model predictions ( SHAP >0). Among these, depressive symptoms and parental relationship had the greatest impact on suicidal ideation ( SHAP =0.77, 0.26), and the joint effect of features with higher contribution could improve the prediction probability.
Conclusions
Depressive symptoms, parental relationships, Internet addiction, and time of Internet use are most important risk factors of suicidal behaviors for vocational high school students. Thus, effective interventions should be conducted to reduce their suicidal ideation.
9.Adolescent Smoking Addiction Diagnosis Based on TI-GNN
Xu-Wen WANG ; Da-Hua YU ; Ting XUE ; Xiao-Jiao LI ; Zhen-Zhen MAI ; Fang DONG ; Yu-Xin MA ; Juan WANG ; Kai YUAN
Progress in Biochemistry and Biophysics 2025;52(9):2393-2405
ObjectiveTobacco-related diseases remain one of the leading preventable public health challenges worldwide and are among the primary causes of premature death. In recent years, accumulating evidence has supported the classification of nicotine addiction as a chronic brain disease, profoundly affecting both brain structure and function. Despite the urgency, effective diagnostic methods for smoking addiction remain lacking, posing significant challenges for early intervention and treatment. To address this issue and gain deeper insights into the neural mechanisms underlying nicotine dependence, this study proposes a novel graph neural network framework, termed TI-GNN. This model leverages functional magnetic resonance imaging (fMRI) data to identify complex and subtle abnormalities in brain connectivity patterns associated with smoking addiction. MethodsThe study utilizes fMRI data to construct functional connectivity matrices that represent interaction patterns among brain regions. These matrices are interpreted as graphs, where brain regions are nodes and the strength of functional connectivity between them serves as edges. The proposed TI-GNN model integrates a Transformer module to effectively capture global interactions across the entire brain network, enabling a comprehensive understanding of high-level connectivity patterns. Additionally, a spatial attention mechanism is employed to selectively focus on informative inter-regional connections while filtering out irrelevant or noisy features. This design enhances the model’s ability to learn meaningful neural representations crucial for classification tasks. A key innovation of TI-GNN lies in its built-in causal interpretation module, which aims to infer directional and potentially causal relationships among brain regions. This not only improves predictive performance but also enhances model interpretability—an essential attribute for clinical applications. The identification of causal links provides valuable insights into the neuropathological basis of addiction and contributes to the development of biologically plausible and trustworthy diagnostic tools. ResultsExperimental results demonstrate that the TI-GNN model achieves superior classification performance on the smoking addiction dataset, outperforming several state-of-the-art baseline models. Specifically, TI-GNN attains an accuracy of 0.91, an F1-score of 0.91, and a Matthews correlation coefficient (MCC) of 0.83, indicating strong robustness and reliability. Beyond performance metrics, TI-GNN identifies critical abnormal connectivity patterns in several brain regions implicated in addiction. Notably, it highlights dysregulations in the amygdala and the anterior cingulate cortex, consistent with prior clinical and neuroimaging findings. These regions are well known for their roles in emotional regulation, reward processing, and impulse control—functions that are frequently disrupted in nicotine dependence. ConclusionThe TI-GNN framework offers a powerful and interpretable tool for the objective diagnosis of smoking addiction. By integrating advanced graph learning techniques with causal inference capabilities, the model not only achieves high diagnostic accuracy but also elucidates the neurobiological underpinnings of addiction. The identification of specific abnormal brain networks and their causal interactions deepens our understanding of addiction pathophysiology and lays the groundwork for developing targeted intervention strategies and personalized treatment approaches in the future.
10.The mediation effect of self-efficacy and mental toughness on self-management and postoperative rehabilitation in patients with cervical spondylotic radiculopathy
Fang HUANG ; Qifang LIU ; Meiqing SHEN ; Chunmei YU ; Rubing LI
China Modern Doctor 2025;63(4):16-19,39
Objective To analyze the mediation effect of self-efficacy and mental toughness between self-management behavior and postoperative rehabilitation in patients with cervical spondylotic radiculopathy.Methods A total of 180 patients with cervical spondylotic radiculopathy diagnosed and treated in the First Hospital ofNanchang from April 2022 to April 2024 were selected by convenience sampling method.The patients were investigated by general data questionnaire,Connor-Davidson resilience scale(CD-RISC),chronic disease self-efficacy scale(CDES),rehabilitation evaluation scale for cervical spondylotic radiculopathy(RES-CSR)and chronic disease self-management scale(CDSMS).Results The scores of CD-RISC,RES-CSR,CDES and CDSMS were(64.41±10.12)points,(78.84±12.07)points,(41.26±3.18)points and(53.14±6.38)points respectively.The results of correlation analysis showed that postoperative rehabilitation was significantly positively correlated with mental toughness,self-efficacy and self-management,self-management was significantly positively correlated with mental toughness and self-efficacy,mental toughness was significantly positively correlated with self-efficacy(P<0.05).Mental toughness and self-efficacy played a mediating role in the relationship between self-management and postoperative rehabilitation of patients with cervical spondylotic radiculopathy,and the mediating effect value was 0.270 and 0.136.The two continuous paths had a chain mediating effect,and the mediating effect value was 0.150,accounting for 18.70%,9.42%and 10.39%of the total effect value,respectively.Conclusion The self-management behavior of patients with cervical spondylotic radiculopathy has an important impact on their postoperative rehabilitation,in which mental toughness and self-efficacy play a chain intermediary role.Nursing intervention can enhance the self-management behavior and mental toughness of patients with cervical spondylotic radiculopathy and improve their self-efficacy,so as to improve their postoperative rehabilitation level.


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