1.Structural and Functional Abnormalities of White-matter Tracts in Male College Smokers
Xiao-Jiao LI ; Da-Hua YU ; Ting XUE ; Kai YUAN ; Zhen-Zhen MAI ; Xu-Wen WANG ; Fang DONG ; Juan WANG ; Yu-Xin MA
Progress in Biochemistry and Biophysics 2026;53(6):1770-1779
ObjectiveThe present study aimed to investigate alterations in white matter microstructure and spontaneous neural activity in male college smokers, and to further explore their associations with nicotine dependence. Given that adolescence and early adulthood represent critical periods for brain maturation, particularly for white matter development, understanding the neural correlates of smoking behavior during this stage is of substantial importance for both neuroscience and public health. MethodsA total of 115 male undergraduate students were initially recruited for this study. After quality control and exclusion procedures, 52 male college smokers and 42 demographically matched healthy non-smokers were included in the final analysis. All participants underwent multimodal magnetic resonance imaging (MRI), including diffusion tensor imaging (DTI) and resting-state functional MRI (rs-fMRI). White matter fiber tracts were reconstructed using the automated fiber quantification (AFQ) method, which enables precise identification and quantification of major fiber bundles. Eighteen major white matter tracts were segmented for each participant. Along the core trajectory of each tract, 100 equidistant nodes were sampled. Fractional anisotropy (FA) was calculated at each node to assess white matter microstructural integrity, while amplitude of low-frequency fluctuation (ALFF) was computed to evaluate spontaneous neural activity within white matter tracts. Between-group differences in FA and ALFF were assessed using two-sample t-tests, with appropriate corrections applied for multiple comparisons. Furthermore, Pearson correlation analyses were conducted to examine the relationships between imaging-derived metrics (FA and ALFF values in regions showing significant group differences) and nicotine dependence severity, as measured by the Fagerström test for nicotine dependence (FTND). ResultsCompared with healthy non-smokers, male college smokers exhibited significantly increased FA values in several white matter tracts, including the left thalamic radiation, right corticospinal tract, forceps major of the corpus callosum, left uncinate fasciculus, and right arcuate fasciculus. These findings suggest altered microstructural organization or increased directional coherence within these pathways. In addition, smokers demonstrated significantly elevated ALFF values in the forceps major, right uncinate fasciculus, and left arcuate fasciculus, indicating enhanced spontaneous neural activity in these white matter regions. Correlation analyses revealed that FA values in the left thalamic radiation and right corticospinal tract were negatively correlated with FTND scores, suggesting that higher levels of nicotine dependence were associated with reduced microstructural integrity or altered fiber organization in these regions. In contrast, ALFF values in the forceps major and right uncinate fasciculus were positively correlated with FTND scores, indicating that greater nicotine dependence was associated with increased spontaneous neural activity in specific white matter pathways. ConclusionThe present study provides evidence that male college smokers exhibit distinct alterations in both white matter microstructure and functional activity. These abnormalities are not uniformly distributed but rather localized to specific fiber tracts implicated in sensorimotor processing, interhemispheric communication, and higher-order cognitive and emotional regulation. Importantly, the observed associations between imaging metrics and nicotine dependence severity suggest that these structural and functional alterations may reflect neurobiological mechanisms underlying addiction. The combination of AFQ-based tract profiling and multimodal MRI offers a sensitive approach for detecting subtle changes along white matter pathways, highlighting its potential utility in identifying neuroimaging biomarkers of nicotine dependence. Overall, these findings indicate that smoking during early adulthood may disrupt ongoing white matter maturation, potentially leading to long-term consequences for brain function. This study provides novel insights into the neural basis of nicotine dependence and underscores the importance of early intervention and prevention strategies targeting young smokers.
2.Changes in the nutrition status and body composition in patients with cervical cancer during concurrent chemoradiotherapy
Fang WANG ; Hongnan ZHEN ; Kang YU ; Yuan ZHANG
Chinese Journal of Clinical Nutrition 2025;33(2):81-89
Objective:To explore the changes in nutritional status and body composition of cervical cancer patients during concurrent chemoradiotherapy (CCRT) and their correlation with CCRT toxicities.Methods:In this prospective and observational clinical study, eligible treatment -na?ve patients with stage IB-IV primary cervical cancer were consecutively enrolled in the Department of Radiotherapy of Peking Union Medical College Hospital from September 2022 to August 2023. The patients were screened for nutritional risks, received dietary assessment, and were measured for body composition using multi-frequency bioelectrical impedance at baseline (prior to treatment), 4 weeks, and 8 weeks since treatment initiation. Insufficient muscle mass was diagnosed ccording to the Asian Working Group for Sarcopenia 2019 criteria. The severity of nausea, vomiting, abdominal pain, diarrhea, and hematological toxicity was assessed by the U.S. National Cancer Institute Common Terminology Criteria for Adverse Events (version 5.0).Results:A total of 109 patients were included. At baseline, there were 11 (10.1%) patients who were lean, 17 (15.6%) patients with insufficient muscle mass, and 28 patients (25.7%) at nutritional risk; at Week 8 of CCRT, patients at nutritional risk increased to 61 (56.0%). Compared to baseline, weight [(59.34±9.67) kg vs. (61.30±9.64) kg, P<0.001], skeletal muscle index [SMI, (6.15±0.74) kg/m 2vs. (6.39±0.74) kg/m 2, P<0.001], body fat percentage [(31.13±7.67) % vs. (32.07±7.70) %, P=0.004] were significantly decreased at Week 8 of CCRT. Besides, ≥10% SMI loss was only related to baseline body fat percentage ( HR=0.216, 95% CI: 0.001-0.724, P=0.038), but not related to age, nutritional status, or muscle mass (all P>0.05). At baseline and 8 weeks since CCRT, 8 (28.6%) and 40 (65.6%) patients at nutritional risk received nutritional support, respectively. During CCRT, the rates of grade ≥2 nausea and vomiting, diarrhea, and grade 3/4 hematological toxicity were 37.6%, 28.4% and 44.0%, respectively. Baseline nutritional risk was a risk factor for diarrhea ( HR=2.447, 95% CI: 1.017-6.068, P=0.047), and an advanced International Federation of Gynecology and Obstetrics (FIGO) stage was a risk factor for severe nausea and vomiting ( HR=1.735, 95% CI: 1.005-2.995, P=0.048). Patients presenting with severe nausea and vomiting had more significant reductions in body mass index [(-1.44±1.29) kg/m 2vs. (-0.59±0.84) kg/m 2, P<0.001] and SMI [(-0.37±0.41) kg/m 2vs. (-0.12±0.27) kg/m 2, P=0.013] compared to those without nausea and vomiting, while there was no significant difference in visceral fat area between these two groups [(-9.95±19.48) cm 2vs. (-5.12±15.79) cm 2, P=0.161]. Conclusions:Patients with cervical cancer have increased nutritional risk and more loss of body weight and muscle mass during CCRT. The presence of nutritional risk at baseline is a risk factor for diarrhea, while nausea and vomiting exacerbate the losses of body weight, muscle, and fat. Close monitoring, intensive symptomatic therapy, and appropriate nutritional interventions should be performed in the clinical setting to improve patients' tolerance of treatment and maintenance of body weight.
3.Preliminary examination of the genetic characteristics and antimicrobial resistance genes of Salmonella Alachua
Yue LIU ; Xue-bin XU ; Yi HU ; Qi-fang GU ; Cheng LIU ; Zhen-an YUAN ; Min CHEN
Chinese Journal of Zoonoses 2025;41(2):164-170
This study was aimed at preliminarily investigating the genetic and antimicrobial resistance characteristics of Salmonella Alachua isolates through whole-genome analyses.Five Salmonella Alachua isolates from various sources(both hu-man and non-human)were collected and identified.Phenotype and serotype verification,antimicrobial susceptibility testing,and whole-genome sequencing were performed.Virulence genes,antimicrobial resistance genes,and plasmid replicons were predicted according to globally available Salmonella Alachua genomic data.A phylogenetic tree was constructed to explore the genetic background.The first report of Salmonella Alachua in China emerged in Shanghai in 2015,and patients presented pri-marily with diarrhea.The isolates have been found predominantly in the eastern and southern coastal regions.Among the five i-solates analyzed,four belonged to sequence type(ST)2061,and one belonged to ST1298.All isolates were susceptible to most commonly used clinical antibiotics.Whole-genome analyses revealed that two ST2061 strains carried the blaKPC-2 gene,and one ST1298 strain carried the fosA7 gene.Phylogenetic analysis of global Salmonella Alachua populations indicated that the ST2061 clone belonged to the C1 clade,which was closely related to strains from the UK,whereas the ST1298 clone was found in the C4 clade,a globally disseminated fosA 7-positive lineage.This study provides initial insights into the genetic and antimi-crobial resistance characteristics of Salmonella Alachua in China,highlighting the presence of strains carrying blaKPC-2 and fo-sA7 genes.These findings may provide a reference for future large-scale molecular epidemiological surveillance and source-trac-ing efforts,and they underscore the importance of enhanced resistance monitoring for Salmonella Alachua.
4.Relationship between Peripheral Blood SAA,CRP/PA,VEGF and the Severity,Pulmonary Function,and Prognosis of Children with Mycoplasma Pneumoniae Pneumonia
Yuan-fang LI ; Qi CHEN ; Zhen-chang LIU
Progress in Modern Biomedicine 2025;25(14):2364-2370,2377
Objective:To investigate the relationship between peripheral blood amyloid protein A(SAA),C-reactive protein(CRP)/prealbumin(PA),vascular endothelial growth factor(VEGF)and the severity,pulmonary function,and prognosis of children with Mycoplasma pneumoniae pneumonia(MPP).Methods:106 children with MPP who were admitted to Huichang County Maternal and Child Health Hospital of Ganzhou from February 2023 to August 2024 were selected as the study subjects(MPP group),they were divided into good prognosis group(n=77)and poor prognosis group(n=29)according to the 28 days prognosis,they were divided into mild group(n=61)and severe group(n=45)according to the disease severity.Another 90 healthy children who underwent physical examinations during the same period were selected as the control group.The peripheral blood SAA,CRP/PA,VEGF,and pulmonary function indicators between the control group and MPP group were compared,and the peripheral blood SAA,CRP/PA,and VEGF levels between the mild group and severe group were compared,Pearson and Spearman correlation analysis was used to investigate the correlation between peripheral blood SAA,CRP/PA,VEGF and pulmonary function indicators and disease severity in children with MPP.The levels of peripheral blood SAA,CRP/PA,and VEGF between poor prognosis group and good prognosis group were compared.Receiver operating characteristic(ROC)curve was used to analyze the value of peripheral blood SAA,CRP/PA,VEGF detection alone and in combination for evaluating the 28 days prognosis in children with MPP.Results:The peripheral blood SAA,CRP/PA,and VEGF levels in the MPP group were higher than those in the control group,while the forced expiratory volume in one second(FEV1),peak expiratory flow(PEF),and forced vital capacity(FVC)were lower than those in the control group(P<0.05).Peripheral blood SAA,CRP/PA,and VEGF levels in the severe group were higher than those in the mild group(P<0.05).Peripheral blood SAA,CRP/PA,VEGF were negatively correlated with FEV1,PEF,FVC,but positively correlated with the severity of the disease(P<0.05).Peripheral blood SAA,CRP/PA,and VEGF in the poor prognosis group were higher than those in the good prognosis group(P<0.05).The area under the curve(AUC)values of peripheral blood SAA,CRP/PA,and VEGF for evaluating the 28 days prognosis of MPP patients were 0.514,0.562,and 0.585,respectively,the AUC of 28 days prognosis evaluation in children with MPP by combined detection of peripheral blood SAA,CRP/PA,and VEGF was 0.725,significantly higher than that of individual detection.Conclusion:Abnormal elevation of peripheral blood SAA,CRP/PA,and VEGF levels is involved in the progression of MPP,the injury of pulmonary function,and poor prognosis.combined detection of peripheral blood SAA,CRP/PA,and VEGF levels can effectively evaluate the short-term prognosis of MPP patients.
5.Analysis of outpatient prescription drug data of aspirin enteric-coated tablets based on HIS database of a community hospital
Lei JIN ; Yao-fang YANG ; Yang TANG ; Hong-mei HUAN ; Zhen-yuan SHEN
Fudan University Journal of Medical Sciences 2025;52(4):596-600
The data from outpatient prescriptions of small-size aspirin enteric-coated tablets(25 mg/tablet)in a community hospital were analyzed to provide reference for rational clinical drug use.Patients'medication information of 1 325 prescriptions was collected and analyzed by defined daily dose system(DDDs)and drug utilization index(DUI),and the rationality of drug use was analyzed according to drug instructions and literature.The mean age of males and females were(73.70±8.33)years old and(72.95±8.34)years old,respectively.The top 3 DDDs age groups were women aged 60-79 years,men aged 60-79 years and women aged 80-99 years.The proportion of prescriptions in female patients was 59.62%.DUI ranges from 0.75 to 0.85.Irrational drug use was found in 123 prescriptions,including 89 prescriptions(72.35%)of inappropriate drug selection,19 prescriptions(15.45%)with low dose,6 prescriptions(4.88%)with contraindication,5 prescriptions(4.06%)with inconsistent frequency of administration,2 prescriptions(1.63%)of out-of-indication drug use,and 2 prescriptions(1.63%)of high dose.For the phenomenon of irrational drug use,it is necessary to conduct real-time intervention to ensure the safety and effectiveness of drug use.
6.Changes in the nutrition status and body composition in patients with cervical cancer during concurrent chemoradiotherapy
Fang WANG ; Hongnan ZHEN ; Kang YU ; Yuan ZHANG
Chinese Journal of Clinical Nutrition 2025;33(2):81-89
Objective:To explore the changes in nutritional status and body composition of cervical cancer patients during concurrent chemoradiotherapy (CCRT) and their correlation with CCRT toxicities.Methods:In this prospective and observational clinical study, eligible treatment -na?ve patients with stage IB-IV primary cervical cancer were consecutively enrolled in the Department of Radiotherapy of Peking Union Medical College Hospital from September 2022 to August 2023. The patients were screened for nutritional risks, received dietary assessment, and were measured for body composition using multi-frequency bioelectrical impedance at baseline (prior to treatment), 4 weeks, and 8 weeks since treatment initiation. Insufficient muscle mass was diagnosed ccording to the Asian Working Group for Sarcopenia 2019 criteria. The severity of nausea, vomiting, abdominal pain, diarrhea, and hematological toxicity was assessed by the U.S. National Cancer Institute Common Terminology Criteria for Adverse Events (version 5.0).Results:A total of 109 patients were included. At baseline, there were 11 (10.1%) patients who were lean, 17 (15.6%) patients with insufficient muscle mass, and 28 patients (25.7%) at nutritional risk; at Week 8 of CCRT, patients at nutritional risk increased to 61 (56.0%). Compared to baseline, weight [(59.34±9.67) kg vs. (61.30±9.64) kg, P<0.001], skeletal muscle index [SMI, (6.15±0.74) kg/m 2vs. (6.39±0.74) kg/m 2, P<0.001], body fat percentage [(31.13±7.67) % vs. (32.07±7.70) %, P=0.004] were significantly decreased at Week 8 of CCRT. Besides, ≥10% SMI loss was only related to baseline body fat percentage ( HR=0.216, 95% CI: 0.001-0.724, P=0.038), but not related to age, nutritional status, or muscle mass (all P>0.05). At baseline and 8 weeks since CCRT, 8 (28.6%) and 40 (65.6%) patients at nutritional risk received nutritional support, respectively. During CCRT, the rates of grade ≥2 nausea and vomiting, diarrhea, and grade 3/4 hematological toxicity were 37.6%, 28.4% and 44.0%, respectively. Baseline nutritional risk was a risk factor for diarrhea ( HR=2.447, 95% CI: 1.017-6.068, P=0.047), and an advanced International Federation of Gynecology and Obstetrics (FIGO) stage was a risk factor for severe nausea and vomiting ( HR=1.735, 95% CI: 1.005-2.995, P=0.048). Patients presenting with severe nausea and vomiting had more significant reductions in body mass index [(-1.44±1.29) kg/m 2vs. (-0.59±0.84) kg/m 2, P<0.001] and SMI [(-0.37±0.41) kg/m 2vs. (-0.12±0.27) kg/m 2, P=0.013] compared to those without nausea and vomiting, while there was no significant difference in visceral fat area between these two groups [(-9.95±19.48) cm 2vs. (-5.12±15.79) cm 2, P=0.161]. Conclusions:Patients with cervical cancer have increased nutritional risk and more loss of body weight and muscle mass during CCRT. The presence of nutritional risk at baseline is a risk factor for diarrhea, while nausea and vomiting exacerbate the losses of body weight, muscle, and fat. Close monitoring, intensive symptomatic therapy, and appropriate nutritional interventions should be performed in the clinical setting to improve patients' tolerance of treatment and maintenance of body weight.
7.Clinical efficacy of Shexiang Baoxin pill in patients with unstable angina pectoris and type 2 diabetes mellitus:A meta-analysis
Xiang GAO ; Fang-yuan LIU ; Xiao-zhen HAN ; Dong-qian SUN ; Chuan-liang LIU
Chinese Journal of cardiovascular Rehabilitation Medicine 2025;34(5):635-640
Objective:To explore the clinical efficacy of Shexiang Baoxin pill in patients with unstable angina pectoris(UAP)and type 2 diabetes mellitus(T2DM)using meta-analysis.Methods:We searched the databases including Pubmed,Web of Science,EMbase,EBSCO,Cochrane,CBM,CNKI and Wanfang for randomized controlled trials(RCTs)about the therapeutic effect of Shexiang Baoxin pill on patients with UAP and T2DM from the establish-ment to January 20th,2023.RevMan 5.3 software was used to perform meta-analysis to investigate the effect of Shexiang Baoxin pill on angina improvement and blood glucose fluctuation in patients with UAP and T2DM.Results:Six eligible literatures were included,including 346 patients in Shexiang Baoxin pill group and control group respec-tively.The results of meta-analysis showed that compared to participants in control group,those in Shexiang Baox-in pill group had significantly higher clinical overall efficiency(OR=3.13,95%CI 2.01~4.89,P<0.001),and significantly lower angina attack frequency(MD=-0.66,95%CI-0.79~-0.52,P<0.001),duration of angi-na(MD=-3.10,95%CI-4.11~-2.09,P<0.001),and 2-hour postprandial blood glucose(MD=-1.79,95%CI-2.00~-1.57,P<0.001).Conclusion:Shexiang Baoxin pill could improve clinical overall efficiency,an-gina attack frequency and duration,and reduce 2-hour postprandial blood glucose in patients with unstable angina pectoris and type 2 diabetes mellitus.
8.Clinical efficacy of Shexiang Baoxin pill in patients with unstable angina pectoris and type 2 diabetes mellitus:A meta-analysis
Xiang GAO ; Fang-yuan LIU ; Xiao-zhen HAN ; Dong-qian SUN ; Chuan-liang LIU
Chinese Journal of cardiovascular Rehabilitation Medicine 2025;34(5):635-640
Objective:To explore the clinical efficacy of Shexiang Baoxin pill in patients with unstable angina pectoris(UAP)and type 2 diabetes mellitus(T2DM)using meta-analysis.Methods:We searched the databases including Pubmed,Web of Science,EMbase,EBSCO,Cochrane,CBM,CNKI and Wanfang for randomized controlled trials(RCTs)about the therapeutic effect of Shexiang Baoxin pill on patients with UAP and T2DM from the establish-ment to January 20th,2023.RevMan 5.3 software was used to perform meta-analysis to investigate the effect of Shexiang Baoxin pill on angina improvement and blood glucose fluctuation in patients with UAP and T2DM.Results:Six eligible literatures were included,including 346 patients in Shexiang Baoxin pill group and control group respec-tively.The results of meta-analysis showed that compared to participants in control group,those in Shexiang Baox-in pill group had significantly higher clinical overall efficiency(OR=3.13,95%CI 2.01~4.89,P<0.001),and significantly lower angina attack frequency(MD=-0.66,95%CI-0.79~-0.52,P<0.001),duration of angi-na(MD=-3.10,95%CI-4.11~-2.09,P<0.001),and 2-hour postprandial blood glucose(MD=-1.79,95%CI-2.00~-1.57,P<0.001).Conclusion:Shexiang Baoxin pill could improve clinical overall efficiency,an-gina attack frequency and duration,and reduce 2-hour postprandial blood glucose in patients with unstable angina pectoris and type 2 diabetes mellitus.
9.Relationship between Peripheral Blood SAA,CRP/PA,VEGF and the Severity,Pulmonary Function,and Prognosis of Children with Mycoplasma Pneumoniae Pneumonia
Yuan-fang LI ; Qi CHEN ; Zhen-chang LIU
Progress in Modern Biomedicine 2025;25(14):2364-2370,2377
Objective:To investigate the relationship between peripheral blood amyloid protein A(SAA),C-reactive protein(CRP)/prealbumin(PA),vascular endothelial growth factor(VEGF)and the severity,pulmonary function,and prognosis of children with Mycoplasma pneumoniae pneumonia(MPP).Methods:106 children with MPP who were admitted to Huichang County Maternal and Child Health Hospital of Ganzhou from February 2023 to August 2024 were selected as the study subjects(MPP group),they were divided into good prognosis group(n=77)and poor prognosis group(n=29)according to the 28 days prognosis,they were divided into mild group(n=61)and severe group(n=45)according to the disease severity.Another 90 healthy children who underwent physical examinations during the same period were selected as the control group.The peripheral blood SAA,CRP/PA,VEGF,and pulmonary function indicators between the control group and MPP group were compared,and the peripheral blood SAA,CRP/PA,and VEGF levels between the mild group and severe group were compared,Pearson and Spearman correlation analysis was used to investigate the correlation between peripheral blood SAA,CRP/PA,VEGF and pulmonary function indicators and disease severity in children with MPP.The levels of peripheral blood SAA,CRP/PA,and VEGF between poor prognosis group and good prognosis group were compared.Receiver operating characteristic(ROC)curve was used to analyze the value of peripheral blood SAA,CRP/PA,VEGF detection alone and in combination for evaluating the 28 days prognosis in children with MPP.Results:The peripheral blood SAA,CRP/PA,and VEGF levels in the MPP group were higher than those in the control group,while the forced expiratory volume in one second(FEV1),peak expiratory flow(PEF),and forced vital capacity(FVC)were lower than those in the control group(P<0.05).Peripheral blood SAA,CRP/PA,and VEGF levels in the severe group were higher than those in the mild group(P<0.05).Peripheral blood SAA,CRP/PA,VEGF were negatively correlated with FEV1,PEF,FVC,but positively correlated with the severity of the disease(P<0.05).Peripheral blood SAA,CRP/PA,and VEGF in the poor prognosis group were higher than those in the good prognosis group(P<0.05).The area under the curve(AUC)values of peripheral blood SAA,CRP/PA,and VEGF for evaluating the 28 days prognosis of MPP patients were 0.514,0.562,and 0.585,respectively,the AUC of 28 days prognosis evaluation in children with MPP by combined detection of peripheral blood SAA,CRP/PA,and VEGF was 0.725,significantly higher than that of individual detection.Conclusion:Abnormal elevation of peripheral blood SAA,CRP/PA,and VEGF levels is involved in the progression of MPP,the injury of pulmonary function,and poor prognosis.combined detection of peripheral blood SAA,CRP/PA,and VEGF levels can effectively evaluate the short-term prognosis of MPP patients.
10.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.

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