1.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.
2.Analysis of Chinese Medical Syndrome Features of Ischemic Stroke Based on Similarity of Symptoms Subgroup.
Xiao-Qing LIU ; Run-Shun ZHANG ; Xue-Zhong ZHOU ; Hong ZHOU ; Yu-Yao HE ; Shu HAN ; Jing ZHANG ; Zi-Xin SHU ; Xue-Bin ZHANG ; Jing-Hui JI ; Quan ZHONG ; Li-Li ZHANG ; Zi-Jun MOU ; Li-Yun HE ; Lun-Zhong ZHANG ; Jie YANG ; Yan-Jie HU ; Zheng-Guang CHEN ; Xiao-Zhen LI ; Yan TAN ; Zhan-Feng YAN ; Ke-Gang CAO ; Wei MENG ; He ZHAO ; Wei ZHANG ; Li-Qun ZHONG
Chinese journal of integrative medicine 2023;29(5):441-447
OBJECTIVE:
To derive the Chinese medicine (CM) syndrome classification and subgroup syndrome characteristics of ischemic stroke patients.
METHODS:
By extracting the CM clinical electronic medical records (EMRs) of 7,170 hospitalized patients with ischemic stroke from 2016 to 2018 at Weifang Hospital of Traditional Chinese Medicine, Shandong Province, China, a patient similarity network (PSN) was constructed based on the symptomatic phenotype of the patients. Thereafter the efficient community detection method BGLL was used to identify subgroups of patients. Finally, subgroups with a large number of cases were selected to analyze the specific manifestations of clinical symptoms and CM syndromes in each subgroup.
RESULTS:
Seven main subgroups of patients with specific symptom characteristics were identified, including M3, M2, M1, M5, M0, M29 and M4. M3 and M0 subgroups had prominent posterior circulatory symptoms, while M3 was associated with autonomic disorders, and M4 manifested as anxiety; M2 and M4 had motor and motor coordination disorders; M1 had sensory disorders; M5 had more obvious lung infections; M29 had a disorder of consciousness. The specificity of CM syndromes of each subgroup was as follows. M3, M2, M1, M0, M29 and M4 all had the same syndrome as wind phlegm pattern; M3 and M0 both showed hyperactivity of Gan (Liver) yang pattern; M2 and M29 had similar syndromes, which corresponded to intertwined phlegm and blood stasis pattern and phlegm-stasis obstructing meridians pattern, respectively. The manifestations of CM syndromes often appeared in a combination of 2 or more syndrome elements. The most common combination of these 7 subgroups was wind-phlegm. The 7 subgroups of CM syndrome elements were specifically manifested as pathogenic wind, pathogenic phlegm, and deficiency pathogens.
CONCLUSIONS
There were 7 main symptom similarity-based subgroups in ischemic stroke patients, and their specific characteristics were obvious. The main syndromes were wind phlegm pattern and hyperactivity of Gan yang pattern.
Humans
;
Syndrome
;
Ischemic Stroke
;
Medicine, Chinese Traditional
;
Liver
;
Phenotype
3.Scoping review of progress in cohort studies of autism spectrum disorder.
Yun Xiao WU ; Zhi Xia LI ; Xiao Zhen LYU ; Mai WANG ; Tian Yu HUANG ; Jian Hong CHENG ; Ruo gu MENG
Chinese Journal of Epidemiology 2023;44(5):837-844
Objective: To understand the status of autism spectrum disorder (ASD) cohort studies and explore the feasibility of constructing ASD disease-specific cohorts based on real-world data (RWD). Methods: ASD cohort studies published by December 2022 were collected by literature retrieval from major Chinese and English databases. And the characteristics of the cohort were summarized. Results: A total of 1 702 ASD cohort studies were included, and only 60 (3.53%) were from China. A total of 163 ASD-related cohorts were screened, of which 55.83% were birth cohorts, 28.22% were ASD-specific cohorts, and 4.91% were ASD high-risk cohorts. Most cohorts used RWD such as hospital registries or conducted community-based field surveys to obtain participant information and identified patients with ASD by scales or clinical diagnoses. The contents of the studies included ASD incidence and prognostic risk factors, ASD comorbidity patterns and the impact of ASD on self-health and their offspring's health. Conclusions: ASD cohort studies in developed countries have been in the advanced stage, while the Chinese studies are still in their infancy. RWD provides the data basis for ASD-specific cohort construction and offers new opportunities for research, but work such as case validation is still needed to ensure the scientific nature of cohort construction.
Humans
;
Autism Spectrum Disorder
;
Cohort Studies
;
Databases, Factual
4.Application of limiting antigen avidity enzyme immunoassay for estimating HIV-1 incidence in men who have sex with men.
Xi Jia TANG ; Lei Jing DUAN ; Wen Li LIANG ; Si CHENG ; Ting Li DONG ; Zhen XIE ; Kang Mai LIU ; Fei YU ; Zi Huang CHEN ; Guo Dong MI ; Liang LIANG ; Hong Jing YAN ; Lin CHEN ; Li LIN ; Dian Min KANG ; Xiao Bing FU ; Mao Feng QIU ; Zhen JIANG ; Jie XU ; Zun You WU
Chinese Journal of Epidemiology 2022;43(1):72-77
Objective: To estimate the incidence of HIV-1 infection in men who have sex with men (MSM) in key areas of China through HIV-1 limiting antigen avidity enzyme immunoassay (LAg-Avidity EIA), analyze the deviation from the actual results and identify influencing factors, and provided reference for improving the accuracy of estimation results. Methods: Based on the principle of the cohort randomized study design, 20 cities were selected in China based on population size and the number of HIV-positive MSM. The sample size was estimated to be 700 according to the HIV-1 infection rate in MSM. MSM mobile phone app. was used to establish a detection appointment and questionnaire system, and the baseline cross-sectional survey was conducted from April to November 2019. LAg-Avidity EIA was used to identify the recent infected samples. The incidence of HIV-1 infection was calculated and then adjusted based on the estimation formula designed by WHO. The influencing factors were identified by analyzing the sample collection and detection processes. Results: Among the 10 650 blood samples from the participants, 799 were HIV-positive in initial screening, in which 198 samples (24.78%) missed during confirmation test. Only 621 samples were received by the laboratory. After excluding misreported samples, 520 samples were qualified for testing. A total of 155 samples were eventually determined as recent infection through LAg-Avidity EIA; Based on the estimation formula , the incidence of HIV-1 infection in MSM in 20 cities was 4.06% (95%CI:3.27%-4.85%), it increased to 5.53% (95%CI: 4.45%-6.60%)after the adjusting for sample missing rate. When the sample missing rate and misreporting rate were both adjusted, the incidence of HIV-1 infection in the MSM increased to 5.66% (95%CI:4.67%-6.65%). The actual incidence of HIV-1 infection in MSM in the 20 cities might be between 4.06% and 5.66%. Conclusions: Sample missing and misreporting might cause the deviation of the estimation of HIV-1 infection incidence. It is important to ensure the sample source and the quality of sample collection and detection to reduce the deviation in the estimation of HIV-1 infection incidence.
Cross-Sectional Studies
;
HIV Infections/epidemiology*
;
HIV-1
;
Homosexuality, Male
;
Humans
;
Immunoenzyme Techniques
;
Incidence
;
Male
;
Sexual and Gender Minorities
5. Analyzing the abnormal results of personal dose monitoring of medical radiation workers
Wei-zhen GUO ; Su-fen ZHANG ; Ming-fang LI ; Xiao-lian LIU ; Wei-ji MAI ; Hui-feng CHEN ; Yu-xin JIA ; Wei-xu HUANG
China Occupational Medicine 2021;48(04):476-480
OBJECTIVE: To analyze the abnormal results and their causes of personal dose monitoring on medical radiation workers.METHODS: The medical radiation workers monitored from 2016 to 2019 in the personal dose monitoring room of Guangdong Province Hospital for Occupational Disease Prevention and Treatment were selected as the study subjects using convenient sampling method. The abnormal results and their causes of the medical radiation workers with personal dose equivalent ≥1.25 mSv(investigation level) in a single period were analyzed. RESULTS: The rate of abnormal results of personal dose monitoring was 0.26%(263/102 284). The false result rate was 0.19%(194/102 284), and that of the true result rate was 0.07%(69/102 284). A total of 73.38%(193/263) of medical radiation workers had abnormal results with an personal dose equivalent less than 5.00 mSv. Among different occupational groups, the abnormal results and false results in personal dose monitoring in interventional radiology group were the highest(all P<0.01). The abnormal result rate and false result rate were higher in the Pearl River Delta area than that in the non-Pearl River Delta area(0.27% vs 0.17%, 0.20% vs 0.12%, all P<0.05). The rate of false result of personal dose monitoring in the tertiary hospitals was lower than that in the non-tertiary hospitals(0.18% vs 0.30%, P<0.05). The main reason for the true results of personal dose monitoring was the increase of workload(43.48%), and the main reason for the false results was that the dosimeter was left in the workplace(57.73%). CONCLUSION: The rate of abnormal results of personal dose monitoring in the medical radiation workers is high. Radiological protection should be strengthened with emphasis on medical radiation workers in interventional radiology, Pearl River Delta area hospitals and non-tertiary hospitals.
6.A multicenter retrospective study on the real-world outcomes of autologous vs. allogeneic hematopoietic stem cell transplantation for peripheral T-cell lymphoma in China.
Zhen-Yang GU ; Yu-Jun DONG ; Xiao-Rui FU ; Nai-Nong LI ; Yao LIU ; Xiao-Xiong WU ; Yi-Ni WANG ; Yu-Hang LI ; Han-Yun REN ; Ming-Zhi ZHANG ; Xiao-Fan LI ; Mai-Hong WANG ; Ya-Mei WU ; Dai-Hong LIU ; Zhao WANG ; Liang-Ding HU ; Wen-Rong HUANG
Chinese Medical Journal 2021;134(13):1584-1592
BACKGROUND:
There were few studies on real-world data about autologous hematopoietic stem cell transplantation (auto-HSCT) or allogeneic HSCT (allo-HSCT) in peripheral T-cell lymphoma (PTCL). This study aimed to investigate the clinical outcomes of patients who received auto-HSCT or allo-HSCT in China.
METHODS:
From July 2007 to June 2017, a total of 128 patients who received auto-HSCT (n = 72) or allo-HSCT (n = 56) at eight medical centers across China were included in this study. We retrospectively collected their demographic and clinical data and compared the clinical outcomes between groups.
RESULTS:
Patients receiving allo-HSCT were more likely to be diagnosed with stage III or IV disease (95% vs. 82%, P = 0.027), bone marrow involvement (42% vs. 15%, P = 0.001), chemotherapy-resistant disease (41% vs. 8%, P = 0.001), and progression disease (32% vs. 4%, P < 0.001) at transplantation than those receiving auto-HSCT. With a median follow-up of 30 (2-143) months, 3-year overall survival (OS) and progression-free survival (PFS) in the auto-HSCT group were 70%(48/63) and 59%(42/63), respectively. Three-year OS and PFS for allo-HSCT recipients were 46%(27/54) and 44%(29/54), respectively. There was no difference in relapse rate (34%[17/63] in auto-HSCT vs. 29%[15/54] in allo-HSCT, P = 0.840). Three-year non-relapse mortality rate in auto-HSCT recipients was 6%(4/63) compared with 27%(14/54) for allo-HSCT recipients (P = 0.004). Subanalyses showed that patients with lower prognostic index scores for PTCL (PIT) who received auto-HSCT in an upfront setting had a better outcome than patients with higher PIT scores (3-year OS: 85% vs. 40%, P = 0.003). Patients with complete remission (CR) undergoing auto-HSCT had better survival (3-year OS: 88% vs. 48% in allo-HSCT, P = 0.008). For patients beyond CR, the outcome of patients who received allo-HSCT was similar to that in the atuo-HSCT group (3-year OS: 51% vs. 46%, P = 0.300).
CONCLUSIONS
Our study provided real-world data about auto-HSCT and allo-HSCT in China. Auto-HSCT seemed to be associated with better survival for patients in good condition (lower PIT score and/or better disease control). For patients possessing unfavorable characteristics, the survival of patients receiving allo-HSCT group was similar to that in the auto-HSCT group.
China
;
Hematopoietic Stem Cell Transplantation
;
Humans
;
Lymphoma, T-Cell, Peripheral/therapy*
;
Neoplasm Recurrence, Local
;
Retrospective Studies
;
Transplantation, Autologous
;
Transplantation, Homologous
;
Treatment Outcome
7.Hypertension Prevalence, Awareness, Treatment, and Control and Their Associated Socioeconomic Factors in China: A Spatial Analysis of A National Representative Survey.
Wei WANG ; Mei ZHANG ; Cheng Dong XU ; Peng Peng YE ; Yun Ning LIU ; Zheng Jing HUANG ; Cai Hong HU ; Xiao ZHANG ; Zhen Ping ZHAO ; Chun LI ; Xiao Rong CHEN ; Li Min WANG ; Mai Geng ZHOU
Biomedical and Environmental Sciences 2021;34(12):937-951
Objective:
We aimed to investigate and interpret the associations between socioeconomic factors and the prevalence, awareness, treatment, and control of hypertension at the provincial level in China.
Methods:
A nationally and provincially representative sample of 179,059 adults from the China Chronic Disease and Nutrition Surveillance study in 2015-2016 was used to estimate hypertension burden. The spatial Durbin error model was fitted to investigate socioeconomic factors associated with hypertension indicators.
Results:
Overall, it was estimated that 29.20% of the participants were hypertensive nationwide, among whom, 34.32% were aware of their condition, 27.69% had received antihypertensive treatment, and 7.81% had controlled their condition. Per capita gross domestic product (GDP) was associated with hypertension prevalence (coefficient: -2.95, 95%
Conclusion
Hypertension indicators were not only directly influenced by socioeconomic factors of local area but also indirectly affected by characteristics of geographical neighbors. Population-level strategies should involve optimizing supportive socioeconomic environment by integrating clinical care and public health services to decrease hypertension burden.
Adult
;
Aged
;
Aged, 80 and over
;
China/epidemiology*
;
Cross-Sectional Studies
;
Female
;
Health Knowledge, Attitudes, Practice
;
Humans
;
Hypertension/psychology*
;
Male
;
Middle Aged
;
Prevalence
;
Socioeconomic Factors
;
Spatial Analysis
;
Young Adult
8.Expression Level and Target Gene Prediction of miR-181b in Patients with Chronic Lymphocytic Leukemia.
Zhen KOU ; Hong LIU ; Yi-Chun WANG ; Qin HUANG ; Zeng-Sheng WANG ; Zai-Li Nu Er GU ; Tao LANG ; Yu-Ling NIE ; Li AN ; Zi-Gu Li A ; He-Ta Bai Er MU ; Xiao-Yan ZHANG ; Ling FU ; He-Mai Jiang AI ; Min MAO ; Xiao-Min WANG ; Yan LI
Journal of Experimental Hematology 2020;28(3):808-814
OBJECTIVE:
To investigate the expression level of miR-181b in CD19+ B lymphocytes of patients with chronic lymphocytic leukemia (CLL), to analyze the relationship between its expression and the prognosis of CLL patients, and to predict the potential target gene of miR-181b in CLL by using bioinformatics.
METHODS:
Eight-four patients with CLL treated in People's Hospital of Xinjiang Uygur Autonomous Region from June 2013 to June 2018 were selected. and 20 healthy people were selected as control group. RNA was extracted from CD19+B lymphocytes of peripheral blood by magnetic bead sorting, the expression level of miR-181b was detected, and it's expression differences in different IPI groups were analyzed. The correlation between the expression level of miR-181b and PFS of CLL patients also was analyzed. miR-181b target genes were predicted by online database and literatures, and gene annotation analysis and relevant signal pathway analysis were performed for candidate target genes.
RESULTS:
The expression level of miR-181b in CLL patients was significantly lower than that in control group (P<0.01); The expression level of miR-181b in the low-risk group was higher than that in high-risk group and extremely high-risk group (P<0.05), but there was no statistical difference between low-risk group and medium-risk group (P=1.00). The expression level of miR-181b in medium-risk group was higher than that in high-risk group and extremely high-risk group (P<0.05), but there was no difference between high-risk group and extremely high-risk group (P=1.00). ROC curve results showed that the area under the curve (AUC) was 0.792 (P<0.01).When the expression level of miR-181b was at the threshold value of 0.279, it showed a better sensitivity (62.9%) and specificity (91.8%). Survival analysis results suggested that compared with the high expression group, the miR-181b low expression group had poor PFS (log rank: P=0.047). Prediction of miR-181b by using the starBase, targetscan and picTar database and its combination with literature reports indicated that CARD11, ZFP36L1, RUNX1, NR4A3, ATP1B1, PUM1 and PLAG1 related with blood diseases, and up-regulated CARD11 and ZFP36L1 participated in lymphoid tumor formation by promoting cell proliferation and inhibiting cell aging.
CONCLUSION
The expression level of miR-181b in CLL group are significantly lower than that in the controls group, and the low expression of miR-181b relates with poor prognosis of CLL patients. Through bioinformatics prediction and combined with literature reports, it is speculated that CARD11 and ZFP36L1 as target genes of miR-181b may be participated in the occurrence and development of CLL. Further experiments are needed to verify this result.
Apoptosis Regulatory Proteins
;
Cell Proliferation
;
Humans
;
Leukemia, Lymphocytic, Chronic, B-Cell
;
genetics
;
MicroRNAs
;
Prognosis
9.Changes of cardiac function, RAGE expression and calcium dysregula-tion in type 2 diabetic rats
Fei-Hong LIAN ; Fang RAO ; Su-Juan KUANG ; Xiao-Yan CHEN ; Hui YANG ; Fei-Long WU ; Meng-Zhen ZHANG ; Li-Ping MAI ; Qiu-Xiong LIN ; Zhi-Xin SHAN ; Min YANG ; Chun-Yu DENG
Chinese Journal of Pathophysiology 2018;34(3):488-493
AIM:To investigate the changes of cardiac structure and function in rats with type 2 diabetic melli-tus(T2DM),and to explore the mechanisms underlying diabetic cardiomyopathy.METHODS:The cardiac structure and function were measured by echocardiography in Zucker diabetic fatty(ZDF)rats and their control Zucker lean(ZL)rats. The size of the cardiomyocytes was determined by wheat germ agglutinin staining.The protein expression of atrial natriuretic peptide(ANP),β-myosin heavy chain(β-MHC), receptor for advanced glycation end products(RAGE), L-type cal-cium channel α1C subunit(CaV1.2)and Orai1 was assessed by Western blot.RESULTS:Compared with the ZL control rats,the thickness of left ventricular wall,ejection fraction(EF),fractional shortening(FS)and the sizes of cardiomyo-cytes were significantly increased,and diastolic function was decreased in the ZDF rats(P<0.05).The protein expression of β-MHC, ANP, RAGE and Orai1 was increased, while the expression of Ca V1.2 was decreased in ZDF rats(P <0.05).CONCLUSION:T2DM rats show the prominent features including cardiomyocyte hypertrophy,ventricular hyper-trophy and compensatory enhancement of cardiac function, and the Ca2+handling and increase in RAGE expression may play important roles in the processes.
10.Clostridium difficile carriage in infants and the characteristics of isolates
Tianxiang ZHOU ; Zhenhua SHU ; Kelin XIAO ; Zhongxing WANG ; Guangxing MAI ; Yong XIA ; Zhen HUANG ; Huisheng FAN ; Conghui GU
International Journal of Laboratory Medicine 2017;38(13):1735-1737
Objective To investigate the carrying status and characteristics of Clostridium difficile isolated from infants.Methods Two hundred and thirty-eight stool specimens were collected from infant younger than 1 year old,that were hospitalized or outpatient from August to November 2015.Immunochromatography targeted GDH and toxin A&B of C.difficile was used for C.difficile screening,and those positive specimens were inoculated in CDIF and anaerobic culture.C.difficile isolates were genotyped by using slpA sequence typing (slpA ST),and tcdA,tcdB,cdtA and cdtB of C.difficile isolates were detected by PCR.Results Fifty C.difficile strains were isolated from 238 stool samples,and the isolated rates of C.difficile from <3 months,3 months to <6 months,and 6 months to 1 years old groups were 9.3%,17.6% and 27.3%(χ2=6.940,P=0.031<0.05),respectively.52.0%(26/50) of the C.difficile isolates were toxigenic,and 69.2% (18/26) toxigenic isolates harbored tcdA+tcdB+cdtA-cdtB-.Fifty C.difficile isolates were genotyped as 11 slpA STs,slpA ST fr-02 and kr-02 were the commonest genotypes in toxigenic C.difficile isolates;however,that was slpA ST xr-03 in non-toxigenic isolates.Conclusion High C.difficile carriage is found in infants younger than 1 year old,and more than half of C.difficile isolates are toxigenic.Most of toxigenic isolates harbored toxin A and B.The genotype of C.difficile isolates is different between toxigenic isolates and non-toxigenic isolates.

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