1.Study on medication adherence factors among patients with severe mental disorders in Zhuhai city based on XGBoost model
Zhongshu YE ; Yongyong TENG ; Jingju QUAN ; Yajun SUN ; Jiaju HUANG ; Yixuan WU ; Changlin HAN ; Guangchuan ZHANG
Sichuan Mental Health 2026;39(1):36-43
BackgroundLow medication compliance among patients with severe mental disorders increases the disease burden on both the patients' families and the society. Medication adherence is influenced by numerous factors. Traditional methods such as Logistic regression struggle to quantify the importance of these factors. By introducing Extreme Gradient Boosting (XGBoost) combined with Shapley Additive Explanations (SHAP), enables the quantification of the relative contribution weights of each factor, providing support for identifying the core influencing factors. ObjectiveTo explore the influencing factors of medication adherence among patients with severe mental disorders in Zhuhai, aiming to provide references for optimizing patient management strategies. MethodsExtract the data of patients with severe mental disorders who were registered on the mental health system platform in Zhuhai City from January 1, 2023 to March 31, 2025. A total of 9 329 patients were finally included for analysis. Influencing factors were screened using univariate analysis and multivariate logistic regression analysis, and an XGBoost model combined with the SHAP algorithm was constructed to quantify the importance of each influencing factor. ResultsAmong 9 329 patients, 8 446 demonstrated medication adherence, yielding an adherence rate of 90.53%. Multivariable analysis identified several risk factors significantly associated with medication non-adherence, being unmarried (OR=1.237, 95% CI: 1.019–1.502) or divorced (OR=1.389, 95% CI: 1.038–1.832), a diagnosis of mental retardation with psychiatric disorders (OR=3.025, 95% CI: 2.402–3.796) or paranoid psychosis (OR=5.117, 95% CI: 3.086–8.299), a disease duration of 2–4 years (OR=1.355, 95% CI: 1.085–1.696), 4–6 years (OR=2.143, 95% CI: 1.671–2.747), or >6 years (OR=1.681, 95% CI: 1.365–2.079), lack of guardian subsidies (OR=1.412, 95% CI: 1.099–1.801), absence of a disability certificate (OR=1.900, 95% CI: 1.588–2.282), not being enrolled in care and support groups (OR=1.384, 95% CI: 1.183–1.617) or community services (OR=1.313, 95% CI: 1.042–1.645), and not cohabiting with a guardian (OR=1.257, 95% CI: 1.048–1.501). Conversely, the enrollment in special outpatient disease programs (OR=0.716, 95% CI: 0.609–0.842) and a family history of mental illness (OR=0.713, 95% CI: 0.503–0.982) were identified as protective factors. The XGBoost model exhibited robust predictive performance, with a sensitivity of 0.433, specificity of 0.944, accuracy of 0.891, Area Under the Curve (AUC) of 0.837, and F1 value of 0.449. Feature importance ranking indicated that the top three factors were disease duration, diagnosis, and the acquisition of disability certificates. ConclusionPolicy-based support (acquisition of disability certificates, special outpatient disease enrollment) and clinical disease characteristics (disease duration, diagnosis type) are key factors affecting medication adherence among patients with severe mental disorders in Zhuhai City. [Funded by Zhuhai Medical Research Project (number, 2220009000281)]
2.Establishment of a Rat Model of Alzheimer's Disease by Introducing Human Triple Mutant APP Gene into Hippocampus via Brain Stereotactic Technology
Linlin XIAO ; Yixuan YANG ; Shanshan LI ; Lanshiyu LUO ; Siwei YIN ; Juming SUN ; Wei SHI ; Yiqiang OUYANG ; Xiyi LI
Laboratory Animal and Comparative Medicine 2025;45(3):269-278
Objective To establish a rat model of Alzheimer's disease (AD) expressing human triple mutant amyloid precursor protein (APP) in the hippocampus, and to provide a model for the study of disease mechanisms and drug development. Methods Twenty-four 12-week-old SPF-grade female SD rats were randomly divided into a blank control group, a virus control group and an experimental group, with eight rats in each group; among them, the experimental group received a stereotaxic injection of adeno-associated virus (AAV) carrying the human triple mutant APP and NanoLuc luciferase genes into the hippocampus. In vivo imaging was used to observe viral expression in the brains of rats in each group, the novel object recognition test was used to assess the recognition memory of the rats in each group, real-time fluorescent quantitative PCR was used to detect the expression level of the APP gene, HE staining was used to examine the brain histopathology, Nissl staining was used to assess the hippocampal lesions, and immunohistochemistry was used to detect the deposition of amyloid β-protein (Aβ). Results In vivo imaging showed that reporter fluorescence was detected in the brains of rats in both experimental and virus control groups. Fluorescence quantitative PCR showed that the expression level of the APP gene was significantly increased in the brains of rats in the experimental group (P<0.01). Novel object recognition test revealed that the recognition memory of rats in the experimental group was significantly reduced compared with that of the blank control group (P<0.01). Six months after recombinant AAV virus infection, HE staining and Nissl staining of brain tissues showed that the number of neurons and Nissl bodies in the CA1 region of the hippocampus in the experimental group was reduced and disorganized; immuno-histochemistry testing of the CA1 region of the hippocampus and the pyramidal cell layer of the experimental group revealed prominent brown deposits, indicating Aβ protein deposition. Conclusion The rat model successfully established by stereotaxic injection and AAV-mediated delivery of human triple mutant APP gene exhibits typical AD features, providing a valuable animal model for studying AD pathology and developing drug therapies targeting Aβ protein deposition.
3.Establishment of a Rat Model of Alzheimer's Disease by Introducing Human Triple Mutant APP Gene into Hippocampus via Brain Stereotactic Technology
Linlin XIAO ; Yixuan YANG ; Shanshan LI ; Lanshiyu LUO ; Siwei YIN ; Juming SUN ; Wei SHI ; Yiqiang OUYANG ; Xiyi LI
Laboratory Animal and Comparative Medicine 2025;45(3):269-278
Objective To establish a rat model of Alzheimer's disease (AD) expressing human triple mutant amyloid precursor protein (APP) in the hippocampus, and to provide a model for the study of disease mechanisms and drug development. Methods Twenty-four 12-week-old SPF-grade female SD rats were randomly divided into a blank control group, a virus control group and an experimental group, with eight rats in each group; among them, the experimental group received a stereotaxic injection of adeno-associated virus (AAV) carrying the human triple mutant APP and NanoLuc luciferase genes into the hippocampus. In vivo imaging was used to observe viral expression in the brains of rats in each group, the novel object recognition test was used to assess the recognition memory of the rats in each group, real-time fluorescent quantitative PCR was used to detect the expression level of the APP gene, HE staining was used to examine the brain histopathology, Nissl staining was used to assess the hippocampal lesions, and immunohistochemistry was used to detect the deposition of amyloid β-protein (Aβ). Results In vivo imaging showed that reporter fluorescence was detected in the brains of rats in both experimental and virus control groups. Fluorescence quantitative PCR showed that the expression level of the APP gene was significantly increased in the brains of rats in the experimental group (P<0.01). Novel object recognition test revealed that the recognition memory of rats in the experimental group was significantly reduced compared with that of the blank control group (P<0.01). Six months after recombinant AAV virus infection, HE staining and Nissl staining of brain tissues showed that the number of neurons and Nissl bodies in the CA1 region of the hippocampus in the experimental group was reduced and disorganized; immuno-histochemistry testing of the CA1 region of the hippocampus and the pyramidal cell layer of the experimental group revealed prominent brown deposits, indicating Aβ protein deposition. Conclusion The rat model successfully established by stereotaxic injection and AAV-mediated delivery of human triple mutant APP gene exhibits typical AD features, providing a valuable animal model for studying AD pathology and developing drug therapies targeting Aβ protein deposition.
4.Intermittent fasting ameliorates rheumatoid arthritis by harassing deregulated synovial fibroblasts.
Lei LI ; Jin DONG ; Yumu ZHANG ; Chen ZHAO ; Wen WEI ; Xueqin GAO ; Yao YU ; Meilin LU ; Qiyuan SUN ; Yuwei CHEN ; Xuehua JIAO ; Jie LU ; Na YUAN ; Yixuan FANG ; Jianrong WANG
Chinese Medical Journal 2025;138(23):3201-3203
5.ARID1A IDR targets EWS-FLI1 condensates and finetunes chromatin remodeling.
Jingdong XUE ; Siang LV ; Ming YU ; Yixuan PAN ; Ningzhe LI ; Xiang XU ; Qi ZHANG ; Mengyuan PENG ; Fang LIU ; Xuxu SUN ; Yimin LAO ; Yanhua YAO ; Juan SONG ; Jun WU ; Bing LI
Protein & Cell 2025;16(1):64-71
6.Optimized derivation and culture system of human naïve pluripotent stem cells with enhanced DNA methylation status and genomic stability.
Yan BI ; Jindian HU ; Tao WU ; Zhaohui OUYANG ; Tan LIN ; Jiaxing SUN ; Xinbao ZHANG ; Xiaoyu XU ; Hong WANG ; Ke WEI ; Shaorong GAO ; Yixuan WANG
Protein & Cell 2025;16(10):858-872
Human naïve pluripotent stem cells (PSCs) hold great promise for embryonic development studies. Existing induction and culture strategies for these cells, heavily dependent on MEK inhibitors, lead to widespread DNA hypomethylation, aberrant imprinting loss, and genomic instability during extended culture. Here, employing high-content analysis alongside a bifluorescence reporter system indicative of human naïve pluripotency, we screened over 1,600 chemicals and identified seven promising candidates. From these, we developed four optimized media-LAY, LADY, LUDY, and LKPY-that effectively induce and sustain PSCs in the naïve state. Notably, cells reset or cultured in these media, especially in the LAY system, demonstrate improved genome-wide DNA methylation status closely resembling that of pre-implantation counterparts, with partially restored imprinting and significantly enhanced genomic stability. Overall, our study contributes advancements to naïve pluripotency induction and long-term maintenance, providing insights for further applications of naïve PSCs.
Humans
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DNA Methylation/drug effects*
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Genomic Instability
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Pluripotent Stem Cells/metabolism*
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Cell Culture Techniques/methods*
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Cells, Cultured
7.Study on work-related musculoskeletal disorders and influencing factors of underground workers in a coal mine
Yaxin ZHU ; Kun SUN ; Yixuan ZHANG ; Chen YANG ; Keyun GUO ; Yulan JIN
Chinese Journal of Industrial Hygiene and Occupational Diseases 2025;43(8):600-605
Objective:To investigate the occurrence of work-related musculoskeletal disorders (WMSDs) among underground coal mine workers, identify the risk factors for WMSDs, and provide a scientific evidence for the prevention and treatment of WMSDs.Methods:In March 2024, through cluster sampling, the on-the-job workers who underwent questionnaire surveys and health examinations at a certain coal mine from July to August 2018 were selected as the research subjects. Basic information of employees, ergonomics-related characteristics, and the occurrence status of WMSDs in each part were collected, and multivariate logistic regression was used for analysis.Results:The incidence rate of WMSDs in at least one site among underground coal mine workers within the past year was 62.22% (219/352). The top three sites in sequence were the lower back (44.32%, 156/352), neck (26.14%, 92/352), and knee (26.14%, 92/352). Multivariate logistic regression analysis showed that frequently exerting great force with arms or hands during work ( OR=2.223, 95% CI: 1.022-4.836), prolonged static forward bending ( OR=1.544, 95% CI: 1.305-1.972), and frequently exerting great effort to operate tools or machines ( OR=2.206, 95% CI: 1.011-4.813), absence of external support systems ( OR=1.589, 95% CI: 1.349-1.996), and repetitive full-body twisting ( OR=1.523, 95% CI: 1.298-1.916) were all risk factors for the occurrence of WMSDs in the lower back ( P<0.05). Both night shift work ( OR=1.564, 95% CI: 1.339-1.939) and frequent forward neck flexion ( OR=1.532, 95% CI: 1.312-1.907) were all risk factors for the occurrence of WMSDs in the neck ( P<0.05). Lifting heavy objects above the shoulder ( OR=1.333, 95% CI: 1.142-1.782), uncomfortable posture and inability to exert force ( OR=1.873, 95% CI: 1.104-2.712), the use of vibration tools ( OR=2.958, 95% CI: 1.255-6.972), and length of service >10 years ( OR=1.525, 95% CI: 1.105-1.967) were all risk factors for the occurrence of WMSDs in the knee ( P<0.05) . Conclusion:The incidence of WMSDs among underground coal miners is relatively high, mainly concentrated in the lower back, neck and knee, and is related to factors such as poor working postures, and work organization. Coal mining enterprises should strengthen work organization, provide appropriate working equipment, and ensure reasonable distribution of workloads.
8.A brief introduction of the new burnout assessment tool (BAT)
Jinfeng YANG ; Yixuan SUN ; Qiao HU ; Junling GAO ; Junming DAI
Chinese Journal of Industrial Hygiene and Occupational Diseases 2025;43(11):813-817
This article briefly introduces the new concept of burnout and the new burnout assessment tool BAT. In the past, the most famous burnout definition was proposed by Maslach and Leiter. The Maslach Burnout Inventory (MBI) developed by Maslach has also been the gold standard for evaluating burnout. With the development of burnout research, the concept of burnout has a certain defect. MBI has also been criticized in conceptual, practical and psychological measurement. It may hinder new research, and urgently needs to improve the concept and evaluation of burnout. Therefore, Schaufeli redefined the concept of burnout, and developed a new burnout assessment tool for groups and individuals based on the new concept of burnout-Burnout Assessment Tool (BAT) . This paper systematically reviews the proposal of the new concept of burnout, the development of the BAT scale and its application at home and abroad, and analyzes the advantages and application prospects of the BAT scale.
9.Reliability and validity study of the short version of the Chinese version of the Burnout Assessment Tool (BAT-12)
Jinfeng YANG ; Yixuan SUN ; Qiao HU ; Junling GAO ; Junming DAI
Chinese Journal of Industrial Hygiene and Occupational Diseases 2025;43(9):657-661
Objective:To verify the reliability and validity of the short version of the Chinese version of the new Burnout Assessment Tool (12 items version of Burnout Assessment Tool, BAT-12) .Methods:From October to December 2023, the cluster sampling method was adopted, and the Chinese version of the Maslach Burnout Inventory-General Survey (MBI-GS) and the BAT-12 scale were used simultaneously. A questionnaire survey was conducted among enterprise employees (4329 people) in Shanghai and Guangdong Province. Exploratory factor analysis and confirmatory factor analysis and other methods were employed to analyze its reliability (internal consistency reliability and combination reliability) and validity (structural validity, convergent validity, discriminative validity and criterion validity) .Results:A total of 4329 questionnaires were retrieved, among which 4086 were valid, with an effective recovery rate of 94.39%. The Cronbach's α coefficient of the Chinese version of the BAT-12 total scale was 0.956, and the combination reliability coefficients of each dimension ranged from 0.914 to 0.952. The scale contained 12 items, and 4 common factors were extracted from exploratory factor analysis, including exhaustion, mental distance, cognitive impairment, and emotional impairment. The cumulative variance contribution rate reached 86.63%. Confirmatory factor analysis showed that both the four-factor correlation model and the second-order model were ideally fitted overall, with the four-factor correlation model having the best data fit (comparative fit index 0.972, Tuker-Lewis fit index 0.962, root mean square error of approximation 0.064, and standardized root mean square residual 0.033). The average variance extracted (AVE) of each dimension of the scale ranged from 0.780 to 0.868, and the square roots of AVE (0.883 to 0.932) were all greater than their Pearson correlation coefficients (0.630 to 0.850). The Pearson correlation coefficient between BAT-12 and MBI-GS was 0.787 ( P<0.001) . Conclusion:The Chinese version of the BAT-12 scale demonstrates strong internal consistency and combination reliability, with excellent reliability. Its four-dimensional structure validity has been validated, with good convergent validity, discriminative validity, and ideal criterion validity, demonstrating excellent validity. The Chinese version of the BAT-12 scale can be used to measure the level of occupational burnout among Chinese employees.
10.Analysis of Animal Models of Hypothyroidism Based on Clinical Characteristics of Traditional Chinese and Western Medicine
Hao CHEN ; Yixuan XIE ; Zhe CHEN ; Jing SUN ; Yifan LU ; Xiqiao ZHOU
World Science and Technology-Modernization of Traditional Chinese Medicine 2025;27(7):1906-1913
Objective Hypothyroidism is a common clinical disease of systemic metabolic reduction,the incidence and detection rate increased year by year.Based on the clinical characteristics of hypothyroidism,the study constructed and improved animal models to provide reference for the study of hypothyroidism prevention and treatment.Methods By reviewing relevant domestic and foreign literatures,the modeling methods of hypothyroidism were summarized and analyzed.According to the etiology,pathogenesis and clinical diagnostic criteria of hypothyroidism in Chinese medicine and Western medicine,the modeling methods and principles of hypothyroidism animal models were summarized,and the advantages and disadvantages of animal models and the evaluation of clinical conformity were analyzed.Results It was found that the model of drug induction,iodine restriction and 131 I-induced hypothyroidism had high clinical anastomosis in Western medicine,and had the advantages of simple operation,high model formation rate and good repeatability,the combination of the disease model and the syndrome model of kidney yang deficiency and spleen and kidney yang deficiency have a high degree of clinical conformity in TCM.Congenital induced hypothyroidism,autoimmune induced hypothyroidism and genetic induced hypothyroidism can be studied for their unique etiology and pathogenesis,but their clinical manifestations are relatively simple and their clinical anastomosis is relatively low.At present,the construction of hypothyroidism animal model is mainly based on the pathogenesis of Western medicine,and the evaluation of the model mostly relies on laboratory detection indicators.The clinical anastomosis score of traditional Chinese medicine is generally low,and the record of animal apparent indicators is generally insufficient.Conclusion In the process of building hypothyroidism animal model,based on the pathogenesis of traditional Chinese medicine,combining the etiology of traditional Chinese medicine and the pathogenesis of Western medicine,multi-factor comprehensive modeling method can be adopted to increase the record of apparent indicators,improve the accuracy of the four diagnoses and symptoms of traditional Chinese medicine,and systematically and dynamically observe the interaction process of disease and syndrome,so as to build an animal model of hypothyroidism which is more closely aligns with with the clinical characteristics of traditional Chinese medicine and Western medicine.

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