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.Analysis of latent classes of health literacy and related factors among junior high school students in Zhongshan
WU Zhuowen, PU Xueya, HUANG Sizhe, CHEN Yajun
Chinese Journal of School Health 2026;47(3):342-346
Objective:
To identify the latent class characteristics of health literacy and related factors among junior high school students, so as to provide evidence for developing precise and systematic health literacy promotion strategies.
Methods:
In November 2024, a two stage random cluster sampling method was used to conduct a questionnaire survey among 8 933 junior high school students in Zhongshan. Health literacy was assessed across six dimensions: health behavior and lifestyle, disease prevention and control, mental health, growth development and puberty health, safety emergency and risk avoidance, and medical knowledge and appropriate healthcare utilization. Latent profile analysis was used to identify distinct health literacy classes, and multinomial Logistic regression was applied to analyze the related factors.
Results:
Three latent classes of health literacy among junior high school students were identified: the well balanced type(71.7%,6 406), the medical knowledge deficit type(22.3%,1 992), and the overall low literacy type(6.0%,537). Logistic regression analysis showed that girls had lower risks of belonging to the medical knowledge deficit type( OR =0.53, 95% CI =0.48-0.59) and the overall low literacy type( OR =0.27,95% CI =0.22-0.33) compared with boys(both P <0.05). Students in rural schools had the highest risks of belonging to these two profiles above [ OR (95% CI ) =1.89 (1.61-2.21), 3.18 (2.50-4.06),both P <0.05]. Junior high school students having ≥2 siblings were positively associated with belonging to these two profiles, with risks 1.60 (95% CI = 1.35-1.89) and 2.25 times (95% CI =1.66-3.05) higher than those of only children (both P <0.05). Junior high school students with parental education of bachelor s degree or above were associated with lower risk of belonging to the medical knowledge deficit type (father: OR =0.63, 95% CI =0.47-0.84; mother: OR =0.68, 95% CI = 0.52 -0.90,both P <0.05). Junior high school students with receiving health education courses ≥3 times per month were associated with lower risks of belonging to both the medical knowledge deficit type and overall low literacy type ( OR =0.51, 95% CI =0.43- 0.60 ; OR =0.33, 95% CI =0.25-0.42, both P <0.05).
Conclusions
Three latent classes of health literacy exist among junior high school students in Zhongshan. Targeted interventions should be implemented based on profile characteristics, with an emphasis on strengthening medical knowledge education and providing comprehensive support for vulnerable groups.
3.Mission and implementation path of health promoting school construction from the perspective of building China into a leading nation in education
CHEN Yajun, GE Wenxin, YAO Liqing
Chinese Journal of School Health 2026;47(4):461-464
Abstract
Recently, the Ministry of Education issued Guiding Opinions on Comprehensively Promoting the Construction of Healthy Schools hereinafter referred to as the Guiding Opinions, which systematically established the goal system, key tasks, critical measures, and safeguard mechanisms for the construction of healthy schools in the new era. Against the backdrop, comprehensively promoting the construction of healthy schools has become a core project for implementing the concept of "Health First", carrying out joint prevention and control of multiple diseases, and responding to national action plans. Based on a systematic analysis of the internal logic between healthy school construction and the "education powerhouse strategy", the study deeply expounds on its core mission as a "foundational project for talent cultivation" and a "hub for the integration of five educations". Combining the eight key tasks and three critical measures clarified in the Guiding Opinions, it constructs a multi dimensional, systematic, and operable implementation path from the aspects of concept leadership and practice internalization, data monitoring and closed loop management, team support and environmental optimization, literacy promotion and evaluation innovation, innovation drive and characteristic development,digital empowerment and smart governance. The study provides a forward looking and strategic comprehensive solution for improving the collective health literacy of students and building a comprehensive prevention and control system for common campus diseases in the new era.
4.Paying attention to behavioral risk factors of secondary vocational school students and promoting their physical and psychological health
LU Jinkui, YUAN Xinping, SUN Jian, CHEN Yajun
Chinese Journal of School Health 2026;47(6):761-765
Abstract
To understand the impact of negative behavior patterns on the physical and psychological health of secondary vocational school students, the study systematically reviews the multidimensional and co-occurring characteristics of behavioral risk aggregation with physical and psychological health problems among secondary vocational school students, analyzes the intertwined influence of new and traditional behavioral risk factors, and explores a comprehensive intervention framework centered on multidimensional rhythm reshaping and individual-family-school-society multi level intervention pathways, providing theoretical reference for promoting the health of secondary vocational school students.
5.Physical activity and its associations with depressive and anxiety symptoms and their co-existence among secondary vocational school students
YAN Kangying*, WU Jialin, SUN Hao, LIU Ningling, XU Huaping, LU Jinkui, CHEN Yajun
Chinese Journal of School Health 2026;47(6):777-783
Objective:
To examine the characteristics of physical activity among secondary vocational school students and its associations with depressive symptoms, anxiety symptoms, and their co-existence, so as to provide evidence for promoting their mental health.
Methods:
From September to December 2024, a questionnaire survey was conducted on 5 141 secondary vocational school students using convenience sampling method across 16 secondary vocational schools in 8 provinces/municipalities, including Fujian, Chongqing, Guangdong, Guangxi, Hubei, Jiangxi, Shanghai and Zhejiang. A self designed questionnaire, International Physical Activity Questionnaire Short Form, Patient Health Questionnaire-9 and Generalized Anxiety Disorder Scale-7 were used to assess basic information, physical activity characteristics, and depressive and anxiety symptoms. Chi-square test and Logistic regression model were used to analyze the associations of physical activity characteristics with depressive symptoms, anxiety symptoms, and their co-existence.
Results:
Among secondary vocational school students, 22.2% had depressive symptoms, 12.2% had anxiety symptoms, and 10.5% had both conditions. After adjustment for confounding factors such as sex, grade, and family structure, Logistic regression analyses showed that a high physical activity level, meeting the recommendation for daily moderate to vigorous physical activity (MVPA), and a concentrated physical activity pattern were associated with lower odds of depressive symptoms, anxiety symptoms, and their co-existence ( OR =0.70-0.81, all P <0.05). Regular weekly MVPA and a regular physical activity pattern were associated only with lower odds of depressive symptoms ( OR =0.79, 0.70, both P <0.05). Sex stratified analyses showed that meeting the recommendation for daily MVPA and a concentrated physical activity pattern were associated with lower odds of depressive symptoms, anxiety symptoms, and their co-existence among boys ( OR =0.60-0.71); a high physical activity level, regular weekly MVPA, and a regular physical activity pattern were associated with lower odds of depressive symptoms among boys ( OR =0.65-0.78)(all P <0.05). Meanwhile, a high physical activity level, meeting the recommendation for daily MVPA, regular weekly MVPA, and regular and concentrated physical activity patterns were associated with lower odds of depressive symptoms in female students ( OR =0.72-0.79) (all P <0.05).
Conclusions
Physical activity characteristics are associated with depressive symptoms, anxiety symptoms, and their co-existence among secondary vocational school students. Schools should optimize physical activity promotion strategies according to sex specific characteristics to reduce the occurrence of depressive and anxiety symptoms among secondary vocational school students.
6.Research progress of mesenchymal stem cells and their exosomes in Alzheimer's disease
Shenglian TONG ; Qian ZHANG ; Yajun SHI ; Haiyan SUN ; Shiyan ZHOU
Journal of Clinical Medicine in Practice 2025;29(16):112-116,122
Alzheimer's disease(AD)is a chronic neurodegenerative disease that severely affects the quality of life of the elderly.Its main pathological features include the deposition of β-amyloid protein to form senile plaques,neurofibrillary tangles caused by abnormal phosphorylation of tau pro-tein,as well as extensive neuronal loss and synaptic dysfunction.In recent years,mesenchymal stem cells(MSCs)and their exosomes(MSC-Exos)have attracted extensive attention due to their poten-tial in the treatment of neurodegenerative diseases.MSCs possess multidirectional differentiation po-tential,immunomodulatory capacity,and significant neuroprotective and repair effects.As an impor-tant signaling mediator of MSCs,MSC-Exos are a type of nanoscale double-layer membrane-structured vesicles secreted by MSCs,capable of carrying and delivering various bioactive substances.MSCs and their derived MSC-Exos have demonstrated good safety and efficacy in the treatment of AD.This arti-cle systematically reviewed the basic and translational research progress on MSCs and MSC-Exos in the treatment of AD in recent years.
7.Application of mathematical models for TCM health status analysis, monitoring, early warning, and prevention in the diagnosis and treatment of thyroid diseases
Ziqi JIAO ; Tiefeng SUN ; Na ZHANG ; Yajun ZHANG ; Jialei FU ; Chunlei WANG ; Jingzhi YU
Chinese Journal of Endemiology 2025;44(11):942-946
Thyroid diseases are clinically prevalent endocrine and metabolic disorders, including various types such as Hashimoto's thyroiditis and thyroid nodules. Their pathogenesis is complex and influenced by numerous factors, potentially involving genetic factors, environmental factors, and immune dysfunction. With the continuous advancement of modern traditional Chinese medicine (TCM), TCM has established a unique theoretical system in the prevention and treatment of thyroid diseases, with increasingly rich clinical practical experience. This article reviews the recent application of TCM health status analysis, monitoring, early warning, and prevention in the field of thyroid diseases, aiming to provide useful references for in-depth study in this field.
8.Expert consensus on non-surgical treatment for acute lateral ankle sprain (version 2025)
Hui CHE ; Wenge DING ; Shiming FENG ; Xueping GU ; Qinwei GUO ; Jianchao GUI ; Yinghui HUA ; Yuefeng HAO ; Qinglin HAN ; Bo HU ; Xiaojun LIANG ; Guoping LI ; Yunxia LI ; Qi LI ; Yanlin LI ; Xin MA ; Jun MA ; Xudong MIAO ; Jianzhong QIN ; Xiaodong QIN ; Xu SUN ; Kefu SUN ; Weidong SONG ; Dai SHI ; Zhongmin SHI ; Youlun TAO ; Xu WANG ; Youhua WANG ; Liheng WANG ; Anli WANG ; Aiguo WANG ; Weidong WU ; Yajun XU ; Weidong XU ; Renjie XU ; Yongsheng XU ; Tengbo YU ; Lianqi YAN ; Xiaodong YUAN ; Yuan ZHU ; Mingzhu ZHANG ; Hongtao ZHANG ; Xintao ZHANG ; Xiaofei ZHENG
Chinese Journal of Trauma 2025;41(6):517-529
Acute lateral ankle sprain (ALAS) is one of the most common sport injuries, with high incidence, recurrence and disability rates. Currently, exercise rehabilitation-based non-surgical treatment is the primary management approach for ALAS. However, there remain improper practices such as excessive immobilization or uncontrolled activity, which contribute to recurrent sprains and chronic ankle instability, significantly impairing patients′ athletic function and quality of life. To standardize the non-surgical management of ALAS, improve the cure rates, and reduce the recurrence and disability rates, Chinese Sports Rehabilitation Medicine Training Project of Chinese Medical Association, Foot and Ankle Basics and Orthopedics Group, Orthopedic Branch of Chinese Medical Doctor Association, and Sports Medicine Branch of Jiangsu Medical Association organized relevant experts to formulate Expert consensus on non-surgical treatment for acute lateral ankle sprain ( version 2025), following the principles of scientific vigor, practicality, and innovation. Thirteen recommendations were proposed for standardized treatment protocols across different healing phases, aiming to provide references for standard management of ALAS and improve the therapeutic outcomes.
9.Analysis of the relationship between Hp infection and the expression of p27,CyclinD1,MMP-9 proteins and the related microRNAs and clinicpathological features in gastric cancer
Jian ZHAO ; Min DAI ; Ran SUN ; Yajun XU
The Journal of Practical Medicine 2025;41(18):2890-2897
Objective To investigate the association between Helicobacter pylori(Hp)infection and the expression levels of p27,CyclinD1,matrix metalloproteinase 9(MMP-9),and related microRNAs,as well as their correlations with clinicopathological characteristics in gastric cancer(GC)tissues.Methods A total of 116 GC patients who underwent surgical resection were enrolled and classified into Hp-positive and Hp-negative groups based on Hp infection status,consisting of 76 and 40 cases,respectively.Among the Hp-positive group,patients were further categorized into good prognosis and poor prognosis subgroups according to their clinical outcomes,with 56 and 20 cases,respectively.The expression levels of p27,CyclinD1,MMP-9 proteins,as well as miR-490-3p and miR-146a in both cancerous and paracancerous tissues across the groups were compared.Additionally,the associations between the expression of these biomarkers in cancer tissues and the clinicopathological features and prognosis of Hp-positive GC patients were analyzed.Furthermore,potential risk factors contributing to poor progno-sis in Hp-positive GC patients were identified,and a predictive model was constructed to evaluate its prognostic value.Results The expression levels of p27 protein and miR-490-3p in GC tissues were significantly lower compared to those in adjacent non-cancerous tissues,whereas the expression levels of CyclinD1,MMP-9 protein,and miR-146a were significantly higher(P<0.05).In cancer tissues from the Helicobacter pylori(Hp)-positive group,the expression of p27 protein and miR-490-3p was lower than that in the Hp-negative group,while the expression of CyclinD1,MMP-9 protein,and miR-146a was higher(P<0.05).Moreover,in Hp-positive GC patients,the expression levels of p27 protein and miR-490-3p in cancer tissues were lower in those with advanced stages(Ⅲ~Ⅳ)and lymph node metastasis compared to those with early stages(Ⅰ~Ⅱ)and no lymph node metastasis(P<0.05).Conversely,the expression levels of CyclinD1,MMP-9 protein,and miR-146a were higher in patients with advanced stages and lymph node metastasis(P<0.05).Compared with the good prognosis group,the poor progno-sis group exhibited a higher proportion of advanced stages,lymph node metastasis,and elevated expression levels of CyclinD1,MMP-9 protein,and miR-146a,while the expression levels of p27 protein and miR-490-3p were reduced(P<0.05).Multivariate analysis indicated that advanced stage(Ⅲ~Ⅳ),low expression of p27 pro-tein,high expression of MMP-9 protein,and low expression of miR-490-3p were independent risk factors for poor prognosis in Hp-positive GC patients(P<0.05).The predictive model constructed for assessing the likelihood of poor prognosis in Hp-positive GC demonstrated an area under the curve(AUC)of 0.774,with a sensitivity of 80.00%and a specificity of 76.79%.Conclusions p27,CyclinD1,MMP-9 protein,miR-146a,and miR-490-3p were found to be abnormally expressed in patients with Hp-positive GC.Their expression levels were significantly associated with TNM stage and the presence of lymph node metastasis.Specifically,Stage Ⅲ~Ⅳ disease,low expression of p27 protein and miR-490-3p,and high expression of MMP-9 protein were identified as independent risk factors for poor prognosis in patients with Hp-positive GC.A predictive model based on these risk factors demonstrated favorable performance in forecasting poor clinical outcomes in this patient population.
10.Investigation and study on the development status and job adaptability of specialized nurses in Liaoning Province
Jin ZHAO ; Yu SUN ; Yajun HE ; Dantong WANG ; Yuying CHU
Chinese Journal of Practical Nursing 2025;41(34):2694-2700
Objective:To investigate the development and job adaptability of specialized nurses in Liaoning Province, and to provide basis for further improving the job adaptability of specialized nurses.Methods:In August 2024, provincial-level or above specialized nurses from secondary and above hospitals in 14 cities of Liaoning Province were selected by convenient sampling method, and their job adaptation was investigated using General Information Questionnaire and Workers' Job Adaptation Scale to conduct cross-sectional research.Results:A total of 3 460 valid questionnaires were collected. Among the 3 460 specialized nurses, tertiary hospitals accounted for 91.01% (3 149/3 460), undergraduates accounted for 89.28% (3 089/3 460), and 51.13% (1 769/3 460) were aged from 36 to 45. The top three training specialties for specialized nurses were severe illness, operating room and intravenous infusion therapy, and the training duration was mostly 6 to 12 weeks, accounting for 58.70% (2 031/3 460). After training, they mostly engaged in specialized disease care/case care, accounting for 86.07% (2 978/3 460); In terms of hospital security, 71.16% (2 462/3 460) of the specialized nurses said that the working conditions provided by the hospital could meet their work needs, 43.93% (1 520/3 460) said that the hospital performance was reasonable, 43.29% (1 498/3 460) said that there were sufficient promotion opportunities, and 49.28% (1 705/3 460) said that the hospital has dedicated positions for specialized nurses. The score of the Job Fit Scale for Professional Nurses was (37.36 ± 6.30) points, including the attribute fit dimension (12.45 ± 2.32) points, the demand-supply fit dimension (11.84 ± 2.57) points and the ability-requirement fit dimension (13.06 ± 2.12) points.Conclusions:The post adaptability of provincial-level or above specialized nurses in Liaoning province is in the high level, but the distribution of specialized nurses is uneven, and the proportion of secondary hospitals is low. The training mechanism for specialized nurses has gradually matured, but some of them are not fully played, and there is little participation in scientific research and innovation activities after training. Therefore, it is suggested that in the future work, secondary hospitals should be encouraged to select nursing backbones according to their needs to participate in specialized training programs to improve nurses' professional skills; Nursing managers encourage specialized nurses to consciously participate in systematic scientific research training to enhance their nursing scientific research ability; rational use of specialist nurses in hospitals, giving full play to their professional advantages, and promoting the development of specialties.


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