1.Predictive modle for violence risk in hospitalized schizophrenia patients based on support vector machine
Huan LIU ; Peifang SHI ; Kun ZHANG ; Li KANG ; Yan ZHANG ; Long NA ; Binhong WANG ; Meiqing HE
Sichuan Mental Health 2026;39(1):27-35
BackgroundThe violent aggressive behaviors of patients with schizophrenia usually have the characteristics of suddenness, unpredictability, high severity, and great difficulty in prevention. Early identification and accurate assessment of their risk of violent aggression have significant clinical significance. ObjectiveTo construct a predictive model for the violence risk in hospitalized patients with schizophrenia, to identify the key factors influencing the occurrence of violent behavior in these patients, so as to provide references for clinical precise quantitative assessment and early intervention. MethodsA total of 200 patients with schizophrenia who were hospitalized at Taiyuan Psychiatric Hospital from March 2022 to September 2024 and met the diagnostic criteria of the International Classification of Diseases, eleventh edition (ICD-11) were collected to form the modeling cohort. They were randomly divided into a training set (n=140) and a test set (n=60) at a ratio of 7∶3. Based on the least absolute shrinkage and selection operator (LASSO) regression algorithm, the feature variables were screened and dimension-reduced. The support vector machine (SVM) from machine learning was selected for model training and prediction. The discrimination efficacy of the model was evaluated by the area under the receiver operating characteristic (ROC) curve (AUC), accuracy, precision, sensitivity, specificity, F1 value, and Brier value. ResultsLASSO regression screening identified 16 feature variables. Pearson correlation analysis revealed a positive correlation between prior violent behavior frequency and clinical psychiatric symptom scores (r=0.580, P<0.01), a positive correlation between hospitalization compliance and current disease status (r=0.550, P=0.003), and a positive correlation between educational level and family per capita monthly income (r=0.367, P<0.01). The SVM model achieved an AUC of 0.853, accuracy of 0.800, precision of 0.810, sensitivity of 0.895, specificity of 0.636, F1 value of 0.850, and Brier value of 0.168. ConclusionThe SVM model has a relatively high level of applicability and overall predictive performance in the assessment of violent risk in schizophrenia patients, which is helpful for the early identification of violent risks in such patients. [Funded by Specialized Research Project for Enhancing the Competence of Health Professionals in Taiyuan City (number, Y2023006)]
2.Analysis of the hydration status and related factors of boarding students in a rural primary school in Guangxi
ZHANG Yaning*, CHENG Shuai, XIA Yunting, ZHANG Na, LI Hongxing
Chinese Journal of School Health 2026;47(1):37-41
Objective:
To understand the hydration status and related factors of rural boarding primary school students, so as to provide a scientific basis for drinking water health intervention for primary school students.
Methods:
In November 2023, a convenience sampling approach was employed to conduct a hydration status survey among 144 boarding students in grades 5 and 6 of a rural primary school in Guangxi. The Duplicate meal method and weighing method were utilized to measure the food derived water intake over three consecutive days. Urine osmolarity of students was measured on site for three days, and a simple physical examination was also carried out. A self administered questionnaire was used to investigate students drinking water literacy, daily water intake, and physical activity levels. Meanwhile, a drinking water literacy survey was conducted among 21 substitute teachers and 144 parents of the boarding students in grades 5 and 6. Logistic regression was used to identify factors associated with students hydration status.
Results:
The median daily total water intake of students was 2 043.55 mL, and 54.86% of the students did not reach the recommended Adequate Intake (AI). The median food derived water intake was 1 149.24 mL, accounting for 53.94% of the total water intake. Univariate analysis revealed that the daily drinking frequency, daily water intake, and food derived water intake of students were related factors of hydration status ( β =-1.60, -1.01, -0.00, all P <0.05). Multivariate Logistic regression analysis showed that primary school students with a daily drinking frequency of ≥7 times were more likely to maintain an adequate hydration status ( OR =0.28, 95% CI =0.09-0.93, P <0.05).
Conclusions
The water intake from food is the main source of water in the body for boarding primary school students in a certain rural school in Guangxi. Primary school students should increase their water intake frequency appropriately to maintain an adequate hydration status.
3.Association between obesity and six minute walk test distance among children and adolescents
ZHANG Hang, NA Xiaona, YUAN Yuxing, WANG Jinghui, CHEN Lanling, CHEN Lijing, LI Tao, LIANG Xiaohua
Chinese Journal of School Health 2026;47(5):619-623
Objective:
To investigate the associations between childhood obesity and performance of six minute walk test (6MWT), providing evidence for exercise tolerance assessment and exercise intervention strategies for children and adolescents.
Methods:
From March 2021 to December 2023, a cohort study was conducted among students recruited from a primary and secondary school in Chongqing, a total of 709 valid samples were included. The 6MWT was used to assess exercise tolerance, with vital signs measured before and after the test. Anthropometric indicators, including height, weight, and waist circumference, were measured using standardized procedures. Generalized additive models (GAM) and restricted cubic spline (RCS) regression were employed to analyze the nonlinear relationships between obesity related indicators and six minute walk distance (6MWD).
Results:
The mean 6MWD of participants was (602.59±70.73)m. GAM showed that after adjusting for confounding factors, body mass index (BMI) and weight had non linear relationships with 6MWD [effective degrees of freedom were 1.55 and 7.13 respectively], and overweight/obesity was associated with a decrease in 6MWD ( β =-18.65) (all P <0.01). Further RCS regression analysis showed that both BMI and weight showed an "inverted U shaped" non linear relationship with 6MWD in the overall population and sex stratified subgroups; the 6MWD of females was lower than that of males, and it showed a significant downward trend with the increase of BMI or weight (all P <0.05).
Conclusion
Body weight and BMI in children and adolescents have an important impact on 6MWD, and obesity in children and adolescents is markedly associated with decline in exercise tolerance.
4.Analysis of factors influencing efficacy of 131I therapy in papillary thyroid cancer patients with tall cell variant and tall cell features
Na HAN ; Congcong WANG ; Chenghui LU ; Jiao LI ; Xinfeng LIU ; Zengmei SI ; Guoqiang WANG ; Yingying ZHANG ; Zenghua WANG ; Fengqi LI ; Xufu WANG
Chinese Journal of Nuclear Medicine and Molecular Imaging 2025;45(11):661-665
Objective:To explore the clinicopathologic features differences between tall cell variant of papillary thyroid cancer (TCV-PTC) and PTC with tall cell features (PTC-TCF) and the factors influencing efficacy of 131I therapy in patients with TCV-PTC and PTC-TCF. Methods:A retrospective analysis was conducted on 84 patients (28 males, 56 females, age 43.5(35.0, 55.0) years) with pathologically confirmed TCV-PTC or PTC-TCF and who were treated with 131I therapy from January 2018 to June 2023 in the Department of Nuclear Medicine, the Affiliated Hospital of Qingdao University. The patients were divided into structural incomplete response (SIR) group and non-SIR group according to 131I treatment response. Data differences were analyzed by Wilcoxon rank sum test, Fisher exact test, or Mann-Whitney U test. Variables with P<0.1 were enrolled in logistic multivariate regression analysis. The ROC curve was used to obtain the cut-off value of stimulated thyroglobulin (sTg). Results:A total of 37 patients with non-SIR and 6 patients with SIR were found in TCV-PTC group ( n=43), and 33 non-SIR and 8 SIR cases were found in PTC-TCF group ( n=41). Univariate analysis revealed that sTg differed significantly between non-SIR patients and SIR patients in TCV-PTC group ( Z=-2.81, P=0.003), while no significant differences observed for sex, age, multifocality, capsular invasion, T stage, N stage, B-Raf proto-oncogene, serine/threonine-protein kinase (BRAF) V600E mutation, initial recurrence risk, number of metastatic lymph nodes, maximum tumor diameter ( Z values: from -0.74 to -0.11, all P>0.05). In TCV-PTC group, sTg also differed significantly between non-SIR patients and SIR patients ( Z=-4.40, P<0.001), while the other clinical factors above and the proportion of tall cells showed no significant difference ( Z values: from -1.90 to -0.22, all P>0.05). The logistic regression analysis confirmed sTg as an independent risk factor of SIR in both TCV-PTC group (odds ratio ( OR) = 25.156, 95% CI: 2.245-281.812, P=0.009) and PTC-TCF group ( OR=19.214, 95% CI: 2.537-145.502, P=0.004). The ROC curve indicated that the cut-off value of sTg for predicting SIR was 20.75μg/L in TCV-PTC group and 18.55μg/L in PTC-TCF group. Conclusions:sTg is the independent risk factor for predicting the poor prognosis of patients with TCV-PTC (sTg≥20.75μg/L) and PTC-TCF (sTg≥18.55μg/L). However, other clinical characteristics show no statistical difference between TCV-PTC group and PTC-TCF group, suggesting that the invasiveness of PTC-TCF may not be lower than that of TCV-PTC, which close attention should be paid to in clinical practice.
5.SETD1B gene related epilepsy and language delay: A case report and literature review
Xiaoli ZHANG ; Mingyue JIN ; Mengyue WANG ; Na MA ; Jinshuang GAO ; Jialin LI ; Yichao MA
Chinese Journal of Medical Genetics 2025;42(6):713-718
Objective:To explore the clinical features and genetic etiology of a child with a SETD1B gene variant causing seizures and language delay. Methods:A child with a SETD1B gene variant admitted to the Department of Pediatric Neurology at the Third Affiliated Hospital of Zhengzhou University in September 2022 was selected as the study subject. Clinical data of the child were collected, and peripheral blood samples from the child and her parents were obtained. Whole exome sequencing (WES) was performed for genetic testing, and Sanger sequencing was used for familial validation of the candidate variant. Using " SETD1B" and " epilepsy" as the Chinese and English keywords, relevant cases were retrieved from databases including CNKI, Wanfang Data, OMIM and PubMed, with the search period spanning from database inception to June 2024. Results:① The child was a 6-year-old female presenting with myoclonic seizures accompanied by global developmental delay. ② WES and Sanger sequencing revealed that the child has carried a de novo SETD1B gene variant, namely, c. 5582G>A (p.Cys1961Tyr). According to the American College of Medical Genetics and Genomics (ACMG) guidelines for sequence variant interpretation, this variant was classified as likely pathogenic (PS2+ PM2_Supporting+ PP2+ PP3). ③ The child was not controlled with effective doses of valproate, levetiracetam, or clonazepam but was successfully managed with low-dose lamotrigine. Follow-up electroencephalography showed normal results, and developmental progress gradually improved. ④ A total of 37 epilepsy cases with SETD1B gene variants were reported across six studies. The predominant seizure types included absence seizures and myoclonic absence seizures, accompanied by delayed language development. The response to pharmacological treatment was generally poor, with no statistically significant difference in incidence between males and females. Conclusion:SETD1B gene variant may induced neurological disorders with drug-resistant epilepsy and severe clinical manifestations. Lamotrigine is effective in controlling the epileptic seizures.
6.Effect of different life style on daily activity ability and quality of life in Chinese elderly population
Na JIA ; Yongsheng GUO ; Yang CAO ; Shaoyuan LEI ; Xuezhai ZENG ; Xin QI ; Qiuxia ZHANG ; Juan LI ; Deping LIU
Chinese Journal of Geriatrics 2025;44(2):180-187
Objective:To assess the effects of various leisure hobbies on the ability of daily living(ADL)and the quality of life among older adults in China.Methods:A cross-sectional study was conducted using data from the 4th Chinese Urban and Rural Elderly Living Conditions Sample Survey.We categorized community recreation hobbies into two types: dynamic hobbies, which include walking, playing ball games, dancing, and other physical activities, and static hobbies, which encompass activities that do not require physical exertion, such as reading, watching TV, and drawing.The EuroQol five-dimension scale(EQ-5D)-3L was employed to evaluate the quality of life.Older adults who maintained either dynamic or static hobbies for three consecutive years from 2017 to 2019 were initially screened.The relationship between different types of leisure hobbies and ADL scores, as well as quality of life at various time points, was analyzed using repeated-measures ANOVA.Subsequently, propensity scores were matched based on gender, age, ethnicity, marital status, literacy, and chronic diseases, and five machine learning algorithms were utilized to identify the optimal model for predicting fully independent ADL and EQ-5D effect values.Based on the optimal predictive model, we conducted Shapley Additive Explanations(SHAP)and global analysis.Results:The total number of older adults who participated in the survey over the three consecutive years from 2017 to 2019 was 4 912.Among these, 2 594 individuals maintained the same hobby habits throughout this period, comprising 1 362 males and 1 232 females, with an average age of(70.81±6.71)years.Statistically significant differences in ADL scores and EQ-5D scores were observed between the dynamic and static leisure hobby groups(all P<0.05)across various time points, hobby group classifications, and interaction levels.Older adults engaged in dynamic hobbies exhibited superior ADL functioning and higher EQ-5D scores in comparison to those in the static hobby group, with these differences remaining statistically significant following propensity score matching(all P<0.05).In predicting full ADL independence, the SHAP value for dynamic hobbies ranked second, while for predicting an EQ-5D weighted value of 1, the SHAP value for dynamic hobbies ranked ninth.Overall, the type of dynamic hobby demonstrated a positive trend in its effect on the ability to perform daily activities independently and in achieving an EQ-5D weighted value of 1. Conclusions:In comparison to static hobbies, Chinese older adults who engage in dynamic hobbies exhibit improved daily mobility and a higher quality of life.Furthermore, dynamic hobbies positively influence the capacity for full independence in daily activities, as evidenced by an EQ-5D weighted value of 1.
7.Application effect of CBL, LBL and Seminar three-track stereoscopic mode in the teaching of health management for chronic diseases
Jing HUANG ; Na LI ; Bei WANG ; Yuanyuan GUO ; Huinan ZHANG
Chinese Journal of Health Management 2025;19(9):735-738
Objective:To analyze the application effect of the case-based learning (CBL), lecture-based learning (LBL) and seminar three-track stereoscopic model in the teaching of health management for chronic diseases.Methods:In this non-randomized controlled trial, a total of 70 five-year clinical medicine major undergraduate students were continuously selected as the research subjects in the Air Force Medical University during 2023-2024 year. The students enrolled the chronic disease health management course. Thirty-five cases in 2023 were assigned to the control group, while 35 cases in 2024 were assigned to the experimental group. The control group were taught by the traditional teaching method, while experimental group were taught with a combined model of CBL, LBL, and Seminar. The number of class hours for both groups were 30, with a class frequency of 2 class hours per week. The intervention period began with the first class and ended after the last class, totaling 15 weeks. The general information, medical professional courses and basic knowledge of chronic disease health management scores in the two groups were collected before intervention. The learning effect and satisfaction rate were evaluated through teaching satisfaction score, assessment assignments, practical ability score and excellent rate, autonomous learning ability score at 15 weeks after the intervention.Results:Among the 70 participants, 37 were male and 33 were female, with a mean age of (21.00±0.27) years. Before the intervention, there was no statistically significant differences in the general information, medical professional courses and basic knowledge of chronic disease health management scores between the two groups (all P>0.05). Fifteen weeks after the intervention, the experimental group had significantly higher scores in teaching content score, teaching method score, assessment assignment, final grade, practical ability scores, excellent rate of practical ability, self-management ability score, information literacy score, and learning cooperation ability score when compared to those in the control group [(93.3±6.9) vs (80.1±7.8) points, (97.1±6.3) vs (81.0±9.6) points, (91.1±7.8) vs (80.1±8.9) points, (92.9±9.4) vs (81.8±9.8) points, (91.3±7.6) vs (80.3±8.7) points, 54.3% vs 22.9%, (27.3±4.8) vs (22.8±6.8) points, (26.9±3.9) vs (20.8±4.1) points, (35.9±8.1) vs (28.9±7.1) points] (all P<0.05). Conclusion:Implementing of CBL, LBL, and Seminar teaching model in the chronic disease health management curriculum significantly enhances teaching effectiveness and improves students' overall competencies.
8.Association between lipid accumulation product and lean metabolic associated fatty liver disease
Na FENG ; Ying LI ; Hong GONG ; Xiying LIANG ; Qian WANG ; Yongqin LI ; Chunyan ZHANG ; Tuo HAN
Chinese Journal of Health Management 2025;19(9):714-720
Objective:To investigate the relationship between lean lipid accumulation product (LAP) and metabolic associated fatty liver disease (MAFLD).Methods:This cross-sectional study consecutively enrolled 1 990 adult subjects who underwent health examinations at the Second Affiliated Hospital of Xi′an Jiaotong University between June 2021 and May 2023. All recruited participants had a body mass index (BMI)<23 kg/m2. Data collection included general information, physical examination, serum biochemical parameter measurements, and liver ultrasonography. Participants were divided into four groups (Q1-Q4) according to quartiles value of LAP from low to high. The differences of biochemical parameters and the prevalence of lean MAFLD were compared among the groups. Logistic regression, restricted cubic spline (RCS) and receiver operating characteristic (ROC) curve analysis were used to explore the relationship between LAP and lean MAFLD and assess the diagnostic predictive value of LAP for lean MAFLD.Results:A total of 1990 participants were selected, and the detection rate of lean MAFLD was 4.97% (99 cases). The detection rate of lean MAFLD showed a significant increasing trend from Q1 to Q4 groups ( P<0.001) and respectively was 0.40%, 0.81%, 4.01% and 14.70%. The average age, male proportion, BMI and waist circumference significantly increased in a dose-response manner from Q1 to Q4 (all P<0.001). Indirect bilirubin, alanine aminotransferase, aspartate aminotransferase, γ-glutamyltranspeptidase, alkaline phosphatase, total cholesterol, triglycerides, low-density lipoprotein, serum uric acid, fasting blood glucose, fatty liver index, fibrosis-4 index and every metabolic syndrome component in groups Q2 to Q4 were significantly higher than in the Q1 group, while high-density lipoprotein levels gradually decreased (all P<0.05). RCS showed that the risk of lean MAFLD rose significantly with the increase of LAP ( P<0.005), presenting a nonlinear relationship between them ( P for nonlinear<0.001). Logistic regression analysis revealed that after adjusting other confounding factors, the risk of lean MAFLD in the Q4 group remained 4.75 times higher than that in the Q1 group (95% CI: 11.22-31.69, P<0.05). ROC curve demonstrated that LAP had a better predictive value for lean MAFLD than BMI and waist circumference, with area under the curve of 0.839, critical value of 19.59, diagnostic sensitivity of 82.8% and specificity of 75.1%. Conclusions:Elevated LAP is independently and positively correlated with the risk of lean MAFLD, and its predictive efficacy is significant superior to traditional obesity indicators.
9.Effects of early vitamin D supplementation on immunoglobulin, T cell subsets, serum interleukin-1β and interleukin-10 levels in premature infants
Chinese Journal of Postgraduates of Medicine 2025;48(2):102-105
Objective:To explore the effects of early vitamin D supplementation on the immune function of premature infants.Methods:A total of 150 premature infants admitted to Hebei Cangzhou Hospital of Integrated Traditional Chinese and Western Medicine from January 2022 to March 2023 were enrolled perspectively, they were divided into the intervention group (75 cases) and the control group (75 cases) by the random number table method. The control group received formula milk intervention, and the intervention group received early vitamin D supplementation treatment on the basis of the control group. The course of treatment was 14 d. The levels of serum 25-hydroxyvitamin D [25- (OH) D], immunoglobulin (Ig), T cell subsets, complement C3, C4, and serum interleukin (IL)-1β and IL-10 were compared between the two groups before and after intervention.Results:The level of serum 25- (OH) D in the intervention group at 14 d after intervention was higher than that in the control group, the level of IL-1β was lower than that in the control group: (30.13 ± 6.00) nmol/L vs. (26.84 ± 5.79) nmol/L, (0.54 ± 0.20) ng/L vs. (0.65 ± 0.23) ng/L, there were statistical differences ( P<0.05). The levels of CD 3+, CD 4+, complement C3, C4, and IL-10 in the intervention group were higher than those in the control group at 14 d after intervention: 0.692 ± 0.043 vs. 0.632 ± 0.038, 0.400 ± 0.027 vs. 0.369 ± 0.026, (0.98 ± 0.26) g/L vs. (0.84 ± 0.24) g/L, (0.20 ± 0.05) g/L vs. (0.16 ± 0.04) g/L, (13.82 ± 3.64) ng/L vs. (11.36 ± 2.93) ng/L, there were statistical differences ( P<0.05). There were no statistically significant differences in the levels of IgA, IgM and IgG between the two groups before and after intervention ( P>0.05). Conclusions:Early vitamin D supplementation can significantly improve T cell subsets and regulate IL-1β/IL-10 levels in premature infants.
10.Clinical effects of vitamin D combined with conventional anti-infective therapy and formula feeding in the treatment of preterm infants with infectious diseases
Chinese Journal of Postgraduates of Medicine 2025;48(10):912-916
Objective:To investigate the clinical effectiveness of vitamin D combined with conventional anti-infective therapy and formula feeding in the treatment of preterm infants with infectious diseases.Methods:A total of 150 premature infants with infectious diseases treated in Hebei Cangzhou Hospital of Integrated Traditional Chinese and Western Medicine from January to December 2022 were prospectively selected as the study objects, and divided into the control group and the study group according to the admission sequence number, with 75 cases in each group. The control group was treated with routine anti-infection regimen and formula feeding, and the study group was combined with early vitamin D supplementation on the basis of the control group. Both groups were treated continuously for 4 weeks. Serum prealbumin (pre-Alb), 25-hydroxyvitamin D[25-(OH)D], immune indexes and inflammatory response indexes were compared between the two groups before and after treatment, and neonatal complications and adverse reactions were compared between the two groups.Results:After treatment, the levels of serum 25-(OH)D and pre-Alb in the study group were higher than those in the control group: (37.58 ± 4.02) nmol/L vs. (27.20 ± 3.75) nmol/L, (141.27 ± 16.79) mg/L vs. (132.83 ± 16.36) mg/L, there were statistical differences ( P<0.05). After treatment, the levels of serum complement C3, C4, immunoglobulin (Ig) M and IgG in the study group were higher than those in the control group : (0.92 ± 0.15) g/L vs. (0.77 ± 0.19) g/L, (0.18 ± 0.05) g/L vs. (0.15 ± 0.04) g/L, (0.24 ± 0.04) g/L vs. (0.22 ± 0.05) g/L, (8.07 ± 1.05) g/L vs. (7.68 ± 1.13) g/L, there were statistical differences ( P<0.05). After treatment, the serum levels of interleukin-2 (IL) in the study group was higher than that in the control group, while the levels of IL-4, amyloid A (SAA), soluble human tumor necrosis factor receptor 1 (sTNFR-1) and Toll-like receptor 4 (TLR4) in the study group were lower than those in the control group: (4.61 ± 1.14) pg/L vs. (3.81 ± 0.91) pg/L, (20.53 ± 2.61) pg/L vs. (23.97 ± 3.12) pg/L, (5.56 ± 1.78) mg/L vs. (7.24 ± 1.93) mg/L, (4.16 ± 1.27) mg/L vs. (6.08 ± 1.54) mg/L, (75.21 ± 7.39) mg/L vs. (81.42 ± 8.17) mg/L, there were statistical differences ( P<0.05). The incidence rates of neonatal pneumonia, necrotizing enterocolitis (NEC) and metabolic bone disease in the study group were lower than those in the control group: 1.33%(1/75) vs. 10.67%(8/75), 1.33%(1/75) vs. 10.67%(8/75), 0 vs. 9.33%(7/75), there were statistical differences ( P<0.05). Conclusions:Vitamin D supplementation can effectively maintain the nutritional status of premature infants with infectious diseases and improve the immune system function, regulate inflammation and reduce complications.


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