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.Performance validation of a novel multiplex detection reagent for screening transfusion-associated infectious diseases
Miao LIU ; Qian ZHAO ; Na YAO ; Jing LI ; Jiahui ZHANG ; Ning YE ; Yuena XIE
Chinese Journal of Blood Transfusion 2026;39(5):650-655
Objective: To validate the performance of the Procleix UltrioPlex E assay (Grifols, Spain) on the Procleix Panther automated nucleic acid detection platform, which employs the TMA method to simultaneously detect HIV-1/HIV-2/HCV/HBV/HEV viruses, and to evaluate its value for screening transfusion-associated infectious diseases. Methods: In accordance with the requirements of ISO15189"Application of the Guidelines for the Accreditation of Quality and Capabilities of Medical Laboratories in the Field of Molecular Diagnostics (CNAS-CL02-A009: 2018)", "Guidelines for Performance Validation of Molecular Diagnostic Testing Procedures (CNAS-GL039: 2019)", and the "Technical Operating Procedures for Blood Banks (2019 Edition)", this study validated the reagent's performance in terms of analytical sensitivity validation, performance consistency validation, interference resistance, and cross-contamination resistance. Results: Probit analysis revealed that the 95% detection limits (95% confidence interval) for HBV, HCV, HIV, and HEV were 2.0 IU/mL, 1.5 IU/mL, 18.0 IU/mL and 3.7 IU/mL, respectively, which were consistent with the minimum detection limits stated in the kit's package insert and were comparable to the Procleix Ultrio Elite kit. Both kits were used to test the performance validation serum plate simultaneously, yielding results consistent with the serum plate (Kappa=1), indicating stable performance. Detection of medium-and low-concentration lipemia and weakly positive hemolysis samples demonstrated good interference resistance. Cross-contamination performance validation showed that the kit exhibited excellent cross-contamination resistance. Conclusion: The Procleix UltrioPlex E nucleic acid detection kit enables combined detection of HIV-1, HIV-2, HCV, HBV, and HEV, allowing single-test screening for multiple viruses in donor blood. The kit's analytical performance is stable and meets basic laboratory requirements, making it suitable for screening transfusion-associated infectious diseases in blood banks.
5.Incidence and risk factors of retinopathy of prematurity in Sichuan Province
Ziyuan LI ; Lishen ZHOU ; Hanyi ZHANG ; Na LI ; Yue'er ZHU ; Lizhi ZENG ; Xinhua CHEN
International Eye Science 2026;26(8):1457-1461
AIM: To investigate the current incidence of retinopathy of prematurity(ROP)in Sichuan Province and analyze its risk factors, providing a scientific basis for establishing and improving the regional ROP screening and prevention system.METHODS: A retrospective study was conducted on premature infants who underwent fundus screening at the Departments of Ophthalmology and Neonatology of Sichuan Provincial Maternity and Child Health Care Hospital from January 20, 2017 to February 10, 2025. The incidence of ROP was calculated. The patients were divided into ROP group and non-ROP group according to whether ROP occurred, and the clinical characteristics of the two groups were compared. Multivariate Logistic regression was used to analyze risk factors for ROP.RESULTS:This study included a total of 861 premature infants, with 445 males(51.7%)and 416 females(48.3%).ROP occurred in 166 cases, with an incidence rate of 19.3%, and the non-ROP group consisted of 695 cases. The mean gestational age of the ROP and non-ROP groups was 30.24±2.20 and 33.06±1.90 wk(P<0.01), while the mean birth weight was 1438.94±389.66 and 1977.32±438.68 g(P<0.01). By comparing the clinical data of the two groups of preterm infants, the following factors were found to be associated with the occurrence of ROP: younger gestational age, low birth weight, history of oxygen therapy, respiratory distress syndrome, intracranial hemorrhage, neonatal anemia, bronchopulmonary dysplasia, patent ductus arteriosus, and sepsis(all P<0.01). Multivariate Logistic regression analysis revealed that gestational age(OR=0.685,95%CI:0.592-0.792,P<0.01), birth weight(OR=0.999,95%CI:0.998-0.999,P<0.01), and respiratory distress syndrome(OR=2.312,95%CI:1.313-4.070,P<0.01)were risk factors for ROP. Gestational age had the greatest impact.The younger the gestational age at birth, the higher the risk of ROP.CONCLUSION:The incidence of ROP in Sichuan Province is relatively high compared to multicenter results from China. Significant risk factors include younger gestational age, low birth weight, and respiratory distress syndrome. Screening criteria should be formulated based on the local incidence of ROP, and a screening, prevention, and treatment system for ROP should be established and improved.
6.Correlations of serum heat shock protein 70,high-mobility group box 1 and glial fibrillary acidic protein with cognitive impairment in cerebral small vessel disease
Siqian LIU ; Zhenjian YU ; Shun ZHANG ; Na LI ; Ling WANG
Journal of Clinical Medicine in Practice 2025;29(16):56-61
Objective To explore the correlations of serum heat shock protein 70(Hsp70),high-mobility group box 1(HMGB1),glial fibrillary acidic protein(GFAP),and cognitive impair-ment(CI)in patients with cerebral small vessel disease(CSVD).Methods A total of 117 patients with CSVD who were treated at Kailuan General Hospital from July 2023 to July 2024 were selected as study subjects(CSVD group).According to varied scores of the Mini-Mental State Examination(MMSE),they were divided into CI group(54 cases)and non-CI group(63 cases).Additionally,120 healthy individuals who underwent health check-ups during the same period were selected as con-trol group.Clinical data of all subjects were collected.Enzyme-linked immunosorbent assay(ELISA)was used to detect the expression levels of Hsp70,HMGB1,and GFAP in serum.The Spearman method was employed to analyze the correlations of serum Hsp70,HMGB1,and GFAP levels with the occurrence of CI in CSVD patients.Logistic multivariate regression analysis was conducted to screen for influencing factors of CI in CSVD patients.The receiver operating characteristic(ROC)curve was used to analyze the predictive value of serum Hsp70,HMGB1,and GFAP levels for CI in CSVD patients.Results The serum levels of Hsp70,HMGB1,and GFAP in the CSVD group were higher than those in the control group(P<0.05).There were no significant differences in gender,age,body mass index,smoking history,drinking history,nature of CSVD,education level,triglyc-erides(TG),total cholesterol(TC),high-density lipoprotein cholesterol(HDL-C),Trail Making Test-A(TMT-A),Trail Making Test-B(TMT-B),and low-density lipoprotein cholesterol(LDL-C)between the CI group and the non-CI group(P>0.05).The levels of uric acid(UA),serum Hsp70,HMGB1,and GFAP in the CI group were higher than those in the non-CI group,while the Montreal Cognitive Assessment(MOCA)score was lower than that in the non-CI group(P<0.05).The serum levels of Hsp70,HMGB1,and GFAP in CSVD patients were negatively correla-ted with MMSE scores(r=-0.458,-0.525,-0.431,P<0.05)and MOCA scores(r=-0.462,-0.583,-0.484,P<0.05).Logistic regression analysis showed that Hsp70,HMGB1,and GFAP were influencing factors for CI in CSVD patients(P<0.05).The areas under the curve(AUC)for serum Hsp70,HMGB1,and GFAP levels and their combined prediction of cognitive function in CSVD patients were 0.734,0.769,0.766,and 0.902,respectively.The predictive ef-ficacy of the combined prediction was better than that of individual indicators(P<0.05).Conclu-sion The serum levels of Hsp70,HMGB1,and GFAP are elevated in CSVD patients,which are closely related to the occurrence of CI.The combined detection of these three proteins has a high predictive value for CI in CSVD patients.
7.Effects of lacosamide combined with ketogenic diet on neuroinjury markers and cognitive function in children with epilepsy
Na ZHAO ; Zhen ZHANG ; Li ZHAO ; Jie YU ; Yanhong SUN
Journal of Clinical Medicine in Practice 2025;29(16):68-72
Objective To investigate the efficacy of lacosamide combined with ketogenic diet in the treatment of pediatric epilepsy and its impacts on the levels of serum glial fibrillary acidic protein(GFAP)and specific protein of the central nervous system(S-100β).Methods A total of 64 chil-dren with epilepsy from July 2022 to April 2024 were selected and randomly divided into conventional group(n=32)receiving oral lacosamide tablets and combined group(n=32)receiving ketogenic di-et therapy based on the conventional group.The efficacy,cognitive function,and intelligence of chil-dren in both groups after treatment,as well as the levels of serum GFAP and S-100β,the frequency of seizures,and electroencephalogram(EEG)findings before and after treatment were evaluated.Results After treatment,the number of alpha waves,the Full-scale Intelligence Quotient(FIQ)of the Wechsler Intelligence Scale for Children,and the Montreal Cognitive Assessment(MoCA)scores increased in both groups,with a greater increase in the combined group compared to the conventional group,and the differences were statistically significant(P<0.05).The levels of serum S-100β and GFAP,the frequency of seizures,and the number of cases with slow waves and epileptiform waves decreased after treatmen,and these indicators were lower in the combined group than in the conventional group,with sta-tistically significant differences(P<0.05).The total effective rate was 90.63%in the combined group and 68.75%in the conventional group,with a statistically significant difference(P<0.05).The incidence of adverse reactions was 12.50%in the combined group and 9.38%in the conventional group,with no statistically significant difference(P>0.05).Conclusion Lacosamide combined with ketogenic diet shows good efficacy in the treatment of pediatric epilepsy,and the combined therapy improves neurological function by synergistically reducing the levels of GFAP/S-100β.
8.Study on association between acute muscle wasting and poor prognosis in older patients with severe pneumonia in the emergency department
Na SHANG ; Qiujing LI ; Fei TENG ; Xiangqun ZHANG ; Shubin GUO
Chinese Journal of Emergency Medicine 2025;34(1):84-89
Objective:To explore the association between acute muscle wasting during hospitalization and poor prognosis in older patients with severe community-acquired pneumonia (SCAP) in emergency department.Methods:This study was a prospective cohort study. From January 1, 2022 to October 31, 2022, consecutive patients aged ≥65 years who met the diagnostic criteria of SCAP and had an interval of 14 days between two CT scans in the emergency department of Beijing Chao-Yang Hospital were enrolled. The general clinical data and cross-sectional area of the erector spinae muscle (ESMcsa) of the thoracic 12 level derived from chest CT on day 1 and day 14 were recorded and the differences between the two measurements were calculated. Patients were divided into survival group and non-survival group based on whether they died within 28 days. Two independent samples t-test and Mann Whitney U test were used to compare the dynamic changes of ESMcsa between two groups, and paired t-test and Wilcoxon signed rank test were used to compare the changes of ESMcsa within two groups. Multivariable Cox regression analysis was used to identify the risk factors for 28-day mortality, and receiver operating characteristic (ROC) curves were used to determine the predictive value of ESMcsa loss for 28-day mortality. The optimal cutoff value was determined on the basis of the Youden index (YI), patients were divided into a high muscle loss group and a low muscle loss group, and Kaplan Meier survival curve was drawn. Results:A total of 106 older patients with SCAP were included, with a median age of 82.0 years and 59 were men (55.7%). The ESMcsa levels of patients in non-survival group were lower than those in survival group both at admission and on the 14th day (both P<0.01). The ESMcsa levels on admission were lower than those on the 14th day in non-survival group ( P<0.001). The loss of ESMcsa in non-survival group [3.01 (-1.51, 7.73) cm 2vs. 0.80 (-2.58, 4.57) cm 2, P=0.020] was higher than that in the survival group. Multivariable Cox regression showed that ESMcsa loss was an independent risk factor for 28-day mortality ( HR=1.116, 95%CI: .029-1.210, P=0.010), the AUC for predicting 28-day mortality was 0.646 (95% CI: 0.528-0.763, P=0.020), and the optimal cut-off value was 6.22 cm 2. Kaplan Meier survival curve showed that the 28-day mortality risk in the high muscle loss group was higher than that in the low muscle loss group ( χ2=11.412, P=0.001). Conclusion:Acute muscle wasting during hospitalization was associated with 28-day mortality among older patients with SCAP, which provides a basis for improving patient prognosis from a muscle perspective.
9.Correlation between Illness Benefits Perception,Coping Strategies,and Social Support among Type 2 Diabetes Patient Caregivers
Min HU ; Min LI ; Mengjing HAN ; Yourong ZHANG ; Zhijie DU ; Na YAO
Journal of Kunming Medical University 2025;46(10):172-178
Objective To understand the current status of illness benefit perception among caregivers of type 2 diabetes patients,analyze its relationship with coping strategies and social support,and explore its influencing factors.Methods Using a convenience sampling method,240 caregivers of type 2 diabetes patients hospitalized in the endocrinology department of a tertiary hospital in Kunming from October 2023 to October 2024 were selected.Questionnaires including general information survey,Benefit Finding Scale,Simplified Coping Strategy Scale,and Social Support Rating Scale were used to investigate the caregivers.Results The caregivers'benefit finding score was(66.82±16.73),coping strategy score was(36.01±9.64),and social support score was(42.00±8.11).Pearson correlation analysis showed positive correlations between coping styles,social support,and illness benefit perception(r=0.445,r=0.493,P<0.01);multiple linear regression analysis indicated that family residence,education level,duration of caregiving,and understanding of the patient's disease were key factors influencing illness benefit perception(P<0.01).Conclusion Caregivers of type 2 diabetes patients have a moderate level of illness benefit perception,with positive correlations between coping strategies,social support,and illness benefit perception.The disease benefit perception of caregivers is also influenced by family residence,education level,caregiving duration,and disease knowledge.


Result Analysis
Print
Save
E-mail