1.Systematic review and Meta analysis of machine learning prediction models for adolescent non-suicidal self-injury
LUO Xin, XIE Qin, LIU Wanzhi, WANG Xia
Chinese Journal of School Health 2026;47(5):666-670
Objective:
To systematically evaluate the performance of machine learning (ML) models in predicting non suicidal self injury (NSSI) behavior among adolescents, providing an evidence based foundation for the development of clinically applicable risk assessment tools.
Methods:
A comprehensive search was conducted in PubMed, Embase, Web of Science, CNKI, and Wanfang databases for relevant studies from their inception to July 21, 2025. The Prediction Model Risk of Bias Assessment Tool (PROBAST) was used to evaluate the methodological quality of the included studies. Stata 18 software was used to calculate the area under the receiver operating characteristic curve (AUC) of the models, and publication bias assessment, sensitivity analysis, and Egger s test were performed.
Results:
The total of 12 studies (42 prediction models) involving 58 070 adolescents were included. There were 15 machine learning algorithms in total, among which Random Forest, Logistic Regression, XGBoost, and Support Vector Machines were the most frequently utilized. The most common predictors were gender (female), family function, depression, emotion regulation, and age. All 12 included studies exhibited a high risk of bias. The pooled AUC was 0.80 (95% CI =0.78-0.82), although heterogeneity was substantial ( I 2=95.8%, P <0.01). Sensitivity analysis confirmed the robustness of these findings (no overlap in 95% CI ), while Egger s test indicated the presence of publication bias ( P <0.05).
Conclusions
Machine learning demonstrates potential in the risk prediction of adolescent NSSI, but existing models have a high risk of bias. Future research should focus on improving methodological quality and optimizing model reliability through rigorous external validation.
2.Analysis of depressive symptoms and associated factors among junior and senior high school students in Beijing from 2019 to 2023
Chinese Journal of School Health 2026;47(1):60-64
Objective:
To investigate the prevalence and associated factors of depressive symptoms among junior and senior high school students in Beijing from 2019 to 2023, in order to provide a scientific basis for interventions targeting high risk groups.
Methods:
From 2019 to 2023, a stratified cluster random sampling method was used to select 88 927 junior and senior high school students from 16 districts in Beijing. The Center for Epidemiologic Studies Depression Scale(CES-D) was conducted to assess depressive symptoms. The Chi square test was used to compare the detection rates of depressive symptoms among different student groups, and the trend Chi square test was employed for trend analysis of detection rates across the years. Multivariate Logistic regression analysis was applied to examine the association between the detection of depressive symptoms and related factors among junior and senior high school students.
Results:
From 2019 to 2023, the prevalence rates of depressive symptoms among junior and senior high school students in Beijing were 20.45%, 18.19%, 16.64%, 17.89% and 18.17%, respectively, with an overall downward trend ( χ 2 trend =27.51, P <0.01). Multivariate Logistic regression analysis revealed that after adjusting for gender, monitoring year, educational stage,family structure,boarding status and has taken a medical leave of absence in the past year unhealthy dietary behaviors ( OR=1.80, 95%CI =1.73-1.87), physical inactivity ( OR=1.24, 95%CI =1.19-1.29), try smoking ( OR=1.46, 95%CI =1.35-1.58), try alcohol( OR=1.96, 95%CI =1.88-2.05), Internet addiction ( OR=3.88, 95%CI =3.57-4.22), and adverse ear related behavior ( OR=1.82, 95%CI =1.71-1.93) were all associated with an increased risk of depressive symptoms among junior and senior high school students (all P <0.05).
Conclusions
The prevalence depression symptoms among middle school students in Beijing showed a fluctuating downward trend from 2019 to 2023. Targeted interventions should be adopted to reduce the occurrence of depression symptoms among junior and senior high school students.
3.Trends of changes in classroom lighting and illumination of primary and secondary schools in Beijing from 2016 to 2023
Chinese Journal of School Health 2026;47(1):134-139
Objective:
To understand the trends of classroom lighting and illumination of primary and secondary schools in Beijing from 2016 to 2023, so as to provide a scientific basis for targeted improvement measures.
Methods:
A sampling survey was conducted on the lighting and illumination indicators of 8 390 classrooms in primary and secondary schools in Beijing from 2016 to 2023. The survey included classroom daylight factor, window to floor area ratio, average illuminance and illuminance uniformity on the desks, average illuminance and illuminance uniformity on blackboards, as well as classroom lighting and blackboard illumination sources. Intergroup comparisons were performed using the Kruskal-Wallis H test and the Chi square test, and Spearman correlation analysis was used to examine the trend of classroom lighting and illumination changes.
Results:
Except the window to floor area ratio, the measured values and compliance rates of all lighting and illumination indicators showed an overall upward trend from 2016 to 2023 (daylight factor r = 0.27, χ 2 trend =206.80, average illuminance on the desk surface r =0.30, χ 2 trend =87.97, illuminance uniformity on the desk surface r =0.14, χ 2 trend =73.59, average illuminance on the blackboard r =0.33, χ 2 trend =477.43, illuminance uniformity on the blackboard r = 0.09, χ 2 trend =50.76) (all P <0.01). The lighting and illumination indicators of classrooms (included classroom daylight factor, average illuminance and illuminance uniformity on the desks, average illuminance and illuminance uniformity on blackboards) in urban schools, primary schools, and secondary schools from 2016 to 2023 showed an upward trend (urban r =0.23-0.40, χ 2 trend =88.66-392.18; primary school r =0.12-0.36, χ 2 trend =39.50-281.44; secondary schools r =0.06-0.31, χ 2 trend =11.79-213.73) (all P < 0.01 ). The illuminance uniformity on the blackboard in suburban schools showed a downward trend ( r = -0.09, χ 2 trend =31.53, both P <0.01). The illuminance uniformity on the desk surface in suburban schools showed no significant change ( r =0.03, χ 2 trend =1.23, both P >0.05). The other indicators showed an upward trend (daylight factor r =0.28, χ 2 trend =40.69, average illuminance on the desk surface r =0.24, χ 2 trend =16.35, average illuminance on the blackboard r =0.25, χ 2 trend =118.05, all P <0.01). The trends of classroom and blackboard illumination sources were that fluorescent lamps decreased year by year and LED lamps increased by year (classroom illumination sources χ 2 trend =1 059.82, blackboard illumination sources χ 2 trend =1 070.25, both P <0.01).
Conclusions
The classroom lighting and illumination in primary and secondary schools in Beijing has shown an overall improving trend from 2016 to 2023. However, problems remain, such as limited improvement of illuminance uniformity indicators, late start and poor effect of reconstruction in suburban schools. Further improvements are still needed.
4.A Single-cell Transcriptomic Study of Wenyang Jiedu Granules in Alleviating Influenza Virus Pneumonia by Suppressing Interferon Responses and Apoptotic Pathways in AT1 Cells
Jingyan XIN ; Shengle QIN ; Taoyu CHEN ; Yuntao LIU ; Xiaolu WANG ; Chaofeng LIANG ; Zhongde ZHANG
Chinese Journal of Experimental Traditional Medical Formulae 2026;32(13):76-85
ObjectiveTo investigate the molecular mechanisms by which Wenyang Jiedu granules (WYJD) alleviate influenza A virus (IAV)-induced pneumonia based on single-cell transcriptome sequencing. MethodsThirty female BALB/c mice were randomly divided into a blank control group (Control), IAV group, and WYJD low-, medium-, and high-dose groups (WYJD-L, WYJD-M, WYJD-H; 2.925, 5.85, 11.7 g·kg-1, n=6). Except for the Control group, all other groups were intranasally inoculated with IAV subtype H1N1 (A/PR/8/34) to establish an infection model. Two hours after modeling, drug administration was initiated and continued for 5 consecutive days, with daily monitoring of body weight and general condition. On day 6, mice were sacrificed and samples were collected. Lung index was calculated, and histopathological examination of lung tissue was performed. Lung tissues from the Control, IAV, and WYJD-H groups were subjected to single-cell transcriptome sequencing (n=3), focusing on type I alveolar epithelial cells (AT1) to analyze changes in gene expression and signaling pathways. Western blot was used to detect the expression changes of relevant proteins to validate the single-cell sequencing results. ResultsCompared with the Control group, the IAV group exhibited significantly decreased body weight (P<0.05) and significantly increased lung index (P<0.05). Compared with the IAV group, all WYJD-treated groups exhibited significantly increased body weight (P<0.01) and significantly decreased lung index (P<0.01). Single-cell sequencing analysis revealed that WYJD inhibited overactivation of interferon and inflammatory signaling pathways in AT1 cells after IAV infection, including interferon-γ response, interferon-α response, tumor necrosis factor-α/nuclear factor-κB (TNF-α/NF-κB), and interleukin-6/Janus kinase/signal transducer and activator of transcription 3 (IL-6/JAK/STAT3) pathways. Compared with the Control group, the number of AT1 cells in the IAV group showed a decreasing trend. Compared with the IAV group, the WYJD-H group showed an increasing trend, although neither difference was statistically significant. Further analysis of AT1 cell subpopulation gene expression showed that, compared with the Control group, the IAV group exhibited increased expression of pro-apoptotic genes FAS cell surface death receptor (FAS) and cyclin-dependent kinase inhibitor 1A (CDKN1A), a significant increase in tumor protein p53 (Tp53) expression (P<0.05), and significant decreases in expression of the AT1 marker gene advanced glycosylation end-product-specific receptor (AGER) and membrane structural gene caveolin1 (CAV1) (P<0.05, P<0.01). Compared with the IAV group, the WYJD-H group showed significantly decreased expression of FAS, CDKN1A, and Tp53 (P<0.05, P<0.01), and significantly increased expression of AGER and CAV1 (P<0.05, P<0.01). Regarding interferon response-related genes, compared with the Control group, the IAV group showed increased expression of interferon-stimulated gene 15 (ISG15), interferon-induced protein with tetratricopeptide repeats 3 (IFIT3), signal transducer and activator of transcription 2 (STAT2), bone marrow stromal cell antigen 2 (BST2), and C-X-C motif chemokine ligand 10 (CXCL10), with a significant increase in 2′,5′-oligoadenylate synthetase-like protein 1 (OASL1) (P<0.05). Compared with the IAV group, the WYJD-H group showed significantly decreased expression of all the above genes, with highly significant differences for ISG15, IFIT3, STAT2, BST2, and OASL1 (P<0.01), and a significant difference for CXCL10 (P<0.05). Among inflammation-related genes, compared with the Control group, the IAV group showed significantly increased expression of intercellular adhesion molecule 1 (ICAM1), tumor necrosis factor alpha-induced protein 3 (TNFAIP3), keratin 8 (KRT8), tumor necrosis factor receptor superfamily member 1A (TNFRSF1A), and TNFRSF1B (P<0.01), and increased expression of NFKBIA, a negative regulator of NF-κB (P<0.05). Compared with the IAV group, the WYJD-H group showed significantly decreased expression of KRT8 and TNFRSF1B (P<0.05), while ICAM1, NFKBIA, TNFAIP3, and TNFRSF1A showed decreasing trends without statistical significance. Western blot validation showed that, compared with the Control group, protein expression levels of ISG15, FAS, p53, and phosphorylated p65 (p-p65) in lung tissue of the IAV group were significantly increased (P<0.05, P<0.01). Compared with the IAV group, the WYJD-H group showed significantly decreased expression of these proteins (P<0.05, P<0.01). ConclusionWYJD may alleviate viral pneumonia by targeting gene expression in AT1 cells, inhibiting overactivated interferon and inflammatory signaling pathways after IAV infection, and downregulating pro-apoptotic signaling, thereby reducing alveolar epithelial injury.
5.The impact of RAB2B on pancreatic cancer proliferation and metastasis via the NF-κB pathway
Qing LI ; Linyun ZENG ; Xin LIU ; Yu XIONG ; Jing NING ; Shanyu QIN ; Xiubing CHEN
The Journal of Practical Medicine 2025;41(11):1637-1644
Objective To investigate the effects of Ras-related protein Rab-2B(RAB2B)on the biological behaviors of pancreatic cancer cells and elucidate its underlying mechanism.Methods PANC-1 cells,which exhibit relatively high RAB2B expression,and BXPC-3 cells,which display relatively low RAB2B expression,were selected from five pancreatic cancer cell lines.RAB2B-siRNA and pcDNA3.1-RAB2B plasmids were transfected into PANC-1 and BXPC-3 cells using a cell transfection technique.The CCK-8 assay was employed to evaluate the prolif-erative capacity of pancreatic cancer cells following RAB2B intervention.Wound healing and Transwell chamber assays were utilized to assess the migratory and invasive capabilities of pancreatic cancer cells.Additionally,the mRNA and protein expression levels of RAB2B,NF-κB,and Fibronectin 1(FN1)were analyzed by qRT-PCR and Western blot(WB),respectively.Results RAB2B mRNA and protein expression levels were significantly down-regulated in PANC-1 cells following transfection(P<0.05).CCK-8 assay results demonstrated that the proliferative capacity of PANC-1 cells was markedly reduced(P<0.05),and the wound-healing ability was substantially impaired(P<0.01)upon RAB2B knockdown.Transwell assays revealed a significant decrease in cell migration(P<0.01),while Western blot analysis indicated that the expression levels of phosphorylated p65 and FN1 were notably diminished(P<0.01).Conversely,overexpression of RAB2B reversed these aforementioned alterations.Conclusions Knockdown of RAB2B in PANC-1 cells significantly suppresses cell proliferation and migration,whereas overexpression of RAB2B in BXPC-3 cells markedly promotes these processes.This effect is likely mediated through the activation of the NF-κB signaling pathway and the subsequent regulation of FN1 expression.
6.The Effect of Platelet Irradiation on the Efficacy and Safety of Platelet Transfusion in Children with Hematological Disorders
Xin CHEN ; Qin LIU ; Hao LI ; Jia WANG ; Hong-Bing HU
Journal of Experimental Hematology 2025;33(6):1774-1778
Objective:To investigate the effect of platelet irradiation on the efficacy and safety of platelet transfusion in children with hematological disorders.Methods:The platelet transfusion of 56 pediatric patients in the Hematology Department of Wuhan Children's Hospital from January to December 2023 were retrospective analyzed.According to whether the platelets transfused by the patient have been irradiated,they are divided into irradiation group and non irradiation group.The effect of platelet irradiation on efficacy rate of transfusion and incidence of transfusion adverse reactions was analyzed.Results:Fifty-six patients with hematological disorders received 608 platelet transfusions,with 83 transfusions ineffective and an inefficiency rate of 13.65%.Twenty-nine times of adverse transfusion reactions occurred,with a transfusion reaction incidence rate of 4.77%.The 24-hour CCI value of the irradiation group was lower than that of the non irradiation group(Z=4.120,P<0.01),and the effective rate of transfusion in the irradiation group was lower than that in the non irradiation group(x2=8.595,P<0.01).The incidence of adverse reactions during transfusion in the irradiation group was lower than that in the non irradiation group(x2=4.153,P<0.05).In children with acute leukemia,there were statistical differences in 24 h CCI,the effective rate of transfusion,and adverse transfusion reactions between the irradiation and non-irradiation groups.Conclusion:Platelet irradiation can reduce the effective rate of platelet transfusion in children with hematological disorders,but can reduce the incidence of adverse transfusion reactions.To ensure the safety of blood use for pediatric patients,it is recommended to transfuse irradiated platelets to individuals who are susceptible to transfusion associated graft-versus-host disease(TA-GVHD),especially children with acute leukemia.
7.Epidemiological characteristics of myopia and pre-myopia among preschool children aged 5-6 years in ten provinces of China
Mengli TANG ; Yang LIU ; Ran QIN ; Xin GUO ; Hongtian LI
Journal of Peking University(Health Sciences) 2025;57(3):442-447
Objective:To describe the prevalence of myopia and pre-myopia among preschool children aged 5-6 years in ten provinces or municipalities(hereinafter referred to as province)of China,and to provide a reference for the prevention and control of myopia,and the allocation of related health re-sources.Methods:Convenience sampling was used to select preschool children aged 5-6 years from 21 cities in 10 provinces(including 8 provinces and 2 municipalities)in China.Cycloplegic autorefraction was conducted.The distribution of myopia and pre-myopia was described using frequencies and percenta-ges.The Chi-square test was used to compare the differences in the prevalence of myopia and pre-myopia between regions with different varying economic development levels and between boys and girls,with a significance level of α=0.05.Results:A total of 12 926 preschool children aged 5-6 years were sur-veyed.The myopia prevalence was 5.5%,and the overall prevalence of myopia and pre-myopia was 43.4%.Boys had higher rates of myopia and overall prevalence of myopia and pre-myopia than girls(5.7%vs.5.2%,46.4%vs.40.1%),though the difference in myopia prevalence was not statistical-ly significant.Stratified analysis by the province,there was no statistically significant differences in the prevalence of myopia between boys and girls in any province(P>0.05),but in 8 provinces,the preva-lence of myopia in boys was slightly higher than in girls.The overall prevalence of myopia and pre-myopia in boys was higher than in girls across all the 10 provinces,with 5 provinces showing statistically signifi-cant differences(P<0.05).The investigated areas were divided into two categories,relatively more-developed areas and relatively less-developed areas,based on per capita gross domestic product(GDP).In 6 provinces,there was no statistically significant difference in the prevalence of myopia between the two categories of areas.In 2 provinces,the prevalence was higher in relatively more-developed areas,and in 2 provinces,it was higher in relatively less-developed areas.In 4 provinces,there was no statisti-cally significant difference in the overall prevalence of myopia and pre-myopia between the two categories of areas with relatively more-developed and relatively less-developed areas.In 3 provinces,the preva-lence was higher in relatively more-developed areas,and in 3 provinces,it was higher in relatively less-developed areas.Conclusion:The prevalence of myopia and pre-myopia among preschool children aged 5-6 years is relatively high.Boys show higher overall prevalence of myopia and pre-myopia than girls,but there is no significant difference in the prevalence of myopia.There is no consistent association be-tween the level of economic development and the incidence of myopia and pre-myopia in each province.
8.One Health theory and practice in China:history,present and future
Mu-xin CHEN ; Tian TIAN ; Yang HONG ; Jun-hu CHEN ; Jing-shu LIU ; Jian HE ; Xian-fa CHEN ; Qin LI ; Jin-xin ZHENG ; Tie-jian FENG ; Xiao-nong ZHOU
Chinese Journal of Zoonoses 2025;41(5):447-455
This paper summarizes the progress of theoretical research and practice of One Health in China,and discusses the paradigm of One Health governance to improve the prevention and control of infectious diseases in China and the world,and provide an example for the improvement of the public health system.In particular,China has long history to apply the concept of One Health in the national schistosomiasis control programmes and patriotic health campaigns,which were not only focusing on human health,but also emphasizing the sustainable development of animal health and ecological environment.At the same time,the application of tools such as system dynamics model,eDNA technology,One Health economic assessment and global One Health index(GOHI)in the field of disease control and environmental health provides technical support for the concept of One Health.Despite the challenges of practical application of these tools,the One Health concept will play a greater role in providing sustainable solutions for human-animal-environmental health by strengthening interdisciplinary collaboration,improving standardization protocols and promoting inter-national cooperation.
9.circHERC4_041 Inhibits the Fibrotic Phenotype of Cardiac Fibroblasts by Encoding Protein
Yuan GAO ; Chuan-Meng ZHOU ; Hua-Yan WU ; Ya WANG ; Ru-Shi WU ; Pei-Ying GUAN ; Jun-Tao FANG ; Jin-Dong XU ; Yu-Peng LIU ; Zhi-Qin HU ; Zhi-Xin SHAN
Chinese Journal of Biochemistry and Molecular Biology 2025;41(3):393-403
A mounting body of research suggests that circRNAs significantly contribute to the develop-ment of myocardial fibrosis.The microarray results of human circular RNA expression profile indicated that circHERC4_041 expression increased in the myocardium of patients with heart failure,RT-qPCR a-nalysis confirmed that the myocardial expression level of circHERC4_041 in individuals with heart failure were considerably elevated compared to that in healthy organ donors.Fluorescence in situ hybridization(FISH)confirmed that circHERC4_041 was abundant in the cytoplasm of human cardiomyocyte AC16.Overexpression of circHERC4_041 in mouse myocardial fibroblasts(mCFs)mediated by adenovirus in-hibited the expression of fibrosis-related proteins in mCFs.Experiments involving cell proliferation,wound healing,and Transwell assays demonstrated that overexpression of circHERC4_041 suppressed the growth and mobility of mCFs(P<0.001).Sequence analysis results suggested that circHERC4_041 con-tains potential ribosome entry sequence(IRES)and open reading frame(ORF).Western blot confirmed that circHERC4_041 could translate the 516 amino acid HERC4-516aa protein,which was mainly located in the cytoplasm of the cell.Cell functional experiments confirmed that circHERC4_041 inhibited the fi-brotic phenotype of mCFs by specifically translating HERC4-516aa(P<0.05).The specific interaction between HERC4-516aa and transglutaminase 2(TGM2)was confirmed by IP-MS screening and Co-IP i-dentification.Further results found that the degradation of TGM2 was promoted through proteasome path-way.The overexpression of TGM2 in mCFs facilitated by adenoviral vectors could counteract the suppres-sive effects of HERC4-516aa on the fibrotic phenotype of mCFs.Therefore,this study confirmed that the HERC4-516aa protein translated by circHERC4_041 can specifically bind to TGM2 to inhibit the fibrotic phenotype of myocardial fibroblasts.
10.Hyaluronic acid scaffold combined with adipose-derived stem cells
Aoshuang QIN ; Chen YANG ; Xin CUI ; Gejia MA ; Xiaowei GUO ; Xuchuan ZHOU ; Bin LIU
The Journal of Practical Medicine 2025;41(7):991-996
Objective This study aimed to evaluate the clinical effect of hyaluronic acid(HA)scaffold combined with adipose-derived stem cells(ADSCs)in chronic wound healing of lower limbs and explore its applica-tion potential in promoting chronic wound healing.Methods A total of 50 patients were included in this study.They were divided into study and control groups according to the random number table method.There were 25 cases in each of the two groups of patients.HA and ADSCs were mixed in a 1:1 ratio and evenly injected into the wound base and the subcutaneous tissue around the wound at a rate of 0.1 ml/cm3.In the control group,ADSCs were only injected into the wound base and subcutaneous tissue around the wound.The infection rate,treatment satisfaction,wound healing rate,visual analogue score(VAS),and wound quantitative score were compared between the two groups at 7 days,14 days,and 28 days.Results The infection rate in the study group was lower than that in the control group,and the difference was statistically significant(P<0.05).Moreover,at 14 days and 28 days after treatment,the wound healing rate in the study group was higher than that in the control group,and the difference was statistically significant(P<0.05).On the 7th,14th,and 28th days after treatment,the VAS scores and the wound quantitative scores were lower than those in the control group,and the difference was statisti-cally significant(P<0.05).Furthermore,the treatment satisfaction rate in the research group(92%)was higher than that in the control group(80%).Conclusion HA scaffold combined with ADSCs could promote the healing of chronic wounds in lower limbs,reduce infection rate,and relieve wound pain,which provides a new idea for the treatment of chronic wounds.


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