1.Risk prediction of long working hours exposure on occupational stress and depressive symptoms among internet industry employees: Based on an interpretable machine learning framework
Xinyi LU ; Tao SONG ; Yuting ZHOU ; Qingxin MENG ; Jianlin LOU ; Hongchang ZHOU ; Jin WANG ; Shuang LI
Journal of Environmental and Occupational Medicine 2026;43(1):16-27
Background Long working hours, as a common risk factor for occupational stress, is closely related to the occurrence of depressive symptoms. Understanding how long working hours affect occupational stress and depressive symptoms will inform occupational health interventions. Objective To quantify the impact of long working hours exposure on occupational stress and depressive symptoms among Internet industry employees, translate black-box outputs into actionable insights, and demonstrate the value of interpretable machine learning for early-warning occupational-health surveillance. Methods A dataset was derived from a cross-sectional survey involving 2866 internet industry employees in China. This survey was part of the project Risk Assessment Of Long Working Hour Exposure And Its Adverse Health Effects, conducted by the National Institute for Occupational Health and Poisoning Control, Chinese Center for Disease Control and Prevention, from 2021 to 2023. Working hours, occupational stress and depressive symptoms were quantified with a set of structured questionnaires including the Core Occupational Stress Scale and the Patient Health Questionnaire. Pairwise associations were screened by Mantel tests and variance-inflation factors. Key predictors identified through feature selection were fed into six machine-learning risk-prediction models. Visual interpretation was provided by feature importance, Shapley additive explanations (SHAP) and local interpretable model-agnostic explanations (LIME), while directed causal effects and intervention impacts of prolonged working hours exposure on occupational stress and depressive symptoms were dissected with causal explanation of features techniques. Results The positive rates of occupational stress and depressive symptoms among internet employees were 12.9% and 77.8% respectively. Twelve core features for occupational stress and nine for depressive symptoms were retained after selection. After these features were supplied to six predictive algorithms and evaluated on five metrics, the Light Gradient Boosting Machine (LGBM) achieved the highest accuracy—0.89 for occupational stress and 0.79 for depressive symptoms on the hold-out test set. The feature-importance rankings converged on fatigue accumulation and life satisfaction as dominant drivers for both outcomes, whereas weekly working hours and daily overtime emerged as the principal exposure-related predictors. The SHAP summary plots revealed that longer weekly hours and daily overtime systematically elevated the probability of occupational stress. The causal feature explanation further quantified that ascending one category in weekly working hours increased the probability of occupational stress by 7.04%. Conclusion Exposure to long working hours is associated with both occupational stress and depressive symptoms among internet industry employees. Interpretable machine-learning frameworks translate these associations into transparent, defensible drivers, enabling precise identification of the pivotal factors and their interplay. This evidence base equips occupational-health practitioners with actionable insights for designing targeted prevention and intervention strategies.
2.Effects of di(2-ethylhexyl) phthalate on glucose homeostasis in rats due to impaired autophagy flux of islet β cells mediated by oxidative stress
Hongyang ZHOU ; Yuting HU ; Xue CHEN ; Yunqiang ZHOU ; Liping LI ; Ling LI ; Herong LIU
Journal of Environmental and Occupational Medicine 2025;42(6):674-683
Background Di(2-ethylhexyl) phthalate (DEHP) is the most prevalent environmental endocrine disruptor among phthalate acid esters (PAEs) worldwide. Previous studies have indicated that exposure to DEHP may disrupt glucose metabolism. Objective To investigate the impact of DEHP on glucose homeostasis in rats, focusing on oxidative stress-induced impairment of autophagy in islet β cells. Methods Forty male SD rats were randomly assigned to four groups, receiving DEHP doses of 0, 187, 375, and 750 mg·kg−1 for 12 weeks. Oral glucose tolerance (OGTT) and insulin tolerance tests (ITT) were conducted 24 h after the final exposure. Pancreatic microstructural alterations were assessed using hematoxylin and eosin (HE) staining and transmission electron microscopy (TEM). Commercial ELISA kits were employed to quantify the levels of insulin, adenosine triphosphate (ATP), and adenosine monophosphate (AMP) in rat serum, as well as the protein expression level of activated caspase-3 in pancreatic tissue. Additionally, commercial microplate kits were utilized to measure the concentration of reduced glutathione (GSH) in serum, the activity of superoxide dismutase (SOD) using water-soluble tetrazolium salt-1, the content of malondialdehyde (MDA) by thiobarbituric acid method, and the level of reactive oxygen species (ROS) in pancreatic tissue by chemical fluorescence method. Reverse transcription polymerase chain reaction (RT-PCR) was used to measure sequestosome1 (SQSTM1/p62), Beclin1, microtubule-associated protein 1 light chain 3 (LC3), and cysteinyl aspartate specific proteinase-8 (Caspase-8) mRNA levels. Western blot analysis was applied to detect the protein relative expression levels of p62, Beclin-1, LC3-I, LC3 II, AMPK, p-AMPK, mTOR, p-mTOR, ULK1, and Caspase-8. Results Compared to the 0 mg·kg−1 DEHP group, the 750 mg·kg−1 DEHP group exhibited a significant increase in fasting blood glucose levels at 2, 4, 6, and 12 weeks (P<0.05). The OGTT showed that, following high-glucose gavage, the 187 mg·kg−1 DEHP group had elevated blood glucose at 30 min (P<0.05), the 375 mg·kg−1 DEHP group showed increased glucose levels at 15, 30, and 180 min (P<0.05), and the 750 mg·kg−1 DEHP group exhibited elevated levels at 15, 30, 60, and 180 min (P<0.05). The 375 and 750 mg·kg−1 DEHP groups demonstrated significantly increased OGTT area under the curve (AUC) values (P<0.05). In contrast, ITT results indicated no significant differences in blood glucose levels or AUC among the DEHP exposure groups at all time points (P>0.05). Compared to the 0 mg·kg−1 DEHP group, the 750 mg·kg−1 DEHP group exhibited significantly higher HOMA-IR levels and markedly lower HOMA-ISI values (P<0.05). HE and TEM showed that in each DEHP exposure group, the number of islet cells decreased, the islet area reduced, and chromatin condensation occurred. The endocrine granules in the cytoplasm of islet β cells decreased, and there were varying degrees of widening of the nuclear membrane gap, flattening and expansion of the Golgi complex, and expansion of the endoplasmic reticulum. Ribosome separation was observed, and autophagosomes were visible. In the 375 and 750 mg·kg−1 DEHP groups, the mitochondria were deformed to varying degrees, and some cristae structures disappeared, presenting vacuolization. Moreover, the chromatin condensation in the nuclei was more severe in the 750 mg·kg−1 DEHP group. The serum SOD activity was significantly elevated in the 750 mg·kg−1 DEHP group (P<0.05). Both the 375 mg·kg−1 and 750 mg·kg−1 DEHP groups exhibited a significant increase in the relative ROS content in pancreatic tissue (P<0.05). In DEHP-treated groups, the MDA content increased (P<0.05), while the GSH content decreased (P<0.05). Additionally, in the 750 mg·kg−1 DEHP group, the AMP/ATP ratio in serum was significantly raised (P<0.05), and the expression of cleaved Caspase-3 protein in pancreatic tissue was also significantly increased (P<0.05). The relative mRNA levels of p62, Beclin-1, LC3, and Caspase-8 in the pancreatic tissue of rats exposed to DEHP were significantly elevated (P<0.05). The relative expression levels of p-AMPK/AMPK, p-ULK1/ULK1, and Beclin-1 proteins in the DEHP-treated groups were significantly increased (P<0.05). In the 375 mg·kg−1 and 750 mg·kg−1 DEHP treatment groups, the relative expression levels of p62, LC3 II/LC1, and Caspase-8 proteins were significantly increased (P<0.05), while the relative expression level of p-mTOR/mTOR was significantly decreased (P<0.05). Conclusion DEHP can disrupt glucose homeostasis by inducing oxidative stress, which subsequently activates autophagy via the ROS/AMPK/ULK1 pathway, impairing autophagic flux and promoting apoptosis of islet β cells, ultimately decreasing their function and number.
3.The relationship between of methylation brain-derived neurotrophic factor and the efficacy of ketamine in the treatment of treatment-resistant depression
Yuting LAN ; Yanling ZHOU ; Guanxi LIU ; Weicheng LI ; Xiaofeng LAN ; Cunyou ZHAO ; Yuping NING
Chinese Journal of Nervous and Mental Diseases 2025;51(4):232-239
Objective Based on a clinical cohort study of repeated ketamine infusions for treatment-resistant depression(TRD),this study aimed to examine differences in brain-derived neurotrophic factor(BDNF)methylation among patients with varying therapeutic responses and explore its potential role in predicting treatment efficacy.Methods A retrospective analysis was conducted on peripheral plasma BDNF levels in 83 patients with TRD before and after a 2-week course of ketamine treatment(6 injections total).The Montgomery-Asberg depression rating scale(MADRS)was used to assess treatment efficacy.BDNF methylation levels were compared between responder group and non-responder group.The effect of methylation of the target CpG site on transcriptional activity was verified by using the dual luciferase reporter gene system.Results In patients with TRD who completed six repeated ketamine infusions,the responder group showed significant improvements compared to baseline levels in both MADRS scores(25.20±7.54 vs.8.10±5.32,P<0.01)and plasma BDNF concentrations[8.74(5.26,13.46)ng/mL vs.16.59(7.41,24.46)ng/mL,P<0.01].At baseline,35 CpG sites within the BDNF gene displayed significant methylation differences between response groups(P<0.05).Two CpG sites(rs1240718851 and cg06260077)located in the BDNF promoter region demonstrated a hypermethylation-low expression correlation,and dual-luciferase reporter assays confirmed that one of these sites functionally modulates BDNF expression.Conclusions The plasma BDNF concentration in TRD patients increases with the remission of depressive symptoms.The regulation of BDNF gene expression by methylation can predict the antidepressant efficacy of repeated intravenous ketamine.
4.Adaptability and Strategic Configuration of Performance Appraisal Tools in Public Hospitals under the Annual Salary System
Yuting WANG ; Dian ZHOU ; Shinu YANG
Chinese Hospital Management 2025;45(6):31-36
Objective To explore the suitability of performance appraisal tools in the annual salary system reform of public hospitals,and to propose a differentiated configuration plan to optimize the effectiveness of the compensation system.Methods Through the formula deduction and deductive method,it systematically assesses the suitability and conflict points of the three tools of KPI,RBRVS and 360-degree appraisal under the framework of the annual salary system,and the comparative research method,and propose a differentiated configuration scheme based on multi-dimensional scenarios.Results KPI is suitable for short-term efficiency goals but needs to prevent quantitative bias,RBRVS embodies technical value in technology-driven departments but there is a risk of profit-seeking,and 360-degree assessment strengthens long-term development but the implementation cost is high.It needs to be dynamically adjusted in combination with the regional economic level,hospital scale and departmental functions,and implemented with the technical support of information technology.Conclusion Public hospitals should differentiate the selection of performance appraisal tools according to the specific context and establish a dynamic adjustment mechanism to realize the benign interaction between the appraisal tools and the annual salary system reform,and to promote the sustainable development of hospitals and the enhancement of the value of medical services.
5.Study on the value of T-piece resuscitator as a respiratory support strategy for the transpot of critically ill premature infants
Yuting GUO ; Ming GUO ; Bin LIU ; Jinyan WENG ; Qifeng ZHOU ; Xiyu HE
Chinese Pediatric Emergency Medicine 2025;32(5):358-363
Objective:To evaluate the effectiveness of T-piece resuscitator as a respiratory support strategy during the transport of critically ill premature infants,and to provide a scientific basis for clinical decision-making.Methods:A total of 280 critically ill premature newborns hospitalized in the NICU of Fifth Medical Center of Chinese People's Liberation Army General Hospital from January 2017 to December 2023 were included.Infants were categorized into three groups based on the respiratory support method given during transport: the ventilator group(108 cases),the T-piece group(102 cases),and the resuscitation sac group(70 cases).The transport distance,general condition at birth,prenatal conditions,dyspnea symptoms at admission,blood gas analysis results,clinical diagnosis,clinical intervations,and related treatment among the three groups were retrospectively analyzed.Results:There were no significant differences in the transport distance,the number of endotrached intubations during transport,the main complications during pregnancy,the general condition at birth,and the history of asphyxia among the three groups(all P>0.05).The incidence of triple-concave sign at admission in T-piece group was significantly lower than that in resuscitation sac group (41.7% vs.62.9%, P=0.005),and the arterial carbon dioxide tension(PaCO 2) at admission was also significantly lower in T-piece group than that in resuscitation sac group[(41.194±8.720) mmHg vs.(45.360±13.998) mmHg, P=0.034].Furthermore,the T-piece group had significantly lower rates of type II respiratory failure(0.9% vs.22.9%),respiratory acidosis(9.3% vs.27.1%),hypoxemia(7.4% vs.28.6%),hyperoxygen partial pressure(1.9% vs.28.6%),neonatal respiratory distress syndrome(66.7% vs.87.1%),and intracranial hemorrhage(18.5% vs.38.6%) during hospitalization compared to the resuscitation sac group (all P<0.05).The proportion of tracheal intubations(63.9% vs.87.1%) and the time of using non-invasive ventilator[1.0(1.0,2.0)d vs.1.0(1.0,6.0)d] were also significantly lower in T-piece group compared to the resuscitation sac group(both P<0.05).Compared with the respiratory group,there were no statistically significant differences in the aforementioned indicators for the T-piece group. Conclusion:The T-piece resuscitator can provide stable and adjustable positive end-inspiratory pressure and positive expiratory pressure,as well as a stable inspired oxygen flow rate,without increasing the risk of invasive procedures and severe complications.Its application during the transport and treatment of critically ill premature infants has definite clinical value.
6.Associations of dietary patterns and osteoporosis in patients with knee osteoarthritis:a correlation study
Xiaoni ZHOU ; Peihua CAO ; Peichun GAO ; Yuting QIN ; Jianjin WANG ; Linxin XIE ; Ao WU ; Changhai DING ; Hongzhen XIE
Modern Clinical Nursing 2025;24(9):34-42
Objective To explore the associations of dietary patterns with bone mineral density(BMD)and osteoporosis(OP)in patients with knee osteoarthritis(KOA)in south China,identify the dietary patterns that could reduce the risk of OP,and provide a reference for prevention of OP.Methods Data from 600 KOA patients who were enrolled in the Pearl River Osteoarthritis Cohort(PROC)between April 2020 and April 2024 were extracted,including general characteristics,dietary questionnaire and BMD test.Factor analysis was employed to identify dietary patterns.Scores of dietary pattern were treated as continuous or categorical variables(quartile-based groups).Multivariable linear regression was used to assess associations between scores of dietary pattern and BMD,while the relationships with OP were analysed by binary logistic regression.Results The prevalence of OP in KOA patients was 19.8%.Factor analysis extracted eight dietary patterns:seafood-nuts,livestock-poultry meats,coarse grains-fruits,wheat-eggs,fish-dairy-vegetables,legumes-fruits,rice-wheat flour,and soy-dairy.After adjusting for confounders,it was found that the pattern of coarse grains-fruits was positively correlated with the BMD of left femoral neck and lumbar spine(P<0.01)and the fish-dairy-vegetables pattern was positively correlated with the BMD of lumbar spine(P<0.01).When pattern scores were discretized into quartiles,the legumes-fruits pattern(Q3 vs.Q1)was found in association with a 68.2%reduction in the risk of OP(P<0.05).Conclusion This study has identified that the pattern of legumes-fruits may lower a risk of OP,while the patterns of coarse grains-fruits and fish-dairy-vegetables correlate with higher BMD.The diet patterns are potentially beneficial to prevention of OP.For bone health,a balanced diet rich in legumes,fruits,vegetables,coarse grains,fish,nuts and dairy is recommended.
7.Status and its influencing factors of frailty in stroke inpatients: a scoping review
Yuhan XU ; Yuting GONG ; Jie WEI ; Xingchen ZHOU ; Ya DENG ; Lingyi HUANG ; Shengmin GUO
Chinese Journal of Practical Nursing 2025;41(7):552-561
Objective:To provide a scoping review of domestic and international studies on the influencing factors of frailty in stroke inpatients, and to provide guidance for interventional studies on debility in stroke inpatients in China.Methods:A systematic search of domestic and international literature databases, including China National Knowledge Infrastructure, WanFang, VIP, China Biomedical Literature Database, PubMed, Web of Science, Embase, Cochrane Library, CINAHL was conducted about the status and its influencing factors of frailty in stroke inpatients. The retrieval time limit was from database establishment to November 23, 2023. The included literature was extracted, analyzed, and summarized according to the reporting specifications of the scope review guidelines.Results:Thirty-six articles were included, all of the 36 papers reported the prevalence of frailty in patients with stroke. The top three countries with the highest prevalence were China (15.3%-86.9%), the United Kingdom (28%-78%), and Italy (31.37%). The risk factors of stroke frailty were categorized mainly into 4 themes: social demographic factors, physical health factors, disease-related factors, and psychological and social background factors.Conclusions:The confidence of frailty in stroke patients of a higher level at home and abroad, and the risk factors involved are complex and diverse. It is suggested that future studies need to conduct large-sample, multicenter longitudinal studies to clarify the causal relationship, strengthen the exploration of controversial factors of stroke debility, and carry out more targeted intervention studies, so as to reduce the incidence of frailty and improve the recovery process of patients.
8.Associations of dietary patterns and osteoporosis in patients with knee osteoarthritis:a correlation study
Xiaoni ZHOU ; Peihua CAO ; Peichun GAO ; Yuting QIN ; Jianjin WANG ; Linxin XIE ; Ao WU ; Changhai DING ; Hongzhen XIE
Modern Clinical Nursing 2025;24(9):34-42
Objective To explore the associations of dietary patterns with bone mineral density(BMD)and osteoporosis(OP)in patients with knee osteoarthritis(KOA)in south China,identify the dietary patterns that could reduce the risk of OP,and provide a reference for prevention of OP.Methods Data from 600 KOA patients who were enrolled in the Pearl River Osteoarthritis Cohort(PROC)between April 2020 and April 2024 were extracted,including general characteristics,dietary questionnaire and BMD test.Factor analysis was employed to identify dietary patterns.Scores of dietary pattern were treated as continuous or categorical variables(quartile-based groups).Multivariable linear regression was used to assess associations between scores of dietary pattern and BMD,while the relationships with OP were analysed by binary logistic regression.Results The prevalence of OP in KOA patients was 19.8%.Factor analysis extracted eight dietary patterns:seafood-nuts,livestock-poultry meats,coarse grains-fruits,wheat-eggs,fish-dairy-vegetables,legumes-fruits,rice-wheat flour,and soy-dairy.After adjusting for confounders,it was found that the pattern of coarse grains-fruits was positively correlated with the BMD of left femoral neck and lumbar spine(P<0.01)and the fish-dairy-vegetables pattern was positively correlated with the BMD of lumbar spine(P<0.01).When pattern scores were discretized into quartiles,the legumes-fruits pattern(Q3 vs.Q1)was found in association with a 68.2%reduction in the risk of OP(P<0.05).Conclusion This study has identified that the pattern of legumes-fruits may lower a risk of OP,while the patterns of coarse grains-fruits and fish-dairy-vegetables correlate with higher BMD.The diet patterns are potentially beneficial to prevention of OP.For bone health,a balanced diet rich in legumes,fruits,vegetables,coarse grains,fish,nuts and dairy is recommended.
9.Nociceptin/orphanin FQ receptor agonist inhibits heroin relapse in rats via CREB/BDNF pathway in VTA
Shanshan CHEN ; Miaojun LAI ; Yiying ZHOU ; Huizhen LIU ; Fangmin WANG ; Yuting WANG ; Wenhua ZHOU
Chinese Journal of Pharmacology and Toxicology 2025;39(10):721-730
OBJECTIVE To study the effects of Ro 64-6198,a selective nociceptin/orphanin FQ receptor(NOPR)agonist,on heroin self-administration and drug-seeking behavior in rats.METHODS Rats were trained to self-administer heroin intravenously at a dose of 0.05 mg·kg-1 under a fixed ratio 1(FR1)reinforcement schedule.Heroin motivation was assessed using a progressive ratio(PR)schedule.Firstly,a stable heroin self-administered rat model was established before the effects of Ro 64-6198 on heroin rewarding under the FR1 schedule were observed.After three days of self-administration recovery training,the effects of Ro 64-6198 on heroin reward motivation were observed under the PR3-4 schedule.Following extinction,the reinstatement of heroin seeking induced by either conditioned cues or heroin priming was evaluated in rats withdrawn from self-administration.The expressions of cAMP response element-binding protein(CREB)and brain-derived neurotrophic factor(BDNF)in the ventral tegmental area(VTA)were analyzed using Western blotting,while the expression of the NOPR in neurons in the VTA was examined through immunofluorescence staining.RESULTS Pretreatment with 3 mg·kg-1 Ro 64-6198 significantly reduced active responses and heroin infusions during FR1 testing,as well as decreased breakpoints,indicating reduced motivation under the PR schedule.At a dose of 1 mg·kg-1,Ro 64-6198 markedly attenuated the reinstatement of heroin-seeking behavior induced by conditioned cues or heroin priming.Furthermore,the administration of SB-612111,an NOPR antagonist,blocked the inhibitory effects of Ro 64-6198 on cue-induced heroin-seeking,although SB-612111 alone had no effect on heroin-seeking behavior.Ro 64-6198 treatment also suppressed the reduction of both phos-phorylated CREB(p-CREB)and BDNF levels in the VTA and the decreased expression of NOPR and p-CREB in dopaminergic neurons of the VTA.CONCLUSION These results demonstrate that Ro 64-6198 can mitigate heroin-seeking behavior through NOPR activation and CREB/BDNF pathway in the VTA.This study is expected to offer evidence for its potential as a clinical treatment for heroin addiction and relapse.
10.Analysis of the mechanism of acute hypotension:Bioinformatics-driven target screening and pathway mining
Yuting MEI ; Zhou ZHOU ; Xuan ZHANG ; Huimin FAN ; Mengxue ZHOU ; Xianliang WANG
China Modern Doctor 2025;63(30):20-25,101
Objective Based on multi-dimensional bioinformatics technology,the molecular pathological mechanism of acute hypotension is systematically analyzed.Methods Integrate the gene expression profile of the Gene Expression Omnibus database(GSE2401),use limma package(R software)to screen differential genes,and optimize targets through data dimensionality reduction(log2(FC)>1,P<0.05);Further combine Gene Ontology,Kyoto Encyclopedia of Genes and Genomes and gene set enrichment analysis pathway enrichment and STRING-Cytoscape(MCODE,CytoHubba plug-in)to build a protein-protein interaction(PPI)network to mine core genes;realize the full-chain analysis of"differential gene-functional pathway-PPI network".Results 676 differential genes(304 upregulated,372 downregulated),ribosome structural components(Rps8,Rps27,Rpl35,etc.)and multiple pathways such as forkhead box protein and cyclic adenosine monophosphate were found to coordinate the regulation of acute hypotension.Conclusion This study uses a low-cost and efficient bioinformatics analysis framework to reveal the association between ribosomal dysfunction,changes in insulin signal efficacy and blood pressure regulation,providing new ideas for targeted therapy.

Result Analysis
Print
Save
E-mail