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.Diagnostic value and difference of quantitative susceptibility mapping and voxel-based morphological analysis in patients with Alzheimer's disease and mild cognitive impairment.
Yu FU ; Honghai CHEN ; Shiyun LOU ; Yunchu GUO ; Fatima ELZAHRA ; Hongling REN ; Hairong WANG ; Qingyan ZENG ; Ruiyao SONG ; Chao YANG ; Yusong GE
Chinese Medical Journal 2025;138(20):2669-2671
3.Effect and mechanism of combined use of active components of Buyang Huanwu Decoction in ameliorating neuronal injury induced by OGD/R.
Cun-Yan DAN ; Meng-Wei RONG ; Xiu LOU ; Tian-Qing XIA ; Bao-Guo XIAO ; Hong GUO ; Cun-Gen MA ; Li-Juan SONG
China Journal of Chinese Materia Medica 2025;50(4):1098-1110
Buyang Huanwu Decoction(BYHWD), as one of the classic formulas in traditional Chinese medicine(TCM) for the treatment of cerebral ischemic stroke(CIS), has demonstrated definite effects in clinical practice. However, the material basis and mechanism of treatment have not been systematically elucidated. This study employed network pharmacology and molecular docking to analyze the potential targets and mechanisms of blood-and brain-penetrating active components of BYHWD in reducing cell apoptosis in CIS. Cell experiments were then carried out to validate the prediction results. In the experiments, five active components including hydroxysafflor yellow A( HSYA), tetramethylpyrazine( TMP), astragaloside Ⅳ( AS-Ⅳ), amygdalin( AMY), and paeoniflorin(PF) were selected to explore the pharmacological effects of BYHWD. HT22 cells were treated with BYHWD, and the cell counting kit-8(CCK-8) method was employed to examine the toxic and side effects of BYHWD. A cell model of oxygen-glucose deprivation/reoxygenation( OGD/R) was constructed, with apoptosis and pyroptosis as the main screening indicators. The levels of lactate dehydrogenase(LDH) and glutathione(GSH) were measured to assess the cell membrane integrity. Flow cytometry was employed to detect apoptosis, and the activities of caspase-3 and caspase-1 were measured to clarify the status of apoptosis and pyroptosis. ELISA was employed to determine the levels of interleukin(IL)-1β and IL-18 to confirm pyroptosis. HSYA and AMY were identified in this study as the active components regulating apoptosis and pyroptosis. TUNEL was employed to detect the apoptosis rate, and Western blot was employed to determine the expression levels of apoptosis-related proteins B-cell lymphoma-2(Bcl-2), Bcl-2-associated X protein(Bax), and caspase-3, which confirmed that the anti-apoptotic effect of the combined component group was superior to that of the single component groups. The molecular docking results revealed strong binding affinity of HSYA and AMY with SDF-1α and CXCR4.AMD3100, a selective antagonist of CXCR4, was then used for intervention. The results of Western blot showed alterations in the expression levels of apoptosis-associated proteins, SDF-1α, and CXCR4. In conclusion, HSYA and AMY influence cellular apoptosis by modulating the SDF-1α/CXCR4 signaling cascade.
Drugs, Chinese Herbal/chemistry*
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Apoptosis/drug effects*
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Animals
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Neurons/cytology*
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Mice
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Molecular Docking Simulation
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Cell Line
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Glucose/metabolism*
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Humans
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Neuroprotective Agents/pharmacology*
4.Morphologic and functional effect of core training combined with respiratory training on multifidus and transversus abdominis in patients with lumbar disc herniation
Jianing SONG ; Xiaole LOU ; Huan LIU ; Xue HAN ; Lei XU ; Min WANG
Chinese Journal of Rehabilitation Theory and Practice 2025;31(1):107-116
ObjectiveTo explore the effect of respiratory training based on core stabilization training on lumbar disc herniation. MethodsFrom January, 2023 to October, 2024, 96 patients with lumbar disc herniation admitted to the First Affiliated Hospital of Bengbu Medical University were divided into control group (n = 32), core group (n = 32) and respiratory group (n = 32). All the groups underwent conventional rehabilitation therapy, with core stabilization training in the core group and respiratory training combined with core stabilization training in the respiratory group, additionally, for four weeks. Before and after training, the scores of Visual Analogue Scale, Japanese Orthopaedic Association (JOA) and Oswestry Dysfunction Index (ODI) were compared, the average electromyographic value (AEMG) and root mean square (RMS) value of the multifidus and transversus abdominis were detected by surface electromyography (sEMG); and the thickness of the multifidus and transversus abdominis were measured by musculoskeletal ultrasonography bilaterally. ResultsThe intra-group effect (F > 597.796, P < 0.001), inter-group effect (F > 16.535, P < 0.001) and interaction effect (F > 49.622, P < 0.001) were significant in the scores of VAS, JOA and ODI; which were better in the respiratory group than in the control group and the core group (P < 0.05), and were better in the core group than in the control group (P < 0.001). The intra-group effect (F > 7971.631, P < 0.001), inter-group effect (F > 177.760, P < 0.001) and interaction effect (F > 478.771, P < 0.001) were significant in the thickness of the transversus abdominis and multifidus; which were better in the respiratory group than in the control group and the core group (P < 0.001), and were better in the core group than in the control group (P < 0.001). The intra-group effect (F > 144303.007, P < 0.001), inter-group effect (F > 1495.458, P < 0.001) and interaction effect (F > 3121.361, P < 0.001) were significant in the RMS of the multifidus and transversus abdominis; which were better in the respiratory group than in the control group and the core group (P < 0.001), and were better in the core group than in the control group (P < 0.001). The intra-group effect (F > 1890.532, P < 0.001), inter-group effect (F > 607.132, P < 0.001) and interaction effect (F > 824.923, P < 0.001) were significant in the AEMG of the multifidus and transversus abdominis; which were better in the respiratory group than in the control group and core group (P < 0.001), and were better in the core group than in the control group (P < 0.001). ConclusionCore training combined with respiratory training can more effectively reduce pain and improve dysfunction by enhancing the strength and control of the core muscles, thus improving the quality of life of patients with lumbar disc herniation.
5.Exploration on building a community-based diabetes prevention framework via the five-level prevention principles
Jianling SONG ; Shuping ZHENG ; Kaimin LOU ; Jie WU ; Jiaoyu LIU ; Fulai SHEN
Chinese Journal of General Practitioners 2025;24(10):1298-1304
Focusing on effective methods and strategies for diabetes prevention in primary healthcare settings globally, this study constructs a comprehensive clinical prevention framework tailored for community health institutions. The framework encompasses continuous prevention services across the entire diabetes cycle, targeting all population segments—including healthy individuals, those with prediabetes, early-stage diabetes, and individuals in clinical or rehabilitation phases—to establish a systematic five-level prevention system. Through comprehensive and systematic implementation of preventive activities at all levels, this approach aims to achieve universal, systematic, and sustainable diabetes prevention and control, thereby offering insights for integrated diabetes management.
6.Effect of saikosaponin A on depressive-like behaviors and hippocampal CREB protein expression in olfactory bulbectomized mice
Maoyun YUAN ; Jingmei SONG ; Hangfang LOU
Chinese Journal of Behavioral Medicine and Brain Science 2025;34(1):2-8
Objective:To investigate the effect of saikosaponin A on depressive-like behaviors and hippocampal cyclic adenosine monophosphate response element-binding(CREB) protein expression in olfactory bulbectomized mice.Methods:Totally thirty male SPF-grade C57BL/6J mice, six weeks old, were randomly divided into 3 groups ( n=10 in each group): the control group, the olfactory bulbectomy group, and the saikosaponin A group.Olfactory bulbectomy was performed to damage the olfactory bulbs in the mice of bulbectomy group and saikosaponin A group, while the mice of control group only had a cranial drill hole at the same coordinates without damaging the olfactory bulbs. Mice in saikosaponin A group were administered saikosaponin A solution (dose: 5 mg/kg) via gavage, while mice in the control and olfactory bulbectomy groups were given the same volume of 0.9% NaCl solution once a day for 21 days. The depressive-related behavioral changes of mice in each group were evaluated by open field test, tail suspension test, forced swimming test, and weight measurement. The expression of CREB in the hippocampus of mice were detected by Western blot. Graphpad prism 5 software was used for data analysis.The data comparison among the multiple groups was conducted by one-way ANOVA and further pairwise comparisons were conducted by Tukey test. Results:(1) The results of weight measurement showed that there was no significant difference in body weight among the three groups( F=0.468, P=0.631) on the day of the olfactory bulbectomy surgery, but there was a statistically significant difference in body weight among the three groups ( F=37.340, P<0.001) on the 28th day after the olfactory bulbectomy.The body weight of mice in the olfactory bulbectomy group was lower than that of the control group ((24.09±1.01) g, (27.22±0.58)g)( P<0.05). The body weight of mice in the saikosaponin A group((26.23±0.83)g) was higher than that of the olfactory bulbectomy group( P<0.05). There was a statistically significant difference in body weight differences among the three groups of mice ( F=48.180, P<0.001). The body weight difference of mice in the olfactory bulbectomy group was lower than that of the control group ((2.34±0.96) g, (5.57±0.72) g) ( P<0.05). The body weight difference of mice in the saikosaponin A group was higher than that of the olfactory bulbectomy group ((4.74±0.56) g, (2.34±0.96) g) ( P<0.05).(2) The results of the open field test showed that there were statistically significant differences in the central area residence time and total activity distance in mice among the three groups ( F=27.03, 10.98, both P<0.001). The central area residence time ((13.87±4.59) s) and total activity distance ((35.67±4.88) m) of mice in the olfactory bulbectomy group were both less than those of the control group ((27.44±2.76) s, (59.02±16.21) m) (both P<0.05).The central area residence time ((21.77±4.78) s) and total activity distance ((52.33±10.41) m) of mice in the saikosaponin A group were both higher than those of the olfactory bulbectomy group(both P<0.05).(3) The results of tail suspension test showed that there was a statistically significant difference in immobility time among the three groups ( F=74.57, P<0.001). The immobility time of mice in the olfactory bulbectomy group was longer than that of the control group ((148.20±8.84)s, (97.89±8.64)s) ( P<0.05). The immobility time of mice in the saikosaponin A group((135.70±11.09)s) was less than that of the olfactory bulbectomy group( P<0.05). (4) The results of forced swimming test showed that there was a significant difference in immobility time among the three groups ( F=51.73, P<0.001). The immobility time of mice in the olfactory bulbectomy group was longer than that of the control group ((61.39±5.20) s, (40.80±4.30) s) ( P<0.05).The immobility time of mice in the saikosaponin A group((53.52±4.13)s) was less than that of the olfactory bulbectomy group( P<0.05). (5) The results of Western blot showed that there was a significant difference in hippocampal CREB protein expression among the three groups ( F=13.32, P<0.001).Compared with the control group, hippocampal CREB protein expression of mice in the olfactory bulbectomy group was significantly down-regulated(0.51±0.15, 1.45±0.61) ( P<0.05).Compared with the olfactory bulbectomy group, hippocampal CREB protein expression in the saikosaponin A group(0.97±0.09) was up-regulated( P<0.05). Conclusion:Saikosaponin A can significantly alleviate the depressive-like behaviors in olfactory bulbectomized mice, and its mechanism may be related to the up-regulation of CREB protein expression in the hippocampus.
7.Effect of HSYA on LCN2-induced iron death of HT22 cells and its mechanism based on SLC7A11/GPX4 signaling pathway
Meng-wei RONG ; Cun-yan DAN ; Tian-qing XIA ; Yi YANG ; Xiu LOU ; Chen-xiang JI ; Bao-guo XIAO ; Cun-gen MA ; Li-juan SONG
Chinese Pharmacological Bulletin 2025;41(11):2097-2105
Aim To explore the effect of hydroxysafflor yellow A(HSYA)on lipocalin 2(LCN2)-induced fer-roptosis in HT22 cells and the related mechanism.Methods Thirty male Sprague-Dawley(SD)rats were used to establish the middle cerebral artery occlu-sion/reperfusion(MCAO/R)model by the suture method.The rats were randomly divided into the Sham group,the MCAO/R group,and the MCAO/R+HSYA group.The infarct area was measured by TTC staining,and the degree of neurological deficit was evaluated by the Z-Longa scoring method.The expressions of LCN2 and 24P3R in brain tissues were detected by Western blot.LCN2 protein was added to HT-22 cells,and the cells were divided into the normal group,the LCN2 group,and the LCN2+HSYA group.The optimal con-centration of LCN2-induced neuronal ferroptosis was screened by LDH assay and Western blot,and the ex-pression levels of ferritin,FPN1,GPX4,SLC7A11,COX2,and 24P3R were detected.LCN2 was knocked down by siRNA transfection,and the expressions of GPX4 and ferritin were detected.The contents of glu-tathione(GSH),malondialdehyde(MDA),GPX4,and Fe2+were determined by colorimetry,and the expres-sion of GPX4 was detected by immunofluorescence.The binding force between HSYA and LCN2 was ana-lyzed by molecular docking technology.Results Ani-mal experiments showed that HSYA could reduce the cerebral infarction area and decrease the neurological function score of MCAO/R rats.Compared with the sham group,the levels of LCN2 and 24P3R increased in the MCAO/R group,while HSYA inhibited their ex-pressions.Cell experiments showed that the optimal concentration of LCN2 to induce ferroptosis in HT22 cells was 2 μmol·L-1.After knocking down LCN2 by siRNA transfection,compared with the LCN2 group,the expression levels of GPX4 and ferritin in the siLCN2 group increased significantly.Compared with the nor-mal group,the expressions of SLC7A11,GPX4,FPN1,ferritin,and GSH in the LCN2 group decreased signifi-cantly,while the concentration of Fe2+,and the expres-sions of MDA,COX2,and 24P3R increased.HSYA could increase the expressions of SLC7A11,GPX4,FPN1,ferritin,and GSH,reduce the contents of Fe2+and MDA,and inhibit the expressions of COX2 and 24P3R.Molecular docking showed that the binding en-ergy between HSYA and LCN2 was-8.0 kJ·mol-1.Conclusion HSYA can inhibit LCN2-induced ferrop-tosis in HT22 cells through the SLC7A11/GPX4 signa-ling pathway.
8.Boosting prediction of occupational stress among manufacturing employees by reconstructing cumulative fatigue features with Bayesian sparse autoencoder
Tao SONG ; Yuting ZHOU ; Xinyi LU ; Xinkai WEI ; Qingxin MENG ; Jianlin LOU ; Hongchang ZHOU ; Jin WANG ; Shuang LI
Journal of Environmental and Occupational Medicine 2025;42(12):1446-1455
Background Occupational stress has emerged as a critical public health concern affecting the physical and mental well-being of workers in the manufacturing sector. However, researchers typically evaluate its core driver—cumulative fatigue—using a crude binary “present/absent” variable, thereby overlooking the high-dimensional complexity and heterogeneity inherent in fatigue characteristics. This oversimplification constrains both the precision and predictive performance of occupational stress risk assessment model. Objective Leveraging a data-driven approach, to survey data on cumulative fatigue among manufacturing employees, and then use this new classification to develop and validate an occupational stress prediction model, with an ultimate aim of enhancing the accuracy and effectiveness of occupational stress assessment. Methods A set of cross-sectional survey data on
9.Effectiveness of bidirectional feedback magnetic stimulation on bladder and voiding function in patients with neurogenic bladder after spinal cord injury
Xiaole LOU ; Jianing SONG ; Xue HAN ; Huan LIU ; Yong JIANG
The Journal of Practical Medicine 2025;41(6):859-865
Objective To explore the clinical efficacy of transcranial combined peripheral magnetic stimu-lation on bladder and voiding ability in patients with NB after spinal cord injury.Methods From September 2023 to October 2024,60 patients with NB after spinal cord injury were chosen from the Department of Rehabilitation Medicine of the First Affiliated Hospital of Bengbu Medical University,and were separated into the regular group(n=15),M1 area stimulation group(n=15),sacral nerve root stimulation group(n=15),and combined stimulation group(n=15).The control group underwent conventional rehabilitation treatment,the M1 area stimu-lation group added repetitive transcranial magnetic stimulation(rTMS)of the M1 area of the motor cortex,the sacral nerve root stimulation group added repetitive peripheral magnetic stimulation(rPMS)of the sacral 3 nerve roots,and the co-stimulation group added rTMS of the M1 area and rPMS of the sacral 3 nerve roots,and the treat-ment was carried out for 4 weeks in total.Urodynamic indices,voiding diaries,and neurogenic bladder symptom scores(NBSS)were assessed before and after therapy in the four groups.Results Before therapy,the differences in maximum bladder capacity,bladder capacity at the time of the first urge to urinate,maximum urine flow rate,residual urine volume,average number of urination per day,average daily urinary output,and NBSS scores of the four groups were not statistically significant when compared with those of the pre-treatment group(P<0.05);after treatment,the maximum bladder capacity,bladder capacity at the time of the first urge to urinate,maximum urine flow rate,residual urine volume,average number of urination per day,average daily urinary output,and NBSS scores were all improved compared with those before treatment(P<0.05);in comparison between the groups,after treatment,the Urodynamic indices,voiding diaries,and NBSS scores of the combined group were better than those of the other three groups(P<0.05).Conclusion Transcranial combined peripheral bidirectional feedback magnetic stimulation therapy can improve urodynamic and voiding symptoms and promote the recovery of bladder and voiding function in patients with NB after spinal cord injury
10.Multicenter retrospective analysis of the efficacy of neoadjuvant combined with adjuvant therapy in intrahepatic cholangiocarcinoma
Xianglin SONG ; Xiaodong SHI ; Hongzhi LIU ; Jianxing ZENG ; Weiping ZHOU ; Zhangjun CHENG ; Jianying LOU ; Shuguo ZHENG ; Xinyu BI ; Jianming WANG ; Wei GUO ; Fuyu LI ; Jian WANG ; Yamin ZHENG ; Jingdong LI ; Shi CHENG ; Yao HUANG ; Yongyi ZENG
Chinese Journal of General Surgery 2025;34(2):284-297
Background and Aims:Intrahepatic cholangiocarcinoma(ICC)is a highly malignant liver tumor,with an increasing incidence worldwide,particularly in Asia.Although radical surgical resection is currently the only potentially curative treatment,the high recurrence rate and low postoperative overall survival(OS)rate of ICC remain major clinical challenges.Adjuvant therapy(AT)and neoadjuvant therapy(NAT)are important strategies to reduce postoperative recurrence and prolong OS.Several studies have shown certain efficacy of these treatments.However,the specific efficacy and safety of combined NAT and AT in ICC treatment require further validation.This study was conducted to evaluate the value of combining NAT and AT in improving the therapeutic outcomes of ICC patients through a multicenter retrospective analysis,so as to provide scientific evidence for optimizing treatment strategies.Methods:The clinicopathologic data of 576 patients with ICC who underwent radical resection and were pathologically confirmed from 13 hospitals in China between December 2011 and December 2017 were retrospectively collected.Patients were grouped based on their treatment modality:NAT+AT group,AT group,and non-NAT/AT group.The three patient groups were matched pairwise in a 1∶1 ratio using propensity score matching(PSM)to balance baseline data.The Kaplan-Meier method was used to analyze OS and disease-free survival(DFS),and subgroup analyses were conducted according to the 8th edition of the AJCC TNM staging system.Results:A total of 395 ICC patients were included in the final analysis,with 42 patients(10.6%)in the NAT+AT group,62 patients(15.7%)in the AT group,and 291 patients(73.7%)in the non-NAT/AT group.Before PSM,significant differences were observed between groups in terms of CA19-9,liver function Child-Pugh classification,intraoperative blood loss,surgical margin,differentiation grade,vascular invasion,ECOG score,and lymph node dissection ratio(all P<0.05).After PSM,there were no significant differences in baseline characteristics between the groups(all P>0.05).After matching,the median OS and DFS in the NAT+AT group were significantly better than in the AT and non-NAT/AT groups(both P<0.05),while there were no significant differences in OS and DFS between the AT and non-NAT/AT groups(both P>0.05).Subgroup analysis showed that in TNM stage I patients,DFS in the NAT+AT group was significantly better than in the non-NAT/AT group(P<0.05),but OS was not significantly different(P>0.05).In TNM stage Ⅱ and Ⅲ patients,both OS and DFS in the NAT+AT and AT groups were significantly better than in the non-NAT/AT group(both P<0.05),and DFS in the NAT+AT group was significantly better than in the AT group in TNM stage Ⅲ patients(P<0.05).Conclusion:NAT combined with AT provides better survival benefits for patients with locally advanced ICC,but its benefit for early-stage ICC patients is limited.However,the retrospective design and sample size limitations of this study may affect the stability of the results,and future large-sample,multicenter,prospective studies are needed for further validation.

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