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.An exploratory study on the effect of ultrasonic waves against Aedes albopictus larvae
Shuqing JIN ; Xinyi CAI ; Heyi WEN ; Jian FAN ; Hui CAO ; Tianyu SHA ; Hongxia LIU ; Yuan FANG ; Qiang GAO
Shanghai Journal of Preventive Medicine 2026;38(7):550-555
ObjectiveTo evaluate the larvicidal effect of ultrasonic waves against Aedes albopictus larvae at various exposure parameters (distance and time), and to preliminarily investigate the effects of different containers (water volume and depth) and ultrasonic devices on the larvicidal efficacy, so as to provide experimental evidence for the application of ultrasound-based mosquito control technology. MethodsUnder controlled laboratory conditions, two commercially available ultrasonic devices [40 kHz/300 W and (50±5) kHz/70 W] were used to systematically examine the effects of exposure distance (20, 40, 60, 80, and 100 cm), exposure duration (1, 3, 6, 15 and 60 min), larval instar(Ⅰ‒Ⅱ and Ⅲ‒Ⅳ), and container type on the immediate mortality of Aedes albopictus larvae collected from urban areas of Shanghai. Statistical analysis of the mortality rates of larvae among different experimental groups was performed using the chi-square test. ResultsUltrasonic exposure exerted a detectable larvicidal effect against Aedes albopictus larvae of all instars. For early-instar larvae, exposure time significantly affected mortality at all tested distances (20, 40, 60, 80 and 100 cm), with χ² values ranging from 25.57 to 32.74 ( all P<0.001). No significant distance effect was observed in the first and second instar larvae after short-term exposure (1 and 3 min; P>0.05). However, a distance-dependent effect emerged from 6 min onward (P<0.05). During short-term exposure (1 min and 3 min) at close range (20 cm and 40 cm), the immediate mortality of the third and fourth instar larvae was higher than that of the first and second instar larvae. Conversely, during prolonged exposure (15 min and 60 min), the first and second instar larvae exhibited significantly higher mortality than that of the third and fourth instar larvae. These results indicated that larval mortality was jointly influenced by exposure duration and distance. Preliminary experiments indicated that larvicidal efficacy in shallow water was lower than that in deep water. No significant difference in larvicidal effect was observed between the two ultrasonic devices with different frequencies and power outputs. ConclusionUnder laboratory conditions, ultrasound can effectively kill Aedes albopictus larvae, and the larvicidal effect is jointly influenced by larval instar, exposure distance, and aquatic environment. Compact ultrasonic devices show potential for field application in biological mosquito control.
3.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
4.Clinical efficacy of carvedilol combined with dual-wavelength pulsed dye laser in the treatment of rosacea
Yangmei CHEN ; Yujie ZHANG ; Tingqiao CHEN ; Xinyi SHAO ; Jin CHEN
Chongqing Medicine 2025;54(6):1389-1393
Objective To observe and analyze the clinical efficacy and safety of carvedilol combined with dual-wavelength pulsed dye laser in the treatment of rosacea.Methods A retrospective analysis was per-formed on 50 patients with rosacea mainly characterized by flushing,erythema,and telangiectasia who were treated with dual-wavelength pulsed dye laser in the Department of Dermatology of this hospital from October 2023 to October 2024.They were divided into the observation group and the control group according to differ-ent treatment methods,with 25 cases in each group.The control group received dual-wavelength pulsed dye la-ser treatment,while the observation group received carvedilol combined with dual-wavelength pulsed dye laser treatment.The clinical erythema assessment(CEA)scale and physician global assessment(PGA)were used to evaluate the efficacy of the two groups,and the occurrence of adverse reactions was recorded.Results After treatment,the CEA scores of both groups were lower than those before treatment.The CEA score of the ob-servation group was lower than that of the control group,and the PGA score was higher than that of the con-trol group,with statistically significant differences(P<0.05).No singnifcant adverse reactions occurred in ei-ther group.Conclusion Carvedilol combined with dual-wavelength pulsed dye laser is more effective than sin-gle dual-wavelength pulsed dye laser in the treatment of rosacea,and the treatment method is safe.
5.A randomized,double-blind,placebo-controlled,multicenter clinical study of Shengxuebao Mixture in treating cancer-related anemia
Zhu LIU ; Xiangrong LI ; Xiaojun DAI ; Yanjun WANG ; Xiao LI ; Keqiong WANG ; Tao WU ; Miaowen ZHONG ; Hongjiang YU ; Ji FENG ; Zuowei HU ; Kainan LI ; Shaowei CHEN ; Chunhua LI ; Zhengchuan FU ; Rui ZHANG ; Yongfa CHEN ; Hongyu XU ; Tao REN ; Yibo YAO ; Jianxu JIN ; Pengyin WANG ; Zhijiang HE ; Jian SHEN ; Lei WANG ; Min LI ; Wenming CHANG ; Xinyi CHEN ; Li HOU
Journal of Beijing University of Traditional Chinese Medicine 2025;48(10):1447-1459
Objective We aimed to evaluate the efficacy and safety of Shengxuebao Mixture in the treatment of cancer-related anemia(CRA)presenting with syndrome of deficiency of liver and kidney combined with syndrome of deficiency of both qi and blood.Methods A randomized,double-blind,placebo-controlled,multicenter clinical trial was conducted.Eligible patients with malignant tumors meeting the inclusion and exclusion criteria were enrolled from 26 hospitals,including Dongzhimen Hospital,Beijing University of Chinese Medicine,Xiaogan Central Hospital,and Yangzhou Hospital of Traditional Chinese Medicine,from June 1,2022,to September 30,2024.Patients were allocated 1:1 to either the experimental group receiving Shengxuebao Mixture or the control group receiving its simulator(placebo)using a block randomization method under double-blind conditions.Both groups received 15 mL orally three times daily for 28 consecutive days.The primary efficacy indicators included the hemoglobin(Hb)improvement rate(RHb)and the traditional Chinese medicine(TCM)syndrome improvement rate(RTCM)at week 4 of treatment.The secondary efficacy indicators encompassed Hb and red blood cell(RBC)count,Karnofsky Performance Status(KPS)score,TCM syndrome score,individual TCM symptom scores,and changes in each of these indicators compared to the baseline period at weeks 2,4,and 6 of treatment.Safety evaluations were conducted at week 4 of treatment.Results A total of 239 patients were enrolled,with 225 cases included in the Full Analysis Set(FAS)(109 in the experimental group vs.116 control group),163 in the Per Protocol Set(PPS)(77 vs.86),and 225 in the Safety Set(SS)(109 vs.116).Baseline characteristics between groups showed no significant differences.Significant differences were observed between the experimental and control groups in RHb at week 4(FAS:49.51%vs.35.24%,P<0.05;PPS:53.25%vs.36.05%,P<0.05)and RTCM at week 4(FAS:61.54%vs.39.62%,P<0.01;PPS:64.94%vs.40.70%,P<0.01).At weeks 2,4,and 6,the experimental group showed greater improvements in Hb and RBC counts than the control group.Additionally,the TCM syndrome scores were lower in the experimental group than in the control group at these time points.Except for week 2 in PPS,the KPS improvement was better in the experimental group than in the control group(P<0.05).The experimental group also demonstrated a greater reduction in scores for individual TCM symptoms such as spiritlessness and weakness,poor appetite and reduced food intake at weeks 4 and 6 compared to the control group(P<0.05,P<0.01).Furthermore,the reduction in vertigo score was more pronounced in the experimental group at week 6(P<0.01).For the score of pale and lusterless complexion,only in the PPS was the reduction from baseline more significant in the experimental group than in the control group at weeks 4 and 6(P<0.05).No significant differences were observed between the experimental and control groups in the incidence of all adverse events or drug-related adverse reactions.Conclusion Shengxuebao Mixture demonstrates significant efficacy in patients with CRA presenting syndrome of deficiency of liver and kidney combined with syndrome of deficiency of both qi and blood,effectively increasing Hb levels,ameliorating TCM syndromes,alleviating clinical symptoms,and enhancing functional status,with no significant difference in adverse drug reactions compared to the placebo.
6.Mouth breathing and functional speech sound disorders in children: A correlational analysis
Yanna WANG ; Xuan LI ; Jun WANG ; Xing JIN ; Xinyi HU ; Tongjie YAO ; Ping WAN
Chinese Journal of Physical Medicine and Rehabilitation 2025;47(7):619-623
Objective:To explore the association between mouth breathing (MB) and functional speech sound disorders (FSSDs) in children, aiming to establish a novel theoretical basis for FSSD interventions.Methods:Eighty-nine children with an FSSD aged 4-12 years formed the FSSD group, while eighty-five age-matched healthy children served as controls. Their clinical data were processed using independent sample t-tests and chi-square tests to test for any significant differences between the two groups in terms of gender, age, mouth breathing status, post-frenotomy condition, Mandarin exposure before age 4, and delayed speech onset. Multivariate logistic regressions were evaluated to identify risk factors for FSSD in such children and to seek any association between mouth brea-thing and FSSD.Results:The regression analysis identified the following risk factors for childhood FSSD, ranked by odds ratio ( OR) magnitude: mouth breathing (adjusted OR=22.168, 95% CI=7.849-62.608, P≤0.01), delayed speech onset (adjusted OR=20.091, 95% CI=4.812-83.878, P≤0.01), age (a protective effect) (adjusted OR=0.979, 95% CI=0.962-0.997, P≤0.05). Univariate analysis of mouth breathing and associated factors revealed significant associations of FSSD with mouth breathing (χ 2=52.15, P≤0.01) and delayed speech onset (χ 2=25.873, P≤0.01). Conclusions:The significant risk factors for childhood functional speech sound disorders are mouth breathing (showing the highest adjusted OR), delayed speech onset and age. These findings suggest that early screening and therapeutic interventions for mouth breathing should be clinically prioritized to minimize FSSD risk.
7.Research progress of sex hormone and allergic diseases
Xinyi SONG ; Hanye LIU ; Dandan WANG ; Hongyu JIN ; Guanghai YAN ; Liangchang LI
Chinese Journal of Immunology 2025;41(1):220-225
Nowadays,the incidence of allergic diseases is increasing worldwide,which seriously affects the quality of human life.Recent studies have shown that sex hormones are closely related to the occurrence of allergic diseases.Sex hormones can directly affect the function and development of immune cells,as well as the susceptibility to autoimmune cell responses,resulting in different prevalence and clinical manifestations of allergic diseases in men and women.This article reviews the different roles and potential mechanisms of sex hormones in the occurrence and development of common allergic diseases.In atopic dermatitis,the amount of dehy-droepiandrosterone sulfate into dehydroepiandrosterone sulfate is higher in females than in males.Therefore,females are more suscep-tible to the influence of dehydroepiandrosterone,which inhibits the proliferation of Th2,resulting in a series of clinical symptoms.In allergic asthma,estrogen can aggravate type 2 airway inflammation and androgens can reduce type 2 airway inflammation.Studies have found that there are estrogen and progesterone receptors in the nasal mucosa.When the estrogen concentration increases,the two re-ceptors are also up-regulated,resulting in clinical manifestations such as increased nasal secretions and nasal mucosal swelling.
8.Evaluation on the Quality of Animal Experimental Literature about the Prevention and Treatment of Precancerous Lesions of Gastric Cancer with TCM Compounds Based on SYRCLE Tool and ARRIVE 2.0 Guideline
Jiaojiao ZUO ; Xiaoling TANG ; Ruiping SONG ; Pengcheng DOU ; Xinyi CHEN ; Jin SHU
Chinese Journal of Information on Traditional Chinese Medicine 2025;32(1):40-48
Objective To analyze the risk of bias during the experimental process and the shortcomings of the research report by evaluating the methodological and reporting quality of animal experimental studies on the prevention and treatment of precancerous lesions of gastric cancer(PLGC)using TCM compounds.To provide reference for improving the quality of animal experimental research on the prevention and treatment of PLGC with TCM compounds.Methods Experimental literature about the prevention and treatment of PLGC with TCM compounds was retrieved from CNKI,Wanfang Data,VIP,CBM,PubMed,Cochrane Library,Web of science and Embase from January 1,2014 to February 23,2024.SYRCLE assessment tool and ARRIVE 2.0 guideline were used to score the included literature and calculate the"low-risk"compliance rate for each item.Results Totally 213 articles were finally included,including 189 Chinese articles and 24 English articles.The SYRCLE tool score was(12.86±1.29)points,and the"low risk"compliance rate was 32.79%.The score of the necessary items of the ARRIVE 2.0 guideline was(24.15±2.80)points,and the"low risk"compliance rate was 49.08%;the score of the recommended items was(11.28±3.40)points,and the"low risk"compliance rate was 30.27%.In the SYRCLE tool evaluation,144(67.61%)studies did not elaborate on the method of generating the allocation sequence.All studies did not describe the adequacy of allocation concealment and the blinding method in the implementation of bias.Only 51 studies(23.94%)explicitly proposed the success criteria for PLGC modeling,only 66 studies(30.96%)provided detailed information on the statistical methods used,29 studies(13.62%)provided complete ethical statements,and 22 studies(10.33%)reported conflicts of interest.Conclusion There are many problems in the methodological quality and reporting quality of animal experimental literature on the prevention and treatment of PLGC with TCM compounds published from 2014 to 2024,especially the implementation of the random blinding strategy during the experimental process,the calculation details of the sample size,and the reporting of inclusion and exclusion criteria,etc.There are many deficiencies in this aspect.It is recommended to refer to the SYRCLE evaluation tool and the ARRIVE 2.0 guideline list to design and report the research plan,thereby improving the credibility and standardization of the PLGC animal experimental research results.
9.Support vector machine model based on gray matter volume for identifying amyotrophic lateral sclerosis and analysis of relevant brain regions
Shan WU ; Haining LI ; Qiuli ZHANG ; Qianqian DUAN ; Xinyi YU ; Xing QIN ; Fangfang HU ; Jiaoting JIN ; Jingxia DANG ; Ming ZHANG
Chinese Journal of Medical Imaging Technology 2025;41(7):1051-1055
Objective To explore the value of support vector machine(SVM)model based on gray matter volume(GMV)for identifying amyotrophic lateral sclerosis(ALS),also to analyze the relevant brain regions.Methods MR 3D T1WI data of 60 ALS patients(ALS group)and 60 healthy volunteers(control group)were retrospectively analyzed.Taken GMV of each brain region obtained by voxel-based morphometry as the input features.F-score analysis was used to select feature with the highest classification accuracy to construct SVM model.Receiver operating characteristic curve was drawn to evaluate the efficacy of SVM model for identifying ALS,and top 10%was used as the weight threshold to obtain gray matter brain regions contributed the most to this model.Results SVM model constructed based on the top 40%GMV features had the highest classification accuracy(82.50%),with sensitivity,specificity and area under the curve(AUG)of 85.05%,80.40%and 0.890,respectively.The left precentral gyrus,left anterior cingulate gyrus and paracingulate gyrus,right middle temporal gyrus,opercular part of left inferior frontal gyrus,right dorsolateral superior frontal gyrus,left temporal pole:middle temporal gyrus,right superior occipital gyrus,orbital part of right middle frontal gyrus,right calcarine fissure and surrounding cortex,right fusiform gyrus were the top 1-10 gray matter brain regions contributed to this model.Conclusion ALS had specific GMV change pattern.SVM model based on GMV could be used to effectively identify ALS,while the left precentral gyrus was the most contributive brain region to this model.
10.Epidemiological characteristics of 7 species of pathogens causing acute respiratory infection in hospitalized children in Zhongshan City from 2019 to 2023
Mei ZHAN ; Haohai XIA ; Jin LIU ; Xinyi YANG ; Lianping YANG
Chinese Journal of Nosocomiology 2025;35(12):1829-1834
OBJECTIVE To analyze the 7 species of common pathogens causing acute respiratory infection(ARI)in children in Zhongshan,Guangdong,from 2019 to 2023,and to provide references for preventive measures and clinical treatment of ARI.METHODS A total of 14 261 children with ARI aged 14 years and younger,hospital-ized in the Pediatric Department of Zhongshan City People's Hospital from Jan.2019 to Oct.2022 and from Mar.to Dec.2023,were selected as the study subjects.The positive detection rates of seven common respiratory pathogens were compared across three periods:pre-pandemic period(2019),pandemic control period(from 2020 to Oct.2022)and normalization period(from Mar.to Dec.2023)of COVID-19.RESULTS The overall detection rates of pathogens were 59.72%,37.83%and 85.82%in the pre-pandemic,control and normalization periods,respectively.The pathogens with the highest detection rates were Streptococcus pneumoniae(Spn)at 19.81%,respiratory syncytial virus(RSV)at 11.33%,Mycoplasma pneumoniae(MP)at 9.53%,Haemophilus influ-enzae(Hi)at 5.90%,influenza A virus(FluA)at 3.49%,adenovirus(ADV)at 3.30%and Bordetella pertussis(BP)at 0.72%.The mixed infection rate was 8.46%in the pre-pandemic period,mainly involving"MP+Spn"and"Spn+RSV".During the pandemic control period,the mixed infection rates were 4.95%,4.65%and 3.66%,respectively.After the pandemic normalization,the mixed infection rate rose to 17.75%,mainly invol-ving"Hi+Spn"and"Spn+RSV".The detection rates of RSV were 7.82%,11.90%and 14.44%in the pre-pan-demic,control and normalization periods,respectively,with a delayed epidemic pattern observed.The detection rates of Spn were 26.47%,17.45%and 16.99%in the three periods,respectively.The detection rates of MP were 12.53%,1.83%and 24.17%,respectively,with a delayed outbreak observed.CONCLUSIONS The preven-tion and control of COVID-19 involves non-pharmaceutical interventions,which are later lifted.The transmission of these seven common respiratory pathogens is affected,necessitating continuous monitoring of the pathogens.

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