1.Application of time series and machine learning models in predicting the trend of sickness absenteeism among primary and secondary school students in Shanghai
WANG Zhengzhong, ZHANG Zhe, ZHOU Xinyi, YUAN Linlin, ZHAI Yani, SUN Lijing, LUO Chunyan
Chinese Journal of School Health 2025;46(3):426-430
Objective:
To analyze the temporal variation patterns of sickness absenteeism among primary and secondary school students in Shanghai, so as to explore models suitable for predicting peaks and intensity of absenteeism rates.
Methods:
The seasonal and trend decomposition using loess (STL) method was used to analyze the seasonal and long term trend changes in sickness absenteeism among primary and secondary school students from September 1 in 2010 to June 30 in 2018, in Shanghai. A hierarchical clustering method based on Dynamic Time Warping (DTW) was employed to classify absenteeism symptoms with similar temporal patterns. Based on historical data, the study constructed and evaluated different time series algorithms and machine learning models to optimize the accuracy of predicting the trend of sickness absenteeism.
Results:
During the research period, the average new absenteeism rate due to illness was 16.86 per 10 000 person day for every academic year, and the trend of sickness absenteeism exhibited both seasonality and a long term upward trend, reaching its highest point in the 2017 academic year (22.47 per 10 000 person day). The symptoms of absenteeism were divided into three categories: high incidence in winter and spring (respiratory symptoms, fever and general discomfort, etc.), high incidence in summer (eye symptoms, nosebleeds, etc.) and those without obvious seasonality (skin symptoms, accidental injuries, etc.).The constructed time series models effectively predicted the trend of absenteeism due to illness, although the accuracy of predicting peak intensity was relatively low. Among them, the multi layer perceptron (MLP) model performed the best, with an root mean squared error (RMSE) of 8.96 and an mean absolute error (MAE) of 4.37, reducing 36.51% and 39.02% compared to the baseline model.
Conclusion
Time series models and machine learning algorithms could effectively predict the trend of sickness absenteeism, and corresponding prevention and control measures can be taken for absenteeism caused by different symptoms during peak periods.
2.Study on the effect of fluoride exposure on dyslipidemia in the elderly
Wenfeng LI ; Fang LI ; Dandan ZHANG ; Yani DUAN ; Yushan CUI ; Yang WANG
Journal of Public Health and Preventive Medicine 2025;36(4):55-59
Objective To explore the association between different levels of fluoride exposure and dyslipidemia in elderly people, and to analyze the influencing factors and their interactions. Methods A total of 1 143 elderly people over 60 years old were randomly selected from historical high water fluorosis areas and control areas in Tianjin. Logistic regression model and classification tree model were used to analyze the influencing factors of dyslipidemia, and to analyze the interaction between high fluoride exposure and relevant influencing factors on dyslipidemia. Results The prevalence of elevated low density lipoprotein cholesterol (LDL-C) was 5.69% (65/1 143). There was a significant difference in the prevalence of high LDL-C in different fluoride-exposed areas (2 = 0.092,P = 0.762). Multivariate logistic analysis showed that high fluoride exposure (OR=2.306,95%CI:1.185-4.491) and abdominal obesity (OR=2.274,95%CI:1.299-3.978) were risk factors for high LDL-C, while type B personality (OR=0.529,95%CI:0.308-0.908) was a protective factor for high LDL-C. The results of classification tree model showed that abdominal obesity contributed the most to the prevalence of high LDL-C in the elderly, followed by high fluoride exposure and hyperglycemia. There was a significant multiplicative interaction between high fluoride exposure and abdominal obesity on dyslipidemia (OR=5.191,95%CI:1.609-16.745,P=0.006). Conclusion High fluoride exposure may increase the risk of high LDL-C, and there is a multiplicative interaction between high fluoride exposure and abdominal obesity on dyslipidemia.
3.Research progress on T cell exhaustion in immunotherapy for patients with hepatocellular carcinoma.
Yang WU ; Tian LI ; Runbing ZHANG ; Yani ZHANG ; Lingling ZHU ; Tingting SHI ; Shunna WANG ; Meixia YANG ; Xiaohui YU ; Jiucong ZHANG
Chinese Journal of Cellular and Molecular Immunology 2025;41(3):271-277
Hepatocellular carcinoma (HCC) is one of the fastest growing cancers in the world, ranking fourth among the causes of cancer-induced death in the world. At present, the field of HCC treatment is developing rapidly, and immunotherapy has been recognized as a promising treatment method, in which T cells play a key role in HCC immunotherapy. However, in the case of virus infection or in tumor microenvironment (TME), T cells will be continuously stimulated by antigens and then fall into the state of T cell exhaustion (Tex). This state will not only reduce the immunity of patients but also lead to poor efficacy of immunotherapy. Therefore, to deeply analyze the mechanism of Tex and to explore effective strategies to reverse Tex is the key point in the immunotherapy for HCC. This review aims to summarize the mechanism of Tex in HCC patients, and the current situation and shortcomings of drug research and development to reverse Tex at this stage, in order to provide theoretical basis for the optimization of immunotherapy regimen for HCC patients.
Humans
;
Carcinoma, Hepatocellular/therapy*
;
Liver Neoplasms/therapy*
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Immunotherapy/methods*
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T-Lymphocytes/immunology*
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Tumor Microenvironment/immunology*
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Animals
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T-Cell Exhaustion
4.Urinary fluoride benchmark dose and its association with dental fluorosis among children from drinking water borne endemic fluorosis areas in Tianjin
DUAN Yani, WANG Yang, LI Fang, CUI Yushan, LI Wenfeng, ZHANG Dandan
Chinese Journal of School Health 2025;46(12):1800-1804
Objective:
To understand the dose response relationship between urinary fluoride and dental fluorosis among children from drinking water borne endemic fluorosis areas in Tianjin, so as to provide a scientific basis for assessing fluoride exposure risk among children from endemic areas and establishing reference values for urinary fluoride.
Methods:
From January to December 2024, 83 endemic villages were selected in Tianjin. A total of 2 382 children aged 8-12 years from these villages underwent dental fluorosis examination, along with water fluoride and urinary fluoride testing. Additionally, data from areas where the drinking water fluorosis control target was achieved for more than 12 years (10 villages, 50 people per village) were included as controls. A restricted cubic spline model was used to analyze the relationship between urinary fluoride levels and dental fluorosis prevalence, and benchmark dose (BMD) and benchmark dose lower bound (BMDL), as well as reference dose (RfD), were calculated using the benchmark dose method.
Results:
The prevalence rates of dental fluorosis among children in drinking water borne endemic fluorosis areas and areas of normal fluoride content in water in Tianjin were 10.58%, 7.60%, with a geometric mean urinary fluoride level of 0.72 and 0.60 mg/L,respectively. There were statistically significant differences in both dental fluorosis prevalence and geometric mean urinary fluoride levels between the drinking water borne endemic fluorosis areas group and the areas of normal fluoride content in water ( χ 2/Z = 4.05 , -7.31, both P <0.05). Across different periods of water source improvement, there were statistically significant differences in overall population, male, and female dental fluorosis prevalence rates and geometric mean urinary fluoride levels ( χ 2/H =44.95, 23.96, 21.05; 168.39, 63.93, 107.50, all P <0.01). Significant differences were also observed across age groups among children from drinking water borne endemic fluorosis areas in terms of dental fluorosis prevalence and geometric mean urinary fluoride levels ( χ 2/H =32.14, 79.73, both P <0.01). The results of the restricted cubic spline model showed that the risk of dental fluorosis in different sex, age and overall children in the drinking water borne endemic fluorosis areas increased significantly with rising urinary fluoride concentration(all P-general trend <0.05). The BMD value for the drinking water borne endemic fluorosis areas was 1.72 mg/L, the BMDL was 1.31 mg/L, and the RfD was 1.31 mg/L.
Conclusions
The prevalence of dental fluorosis among children in the drinking water borne endemic fluorosis areas in Tianjin has been effectively controlled, but it is still higher than that in the areas of normal fluoride content in water. Moreover, urinary fluoride levels and dental fluorosis prevalence among children from drinking water borne endemic fluorosis areas show a clear dose response relationship.
5.Influencing Factors of Overall Survival of Elderly Patients with Hepatocellular Carcinoma and Construction of Prediction Model of Prognosis Nomogram:A Population-Based Study
Yang WU ; Tian LI ; Tingting SHI ; Lingling ZHU ; Yani ZHANG ; Peipei GUO ; Runbing ZHANG ; Shunna WANG ; Chun GAO ; Xiaohui YU ; Jiucong ZHANG
Cancer Research on Prevention and Treatment 2024;51(9):756-763
Objective To explore the independent risk factors that affect the overall survival(OS)of elderly patients with hepatocellular carcinoma(HCC,≥60 years old)and build a nomogram prediction model.Methods Clinical data of all elderly patients with HCC from the SEER database from 2005 to 2020 were downloaded from SEER database.In accordance with the inclusion and exclusion criteria,the screened patients were randomly assigned to a training group(70%)and a validation group(30%).The independent risk factors of elderly patients with HCC were determined by univariate and multivariate Cox regression analyses and further validated by Kaplan-Meier survival analysis.On the basis of the determined variables,nomograms were developed and verified to predict the OS of elderly patients with HCC at 6,12,and 24 months.The consistency index(C index),calibration curve,receiver's operating characteristic(ROC)curve,and area under curve(AUC)were used to evaluate the prediction efficiency and discrimination ability of the prediction model,and decision curve analysis(DCA)was used to evaluate the potential clinical application value of the nomogram.Results A total of 1134 elderly patients with HCC were included,with 793 in the training group and 341 in the validation group.Seven variables,including age,clinical grade,clinical stage,M stage,tumor size classification,and radiotherapy,were identified as independent prognostic factors of this population.The constructed nomogram shows excellent prediction performance,with C indices of 0.745 in the training group and 0.704 in the validation group.The AUC values of the training group at 6,12,and 24 months were 0.785,0.788,and 0.798,respectively,and those of the validation group were 0.780,0.725,and 0.607,respectively.The calibration curve shows good consistency from the predicted survival probability to the actual probability.The ROC curve and DCA show that the nomogram proposed in this study has good prediction ability.Conclusion Age,clinical grade,clinical stage,M stage,tumor size classification,and radiotherapy are important influencing factors for the survival of elderly patients with HCC.The prediction model of prognosis nomogram constructed in this study has good predictive value,and it can be used to predict the OS of elderly patients with HCC,which could be helpful for individualized survival assessment and clinical management of these patients.
6.Relationship between macrophage infiltration in the coronary plaque and downstream myocardial perfusion in mice
Lingying HUANG ; Youbin DENG ; Yibin WANG ; Yani LIU ; Jun ZHANG ; Jie TIAN
Chinese Journal of Ultrasonography 2024;33(2):93-97
Objective:To explore the relationship between macrophage infiltration in the coronary plaque and downstream myocardial perfusion in mice.Methods:The experimental group consisted of 20 ApoE knockout mice models of the coronary plaque established by feeding with cholesterol-rich diets, and the control group consisted of 20 sex- and age-matched C57BL/6 mice with the same genetic background as ApoE mice.Adenosine stress myocardial contrast echocardiography was performed on all experimental animals to obtain the values of A, β and A×β of the left ventricular myocardium in anteroseptal and posterior walls both in the resting status and during adenosine stress. Concentrations of serum interleukin-6 (IL-6) and tumor necrosis factor-alpha (TNF-α) were determined using mouse enzyme-linked immunosorbent assay kits according to the manufacturer′s instructions. The degree of macrophage infiltration in the coronary plaque was evaluated by pathological immunohistochemistry staining and the correlations with the above indicators were analyzed.Results:There were no statistically significant differences in heart rate and left ventricular structural parameters between two groups (all P>0.05). The experimental group had a lower left ventricular ejection fraction( P=0.021), and higher weight and serum levels of triglycerides, total cholesterol, high-density lipoprotein, low-density lipoprotein, IL-6, and TNF-α than the control group (all P<0.05). The values of A, β and A × β of the left ventricular myocardium in anteroseptal and posterior walls in the experimental group were significantly lower than those in the control group during adenosine stress (all P<0.05). In the experimental group, the value of the macrophage infiltration found in the plaque of the left main coronary artery correlated positively with the level of serum TNF-α ( r=0.63, P=0.003) and negatively correlated with the values of A×β of the left ventricular myocardium in anteroseptal and posterior walls during adenosine stress ( r=-0.74, P<0.001; r=-0.72, P<0.001; respectively). Conclusions:Myocardial perfusion in ApoE knockout mice models of the coronary atherosclerosis was related with degree of macrophage infiltration in the coronary plaque, and macrophages may play a role by releasing inflammatory mediator TNF-α.
7.Corrective effect of femtosecond laser assisted laser in situ keratomileusis Xtra on patients with moderate to high myopia after 2a postoperatively
Jinxiao LI ; Di SHEN ; Kun ZHOU ; Xiyu SUN ; Yani WANG ; Wei WEI
International Eye Science 2024;24(2):295-300
AIM:To evaluate corrective effect and stability of corneal morphology in patients with moderate to high myopia after 2a treatment of femtosecond laser assisted laser in situ keratomileusis(FS-LASIK)Xtra.METHODS:Retrospective case-control study. A total of 30 cases(58 eyes)Patients with moderate to high myopia combined with astigmatism who planned to undergo refractive surgery in our hospital from August 2019 to August 2020 were included, and different types of surgery were performed respectively based on the relevant index of keratoconus screening in the preoperative corneal topography. They were divided into FS-LASIK group and Xtra group, with 15 cases(29 eyes)in each group. Uncorrected visual acuity(UCVA), best corrected visual acuity(BCVA), spherical equivalent(SE)and the corneal curvature of the anterior and posterior surfaces of different diameters(3, 5 and 7 mm)measured by Sirius three-dimensional corneal topography were observed preoperatively and 3 mo, 1 and 2 a postoperatively.RESULTS: The UCVA of the two groups of patients at different time points after surgery was significantly increased compared with preoperatively(both P<0.01), and there was no difference in UCVA and SE between the two groups(P>0.05). After 2 a postoperatively, residual astigmatism was -0.25-0 D in 25 eyes(86%)of the FS-LASIK Xtra group and 24 eyes(83%)of the FS-LASIK group. The actual corrected SE and expected corrected SE of both groups were positively correlated(both P<0.05). There were differences in corneal curvature on the surface of different diameter areas(3, 5, and 7 mm)between the two groups at 3 mo, 1, and 2 a postoperatively compared with preoperatively. After 1 and 2 a postoperatively, the corneal posterior surface curvature of the FS-LASIK Xtra group with corneal diameter of 3 and 5 mm was higher than that of the FS-LASIK group(P<0.05).CONCLUSIONS:FS-LASIK Xtra has good safety, efficacy and predictability in correcting patients with moderate to high myopia.
8.Association between biorhythm disorders and the co occurrence of health risk behaviors in adolescence
ZHAI Yani, WANG Xuelai, WAN Yuhui, TAO Fangbiao, SHEN Juhua, SUN Chongxiu, SUN Lijing, LUO Chunyan
Chinese Journal of School Health 2024;45(4):470-474
Objective:
To elucidate the association between biorhythm disorders and health risk behaviors in adolescence, so as to provide reference for appropriate interventions.
Methods:
From March to April 2023, 2 381 adolescents in Shanghai were selected as research objects using convenience sampling and stratified random cluster sampling methods. The Self rating Questionnaire of Biological Rhythm Disorders for Adolescents (SQBRDA) and the self report health risk behaviors questionnaire were used to investigate the status of adolescent biorhythm disorders and nine kinds of health risk behaviors, while a multivariate Logistic regression model was employed to analyze the association between the two variables.
Results:
The average SQBRDA score was (68.25±0.42) The incidence and detection rates of health risk behaviors in the groups with no co occurrence, mild co occurrence, moderate co occurrence, and severe co occurrence were 234(9.83%), 1 176(49.39%), 830(34.86%) and 141(5.92%), respectively. The total SQBRDA score was positively correlated with the risk of co occurrence of health risk behaviors. The risk of mild co occurrence, moderate co occurrence, and severe co occurrence of health risk behaviors was 9.05 times (95% CI =4.25-19.15, P <0.01), 44.55 times (95% CI =20.75-96.05, P <0.01) and 110.05 times (95% CI =40.65-297.95, P <0.01) higher, respectively, among adolescents with higher scores of biorhythm disorders compared to adolescents with lower scores of biorhythm disorders.
Conclusions
Health risk behaviors among adolescents in Shanghai draw attention to a serious phenomenon whereby biorhythm disorders are positively correlated with the risk of co occurrence. Comprehensive interventions aimed at addressing adolescent health risk behaviors should focus on regulating biorhythm disorders.
9.Influencing factors on thyroid volume in school-age children aged 8-10 years in Tianjin
Yani DUAN ; Yang WANG ; Yushan CUI ; Dandan ZHANG ; Yunfeng LI ; Fang LI
Journal of Public Health and Preventive Medicine 2024;35(3):59-62
Objective To investigate the status and the influencing factors of thyroid volume of children aged 8-10 years in Tianjin. Methods Among the 1-2 primary schools were randomly selected from 12 districts in Tianjin. A total of 1 090 children were selected by class cluster sampling method (half male and half female, with a balanced age distribution). A questionnaire survey was conducted. Children’s height, weight and thyroid volume were measured, and their salt iodine content and urinary iodine content were detected. Results I n this study, the median urinary iodine in children was 161.35 µg/L, the mean thyroid volume was 2.56 mL, and the goiter rate was 3.58%. Univariate analysis showed that age, BSA, salt iodine content, urinary iodine content, eating habits, food taste, eating lunch at school, father's work, anxiety and depression, pressure, and different regional grouping were the influencing factors of thyroid volume (P<0.05). Multivariate linear regression showed that BSA, age, food taste, and urinary iodine content had significant independent effects on thyroid volume (P<0.05). Conclusion In Tianjin, the iodine nutrition level of children aged 8-10 years is at an appropriate level. When evaluating the thyroid volume of children, in addition to age factors, other factors such as physical development level and iodine intake should also be considered.
10.Differential expression of genes related to cellular senescence during embryonic kidney development in mice
Jia LUO ; Xiaoyue WANG ; Fang YU ; Juan CHEN ; Kehong CHEN ; Yani HE ; Jia CHEN
Journal of Army Medical University 2024;46(10):1083-1091
Objective To analyze the cellular senescence pathways and their associated genes with bioinformatic analysis by screening differentially expressed genes(DEGs)during embryonic kidney development with aid of transcriptomics in order to explore the relationship between cellular senescence and embryonic kidney development.Methods After the kidney tissues from mice at embryonic age of 14.5 days(E14.5 group)and 18.5 days(E18.5 group)were collected,the kidney tissue structure was observed with periodic acid Schiff(PAS)staining,the expression profiles of the related genes during embryonic kidney development were analyzed by transcriptomics,and the changes in the genes related to cellular senescence were further analyzed with bioinformatics.The expression levels of target genes were verified by real-time quantitative fluorescence PCR and Western blotting.Results With the development of the embryonic kidney,the kidney structure gradually matured.The results of transcriptomic and bioinformatic analyses revealed that cellular senescence-related genes played an important role in the development of embryonic kidney.The mRNA and protein levels of Cdkn1a(P21),which was correlated with cellular senescence,were significantly higher(P<0.05),while the mRNA levels of Skp2,Ccne1,Ccnd2,and Cdk4 were decreased in the E1 8.5 group than the E14.5 group(P<0.05).Conclusion Obvious changes in the expression levels of cellular senescence-related genes are observed during embryonic kidney development,suggesting that cellular senescence plays an important role in the development.


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