1.Hourly ozone concentration estimation and its health impact study based on ensemble machine learning: A case study of Taiyuan City
Rule DU ; Xiaojuan YANG ; Ruixia NIU ; Yang XU ; Guiming ZHU ; Qian GAO ; Tong WANG
Journal of Environmental and Occupational Medicine 2026;43(1):8-15
Background Ozone (O3) is a major air pollutant. The existing monitoring system has uneven distribution of sites, insufficient coverage in underdeveloped areas, and low temporal resolution, making it difficult to obtain hourly data. This limits the dynamic identification of pollution and the formulation of prevention and control strategies. Objective To construct an hourly O3 concentration estimation model based on ensemble machine learning, aiming to improve the accuracy of pollution exposure assessment and explore O3 health impacts. Methods This study integrated land use regression modeling with modern machine learning techniques, employing random forest and XGBoost algorithms to construct base models, and stacking integration using non-negative least squares. The ensemble model was trained and validated across China using high-resolution, multi-source geographic data (e.g., meteorologicaldata, population density, land cover types, and aerosol optical thickness). It was tested in Taiyuan City, combined with a distributed lag non-linear model to analyze the association between O3 and emergency admissions. Results The constructed ensemble model performed well in predicting O3 concentration, with a higher coefficient of determination (R2) and a lower root-mean-square deviation (RMSE) compared to the single models. The R2 improved from 0.90 to 0.92, and the RMSE decreased from 11.41 to 10.62, enhancing both prediction accuracy and generalization ability. In the application to Taiyuan City, the model successfully imputed the hourly-level data for the entire year. The distributed lag non-linear model analysis revealed that the relative risk (RR) values for the 6th to 8th days following O3 exposure were 1.14 (95%CI: 1.01, 1.29), 1.16 (95%CI: 1.02, 1.31), and 1.14 (95%CI: 1.01, 1.29), respectively, which were significantly higher than 1, indicating a significant lagged association (lagged 6-8 d) between O3 and the number of emergency room visits. Conclusion A high-precision, hourly-level O3 concentration estimation model is successfully constructed by combining the land use regression model with an ensemble machine learning approach to provide a scientific basis for environmental policy formulation and public health intervention. The application of the model verifies its generalization ability and practical application value, which can provide a new technical framework for subsequent environmental health research.
2.The regulatory effect of sacubitril/valsartan on intestinal microbiota in rats with right ventricular remodeling induced by hypoxic pulmonary hypertension:a metagenomics analysis
Hongjuan LIU ; Juan DU ; Yue LIN ; Xiaojuan AN ; Ming REN
Journal of Chongqing Medical University 2025;50(10):1408-1417
Objective:To explore the effect of sacubitril/valsartan(LCZ696)on intestinal microbiota and serological parameters associ-ated with its derived metabolites in rats with right ventricular remodeling due to hypoxic pulmonary hypertension(HPH).Methods:A total of 24 male rats were randomly divided into Control group,Hypoxia group,and H-LCZ696 group.Since day 1,the rats in the H-LCZ696 group were given LCZ696 by gavage,while those in the other two groups were given normal saline by gavage,both for 4 con-secutive weeks.Related indicators were measured after experiment,including hemodynamics,color Doppler ultrasound of right heart,and right ventricular remodeling.Histopathological staining and transmission electron microscopy were used to observe tissue struc-tures;the metagenomics technique was used to analyze the characteristics and functional annotation of intestinal microbiota in the fe-ces of the rats;ELISA was used to measure the serological parameters of the metabolites derived from intestinal microbiota.Results:There was a significant difference in mean pulmonary arterial pressure(mPAP)between the three groups of rats(F=101.797,P=0.000).Compared with the Control group,the Hypoxia group had an increase in mPAP,a reduction in right ventricular function,and in-creases in the indicators for pulmonary vascular remodeling and right ventricular remodeling.Compared with the Hypoxia group,the H-LCZ696 group had a reduction in mPAP,an improvement in right ventricular function,and reductions in the indicators for pul-monary vascular remodeling and right ventricular remodeling.Trans-mission electron microscopy showed that the Hypoxia group had disordered myocardial myofibrils of the right ventricle and mitochon-drial swelling,while such ultrastructural damage was improved after LCZ696 intervention.The metagenomics analysis showed that the Hypoxia group had a reduction in the diversity of intestinal microbiota,with increases in the abundance of pathogenic bacteria(such as Proteobacteria,Prevotella,and Clostridium)and reductions in the abundance of probiotic bacteria(such as Lachnospiraceae and Lacto-bacillus),and such changes were partially reversed after LCZ696 intervention,with inhibition of the proliferation of pathogenic bacteria such as Clostridiales,the failure to restore the diversity of intestinal microbiota,and a further reduction in the abundance of some probi-otic bacteria(such as Lactobacillus).ELISA showed that compared with the Control group,the Hypoxia group had increases in the serum levels of pro-inflammatory metabolites,and compared with the Hypoxia group,the H-LCZ696 group had reductions in the se-rum levels of pro-inflammatory metabolites.Conclusion:LCZ696 can alleviate right ventricular remodeling in HPH and regulate pathogenic bacteria and serum pro-inflammatory metabolites,with a main therapeutic effect on the cardiovascular system and a regula-tory effect on intestinal microbiota.
3.WW domain-containing ubiquitin E3 ligase 1 regulates immune infiltration in tumor microenvironment of ovarian cancer.
Xiaojuan GUO ; Ruijuan DU ; Liping CHEN ; Kelei GUO ; Biao ZHOU ; Hua BIAN ; Li HAN
Journal of Southern Medical University 2025;45(5):1063-1073
OBJECTIVES:
To explore the association of the expression of WW domain-containing ubiquitin E3 ligase 1 (WWP1) with immune infiltration in tumor microenvironment (TME) of ovarian cancer.
METHODS:
Ovarian cancer patient data from The Cancer Genome Atlas (TCGA) were used to analyze the association of WWP1 expression with patient prognosis. TISCH2 was utilized to analyze the changes in immune cell subtypes in TME of metastatic tumor and after chemotherapy. The impact of WWP1 on immune cell infiltration, somatic copy number alterations of WWP1 and evolution of immune cell subtypes was evaluated using TIMER and TIGER pseudo-time analysis. A deep learning model was used to analyze TCGA pathological images to investigate the effect of WWP1 on TME of ovarian cancer. RNA-seq analysis was conducted to identify the differentially expressed genes in WWP1-overexpressing SKOV3 cells and validate immune infiltration. Multicolor immunofluorescence assay was used to analyze the immune markers in SKOV3 and SKOV3/DDP cell xenografts in nude mice.
RESULTS:
The patients with high WWP1 expression levels had significantly lower overall survival rate (P=0.0012). High WWP1 expression levels and Stage IV disease were both associated with a poor prognosis (P<0.05). In metastatic ovarian cancer or after chemotherapy, the percentages of malignant tumor cells and tumor-associated fibroblasts increased in the TME, accompanied by elevated WWP1 levels. WWP1 expression level was positively correlated with pro-tumorigenic immunosuppressive cells (r=0.1323-0.3955, P<0.05) and negatively with tumor-inhibiting immune cells (r=-0.1949- -0.1333, P<0.05). Specific copy number alterations of WWP1 also influenced CD8+ T cell percentage and neutrophil infiltration levels in the TME. RNA-seq analysis of WWP1-overexpressing SKOV3 cells and immunofluorescence assay of the tumor-bearing mice yielded findings consistent with those of bioinformatics analysis.
CONCLUSIONS
WWP1 may serve as a prognostic biomarker and a potential target for immune regulation in the TME of ovarian cancer.
Female
;
Ovarian Neoplasms/genetics*
;
Humans
;
Ubiquitin-Protein Ligases/metabolism*
;
Tumor Microenvironment/immunology*
;
Animals
;
Mice
;
Cell Line, Tumor
;
Mice, Nude
;
Prognosis
;
Gene Expression Regulation, Neoplastic
4.Correlation analysis between mechanical power normalized to dynamic lung compliance and weaning outcomes and prognosis in mechanically ventilated patients: a prospective, observational cohort study.
Yao YAN ; Yongpeng XIE ; Zhiqiang DU ; Xiaojuan WANG ; Lu LIU ; Meng LI ; Xiaomin LI
Chinese Critical Care Medicine 2025;37(1):36-42
OBJECTIVE:
To explore the correlation between mechanical power normalized to dynamic lung compliance (Cdyn-MP) and weaning outcomes and prognosis in mechanically ventilated patients.
METHODS:
A prospective, observational cohort study was conducted. Patients who underwent invasive mechanical ventilation (IMV) for more than 24 hours and used a T-tube ventilation strategy for extubation in the intensive care unit (ICU) of Lianyungang First People's Hospital and Lianyungang Second People's Hospital between January 2022 and December 2023 were enrolled. The collected data encompassed patients' baseline characteristics, primary causes of ICU admission, vital signs and laboratory indicators during the initial spontaneous breathing trial (SBT), respiratory mechanics parameters within the 4-hour period prior to the SBT, weaning outcomes and prognostic indicators. Mechanical power (MP) and Cdyn-MP were calculated using a simplified MP equation. Univariate and multivariate Logistic regression analyses were utilized to determine the independent risk factors associated with weaning failure in patients undergoing mechanical ventilation. Restricted cubic spline (RCS) analysis and Spearman rank-sum test were employed to investigate the correlation between Cdyn-MP and weaning outcomes as well as prognosis. Receiver operator characteristic curve (ROC curve) was constructed, and the area under the ROC curve (AUC) was computed to evaluate the predictive accuracy of Cdyn-MP for weaning outcomes in mechanically ventilated patients.
RESULTS:
A total of 366 patients undergoing IMV were enrolled in this study, with 243 cases classified as successful weaning and 123 cases classified as failed weaning. Among them, 23 patients underwent re-intubation within 48 hours after the successful withdrawal of the first SBT, non-invasive ventilation, or died. Compared with the successful weaning group, the patients in the failed weaning group had significantly increased levels of sequential organ failure assessment (SOFA) score, body temperature and respiratory rate (RR) during SBT, and respiratory mechanical parameters within the 4-hour period prior to the SBT [ventilation frequency, positive end-expiratory pressure (PEEP), platform pressure (Pplat), peak inspiratory pressure (Ppeak), dynamic driving pressure (ΔPaw), fraction of inspired oxygen (FiO2), MP, and Cdyn-MP], dynamic lung compliance (Cdyn) was significantly reduced, and duration of IMV, ICU length of stay, and total length of hospital stay were significantly prolonged. However, there were no statistically significant differences in age, gender, body mass index (BMI), smoking history, main causes of ICU admission, other vital signs [heart rate (HR), mean arterial pressure (MAP), saturation of peripheral oxygen (SpO2)] and laboratory indicators [white blood cell count (WBC), albumin (Alb), serum creatinine (SCr)] during SBT of patients between the two groups. Univariate Logistic regression analysis was conducted, and variables with P < 0.05 and no multicollinearity with Cdyn-MP were selected for inclusion in the multivariate Logistic regression model. The results demonstrated that SOFA score [odds ratio (OR) = 1.081, 95% confidence interval (95%CI) was 1.008-1.160, P = 0.030], and PEEP (OR = 1.191, 95%CI was 1.075-1.329, P = 0.001), FiO2 (OR = 1.035, 95%CI was 1.006-1.068, P = 0.021) and Cdyn-MP (OR = 1.190, 95%CI was 1.086-1.309, P < 0.001) within the 4-hour period prior to the SBT were independent risk factors for weaning failure in patients undergoing IMV. The RCS analysis after adjusting for confounding factors showed that as Cdyn-MP within the 4-hour period prior to the SBT increased, the risk of weaning failure in patients undergoing IMV significantly increased (P < 0.001). The Spearman rank correlation test showed that Cdyn-MP within the 4-hour period prior to the SBT was positively correlated with respiratory mechanical parameters including ΔPaw and MP (r values were 0.773 and 0.865, both P < 0.01), and negatively correlated with Cdyn (r = -0.587, P < 0.01). Cdyn-MP within the 4-hour period prior to the SBT was positively correlated with prognostic indicators such as duration of IMV, length of ICU stay, and total length of hospital stay (r values were 0.295, 0.196, and 0.120, all P < 0.05). ROC curve analysis demonstrated that, within the 4-hour period preceding the SBT, Cdyn-MP, MP, Cdyn, and ΔPaw possessed predictive value for weaning failure in patients undergoing IMV. Notably, Cdyn-MP exhibited superior predictive capability, evidenced by an AUC of 0.761, with a 95%CI ranging from 0.712 to 0.810 (P < 0.001). At the optimal cut-off value of 408.5 J/min×cmH2O/mL×10-3, the sensitivity was 68.29%, and the specificity was 71.19%.
CONCLUSION
Cdyn-MP is related to weaning outcomes and prognosis in mechanically ventilated patients, and has good predictive ability in assessing the risk of weaning failure.
Humans
;
Prospective Studies
;
Ventilator Weaning
;
Prognosis
;
Respiration, Artificial
;
Intensive Care Units
;
Lung Compliance
;
Female
;
Male
;
Middle Aged
;
Aged
5.Expert consensus: reducing free-sugar for caries prevention
Xiaojuan ZENG ; Xuenan LIU ; Min LIU ; Yan SI ; Ying ZHANG ; Jianqiang LAI ; Xianbin DING ; Chang SU ; Xiang SI ; Youguang LU ; Huancai LIN ; Shuguo ZHENG ; Wensheng RONG ; Minquan DU ; Xiaoyan OU ; Rongmin QIU ; Maigeng ZHOU ; Chunxiao WANG
Chinese Journal of Stomatology 2025;60(4):311-319
In modern society, sugary foods have become an integral part of many people′s lives. However, excessive sugar consumption has adverse effects on both overall health and oral health, serving as a contributing factor to the global increasing incidence in oral diseases, cardiovascular diseases, cancers, obesity, and diabetes. In response to the health risks related to high-sugar diets, the World Health Organization (WHO) and World Dental Federation (FDI) have proposed initiatives and recommendations, with various governments implementing different policies and strategies to reduce sugar intake. Chinese government has also taken proactive measures. The "Healthy China Action (2019-2030)" initiative introduced by the State Council in 2019 established a crucial benchmark in limiting the average daily intake of added sugar to 25 g per person forward to 2030. Experts from Chinese Center for Disease Control and Prevention and the field of oral health have meticulously examined the impacts of sugar reduction on oral health, as well as strategies, methods, and practical considerations related to reducing sugar intake through several meeting and wrote the "Expert consensus: reducing free-sugar for caries prevention", which was subsequently reviewed and revised based on the feedback from multiple stakeholders. They have conducted thorough analyses of global trends in sugar reduction and best practices to provide valuable insights to China for crafting effective policies and strategies on sugar reduction. This consensus mainly includes the classification of free sugars, the latest scientific evidence on dental caries, recommendations from WHO on sugar-sweetened beverage taxes, nutrition labeling, advertising, food reform, adjusting supply systems, education, and promotion strategies, as well as sugar reduction actions taken by various governments around the world. Combining the actual situation in China, policy recommendations and authoritative popular science knowledge on sugar reduction for caries prevention to public are proposed to advocate for experts in multiple fields to focus on sugar reduction for caries prevention, promote the work process, and provide the scientific basis for oral health educators.
6.Construction of Surgical Pharmaceutical Risk Management Index System by Delphi Method and Analytic Hierarchy Process
Xiaojuan WANG ; Rui ZHANG ; Yuqing CAO ; Yi ZHANG ; Lijuan QIAO ; Jie HAO ; Shuzhang DU
Herald of Medicine 2025;44(5):823-828
Objective To construct a surgical pharmaceutical risk management index system and then to enhance surgi-cal pharmaceutical service quality.Methods Literature research and consulting pharmaceutical experts were used to collect relevant data and construct initial scale items.The Delphi expert consultation method was used to revise and improve indicators with 20 experts,after 2 rounds of inquiry improvement.The analytic hierarchy process(AHP)was used to calculate the weight of each indicator,finally forming the surgical pharmaceutical risk management index system.Results The final construction of the scale entries includes four dimensions,14 second-grade indexes,and 71 third-grade indexes.The questionnaire response rates were 100.00%,while the authority coefficient of experts was 0.832.In the consultation,the harmony coefficients of the first,second,and third indicators were 0.743,0.491,and 0.277,respectively.The AHP was used to determine the weights of indicators,and the re-sult passed the consistency test.The professional factors and pharmacist factors of the first indicators are large in weight.Con-clusion The constructed surgical pharmaceutical risk management index system is scientific and practical,which can provide a reference for the clinical work of surgeons and maximize the risk of avoidance.
7.Expert consensus: reducing free-sugar for caries prevention
Xiaojuan ZENG ; Xuenan LIU ; Min LIU ; Yan SI ; Ying ZHANG ; Jianqiang LAI ; Xianbin DING ; Chang SU ; Xiang SI ; Youguang LU ; Huancai LIN ; Shuguo ZHENG ; Wensheng RONG ; Minquan DU ; Xiaoyan OU ; Rongmin QIU ; Maigeng ZHOU ; Chunxiao WANG
Chinese Journal of Stomatology 2025;60(4):311-319
In modern society, sugary foods have become an integral part of many people′s lives. However, excessive sugar consumption has adverse effects on both overall health and oral health, serving as a contributing factor to the global increasing incidence in oral diseases, cardiovascular diseases, cancers, obesity, and diabetes. In response to the health risks related to high-sugar diets, the World Health Organization (WHO) and World Dental Federation (FDI) have proposed initiatives and recommendations, with various governments implementing different policies and strategies to reduce sugar intake. Chinese government has also taken proactive measures. The "Healthy China Action (2019-2030)" initiative introduced by the State Council in 2019 established a crucial benchmark in limiting the average daily intake of added sugar to 25 g per person forward to 2030. Experts from Chinese Center for Disease Control and Prevention and the field of oral health have meticulously examined the impacts of sugar reduction on oral health, as well as strategies, methods, and practical considerations related to reducing sugar intake through several meeting and wrote the "Expert consensus: reducing free-sugar for caries prevention", which was subsequently reviewed and revised based on the feedback from multiple stakeholders. They have conducted thorough analyses of global trends in sugar reduction and best practices to provide valuable insights to China for crafting effective policies and strategies on sugar reduction. This consensus mainly includes the classification of free sugars, the latest scientific evidence on dental caries, recommendations from WHO on sugar-sweetened beverage taxes, nutrition labeling, advertising, food reform, adjusting supply systems, education, and promotion strategies, as well as sugar reduction actions taken by various governments around the world. Combining the actual situation in China, policy recommendations and authoritative popular science knowledge on sugar reduction for caries prevention to public are proposed to advocate for experts in multiple fields to focus on sugar reduction for caries prevention, promote the work process, and provide the scientific basis for oral health educators.
8.Construction of Surgical Pharmaceutical Risk Management Index System by Delphi Method and Analytic Hierarchy Process
Xiaojuan WANG ; Rui ZHANG ; Yuqing CAO ; Yi ZHANG ; Lijuan QIAO ; Jie HAO ; Shuzhang DU
Herald of Medicine 2025;44(5):823-828
Objective To construct a surgical pharmaceutical risk management index system and then to enhance surgi-cal pharmaceutical service quality.Methods Literature research and consulting pharmaceutical experts were used to collect relevant data and construct initial scale items.The Delphi expert consultation method was used to revise and improve indicators with 20 experts,after 2 rounds of inquiry improvement.The analytic hierarchy process(AHP)was used to calculate the weight of each indicator,finally forming the surgical pharmaceutical risk management index system.Results The final construction of the scale entries includes four dimensions,14 second-grade indexes,and 71 third-grade indexes.The questionnaire response rates were 100.00%,while the authority coefficient of experts was 0.832.In the consultation,the harmony coefficients of the first,second,and third indicators were 0.743,0.491,and 0.277,respectively.The AHP was used to determine the weights of indicators,and the re-sult passed the consistency test.The professional factors and pharmacist factors of the first indicators are large in weight.Con-clusion The constructed surgical pharmaceutical risk management index system is scientific and practical,which can provide a reference for the clinical work of surgeons and maximize the risk of avoidance.
9.Preliminary mining and analysis of ADE signal of ofatumumab
Xiaojuan YANG ; Qingwen ZHANG ; Xiaosa DU ; Jinpeng DONG ; Yiming HU ; Shudi WANG ; Yubin FENG
China Pharmacy 2024;35(17):2120-2125
OBJECTIVE To screen potential adverse drug event (ADE) signals for the treatment of multiple sclerosis (MS) with ofatumumab, and to provide reference for the safe use of drugs in clinical practice. METHODS Using “ofatumumab” and the trade name “Kesimpta” as the search keywords, adverse event (AE) reports related to ofatumumab included in FDA Adverse Event Reporting System database from January 2009 to December 2023 were screened, and their reason contained the “multiple sclerosis”; ADE signal mining and analysis were conducted by reporting odds ratio method and proportional reporting ratio method. RESULTS A total of 21 759 eligible AE reports were selected, involving 62 449 AE cases; 27 system organ classes included general diseases and various reactions at the site of administration (15 021 cases), neurological diseases (9 668 cases), infectious and invasive diseases (5 967 cases), injury, poisoning and surgical complications (4 952 cases), musculoskeletal and connective tissue disorders (4 647 cases). A total of 21 759 AE reports correspond to 606 ADE signals, including 234 ADE positive signals. A total of 107 ADE positive signals were not included in drug instruction of ofatumumab, including flu-like diseases, nasopharyngitis, cough, urinary tract infection, sore throat, insomnia, runny nose, anemia, hair loss, atrial fibrillation, and thrombocytopenia, etc. CONCLUSIONS In the process of using ofatumumab for MS, sufficient attention should be paid to ADE included in drug instructions. The ADE with strong signal strength screened in this study should also be paid special attention to, such as flu-like diseases, hemocytopenia, temperature intolerance, optic neuritis, and moyamoya disease. The increased risk of infection, cardiovascular disease, and potential damage to the respiratory and spiritual systems caused by ofatumumab can not be ignored.
10.Application and Effect of Patient Portal System in the Remote Management of Chronic Diseases for Older Adults With Coronary Heart Disease
Fangyuan WEN ; Guanghui DU ; Feng TIAN ; Xiaojuan ZHAO
Journal of Sichuan University (Medical Sciences) 2024;55(2):418-424
Objective To investigate the application of personal health record(PHR)and chronic disease management platform established on the basis of patient portal system(PPS)in managing older adults with coronary heart disease and to examine the effect on patients'self-care ability,coping mode,and quality of life.Methods A total of 532 elderly patients with coronary heart disease were included in the study.All the participants enrolled were admitted to a tertiary-care hospital between January 2019 and June 2021.They were randomly assigned to the study group(269 cases)and the control group(263 cases).Patients in the control group were discharged with the routine discharge procedures and received the routine follow-up care.On the other hand,patients in the study group were discharged and followed up through the PHR and chronic disease management platform established on the basis of PPS.After 6 months,12 months,and 18 months of patient management,the Exercise of Self-Care Agency(ESCA)Scale,Medical Coping Modes Questionnaire(MCMQ)and Seattle Angina Questionnaire(SAQ)were used to evaluate the patients'self-care ability,coping mode,and quality of life,respectively.The patient management effects of the two groups were analyzed.Results Before the management programs started,there was no statistically significant difference in the scores for the scales between the two groups of patients.After 6 months,12 months,and 18 months of patient management,the ESCA scores of both groups were higher than those before patient management started(P<0.05).Facing scores in the MCMQ of both groups were higher than those before patient management started(P<0.05),while the scores for avoidance and yielding were lower than those before patient management started(P<0.05).The SAQ scores of both groups were higher than those before patient management started(P<0.05).After 6 months,12 months and 18 months of patient management,the ESCA scores of the study group were always higher compared with those of the control group(P<0.05).The facing score of the study group was higher,while the scores for avoidance and yielding were lower compared with those of the control group(P<0.05).The SAQ scores of the study group were higher compared with those of the control group(P<0.05).The medication compliance rate in the study group(83.27%)was higher than that in the control group(69.96%)(P<0.05).The incidence of adverse cardiovascular events in the study group(4.09%)was lower than that in the control group(10.27%)(P<0.05).The average times of emergency treatment and readmission in the study group were lower compared with those of the control group(P<0.05).The patient satisfaction score of the study group was higher compared with that of the control group(P<0.05).Conclusion The PHR and chronic disease management platform established on the basis of PPS can increase the convenient access to medical care among elderly patients with coronary heart disease,which is conducive to improving their self-care ability,coping mode,and quality of life.In addition,the patient management effect is good.

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