1.Development and comparative analysis of a machine learning-based frailty risk prediction model for elderly patients with coronary heart disease
Liu LIU ; Zhuanzhen LI ; Haiying MENG ; Shaoqiong NIU ; Xiaokang KOU ; Qing YANG
Chinese Journal of Practical Nursing 2025;41(26):2033-2042
Objective:To construct a frailty risk prediction model for elderly patients with CHD based on machine learning, to address the limitations of existing tools and provide evidence-based support for clinical practice.Methods:A retrospective study was conducted on elderly CHD patients hospitalized at the Heart Center of the First Affiliated Hospital of Henan University of Chinese Medicine from September 2023 to March 2024. Meta-analysis and expert meetings were used to identify the risk factors for frailty in elderly CHD patients. Three machine learning algorithms, Logistic Regression, Random Forest, and Support Vector Machine, were used to construct predictive models using R 4.3.1 software. The predictive performance of the models was evaluated using sensitivity, specificity, accuracy, and the area under the receiver operating characteristic curve (AUC).Results:A total of 490 elderly CHD patients were included, with 267 males and 223 females, and an age of (71.02 ± 7.73) years. Among them, 160 patients (32.7%) developed frailty. Of the constructed models, the Random Forest model demonstrated the best predictive performance, with an accuracy of 0.703, recall of 0.629, and F1 score of 0.741, while the AUC was 0.811 (95% CI 0.762-0.850). Conclusions:The Random Forest model exhibited good predictive performance in assessing frailty risk in elderly CHD patients, with high accuracy and reliability. Future external validation studies can further assess its applicability and stability in different populations.
2.A preliminary study on developing statistical distribution table of hearing threshold deviation for otologically normal Chinese adults
Linjie WU ; Yang LI ; Haiying LIU ; Anke ZENG ; Jinzhe LI ; Wei QIU ; Hua ZOU ; Meng YE ; Meibian ZHANG
Journal of Environmental and Occupational Medicine 2025;42(7):800-807
background Current assessment of noise-induced hearing loss relies on the hearing threshold statistical distribution table of ISO 7029-2017 standard (ISO 7029), which is based on foreign population data and lacks a hearing threshold distribution table derived from pure-tone audiometry data of the Chinese population, hindering accurate evaluation of hearing loss in this group. Objective To establish a statistical distribution table of hearing threshold level (HTL) for otologically normal Chinese adults and to provide a scientific basis for revising the diagnostic criteria of occupational noise-induced deafness in China. Methods A total of
3.Mechanisms of sufentanil on alleviating sepsis-induced myocardial injury through activating AMPK/Nrf2/HO-1 pathways,mediating oxidative stress and inhibiting ferroptosis
Xuan XIANG ; Wen MENG ; Junjin CHEN ; Fanghong CHEN ; Haiying LI ; Xueming HE
Chinese Journal of Nosocomiology 2025;35(10):1460-1465
OBJECTIVE To study the mechanisms and effect of sufentanil(SUF)on protection of sepsis-induced myocardial injury.METHODS The in vitro experimental models of sepsis-induced myocardial injury were estab-lished by using lipopolysaccharide(LPS).The myocardial H9C2 cells were divided into the Control group,the LPS group,the SUF-L group,the SUF-M group,the SUF-H group,the SUF-H-ComC group and the SUF-H-ML385 group;the LPS group,the SUF-L group,the SUF-M group,the SUF-H group,the SUF-H-ComC group and the SUF-H-ML385 group were the experimental groups.The cells from the experimental groups were respec-tively inoculated and incubated in culture media containing 25 mg/L of LPS,and the culture media were respec-tively added SUF with the terminal dose of 0,5,10,20,20 and 20 μmol/L;the culture media of the SUF-H-ComC was added ComC with the terminal dose of 10 μmol/L,and the culture media of the SUF-H-ML385 was added ML385 with the terminal dose of 5 μmol/L.The cells from the Control group were incubated in normal cul-ture media.The same amount of culture media and CCK-8 reagent without containing myocardial H9C2 cells were assigned as the blank group.The cell viability was determined by CCK-8 method,the levels of reactive oxygen species(ROS),malondialdehyde(MDA),lactate dehydrogenase(LDH),superoxide dismutase(SOD)and gluta-thione peroxidase(GSH-Px)were detected.The Fe2+level of the cells was detected by iron ion colorimetric meth-od.The levels of interleukin(IL)-1β,IL-6 and tumor necrosis factor-α(TNF-α)in supernatant fluid of the culture media were detected with the use of enzyme-linked immunosorbent assay.The expression levels of adenosine 5'-monophosphate-activated protein kinas(AMPK),phosphorylated-AMPK(p-AMPK),nuclear factor erythroid 2-related factor 2(Nrf2)and heme oxygenase-1(HO-1)were detected by means of Western Blot.RESULTS The cell viability of the LPS group was lower than that of the Control group;the levels of ROS,MDA,LDH,Fe2+,IL-1β,IL-6 and TNF-α of the LPS group were higher than those of the Control group;the levels of SOD and GSH-Px of the LPS group were lower than those of the Control group;the expression levels of p-AMPK/AMPK,Nrf2 and HO-1 proteins of the LPS group were lower than those of the Control group(P<0.05).As compared with the LPS group,the cell viability of the SUF-L group,the SUF-M group and the SUF-H group was succes-sively increased,the levels of ROS,MDA,LDH,Fe2+,IL-1β,IL-6 and TNF-α were successively reduced,the levels of SOD and GSH-Px were successively elevated,and the expression levels of p-AMPK/AMPK,Nrf2 and HO-1 proteins were successively increased(P<0.05).AMPK pathway inhibitor and Nrf2 pathway inhibitor could reverse the viability of SUF-affecting LPS-induced myocardial H9C2 cells,levels of ROS,MDA,LDH,Fe2+,SOD,GSH-Px,IL-1β,IL-6 and TNF-α and downregulated the expression levels of p-AMPK/AMPK,Nrf2 and HO-1 proteins(P<0.05).CONCLUSION SUF can improve the sepsis-induced myocardial injury,and the mecha-nism may be associated with activation of AMPK/Nrf2/HO-1 signaling pathways,inhibition of ferroptosis,oxi-dative stress injury and inflammatory reactions.
4.Mechanisms of sufentanil on alleviating sepsis-induced myocardial injury through activating AMPK/Nrf2/HO-1 pathways,mediating oxidative stress and inhibiting ferroptosis
Xuan XIANG ; Wen MENG ; Junjin CHEN ; Fanghong CHEN ; Haiying LI ; Xueming HE
Chinese Journal of Nosocomiology 2025;35(10):1460-1465
OBJECTIVE To study the mechanisms and effect of sufentanil(SUF)on protection of sepsis-induced myocardial injury.METHODS The in vitro experimental models of sepsis-induced myocardial injury were estab-lished by using lipopolysaccharide(LPS).The myocardial H9C2 cells were divided into the Control group,the LPS group,the SUF-L group,the SUF-M group,the SUF-H group,the SUF-H-ComC group and the SUF-H-ML385 group;the LPS group,the SUF-L group,the SUF-M group,the SUF-H group,the SUF-H-ComC group and the SUF-H-ML385 group were the experimental groups.The cells from the experimental groups were respec-tively inoculated and incubated in culture media containing 25 mg/L of LPS,and the culture media were respec-tively added SUF with the terminal dose of 0,5,10,20,20 and 20 μmol/L;the culture media of the SUF-H-ComC was added ComC with the terminal dose of 10 μmol/L,and the culture media of the SUF-H-ML385 was added ML385 with the terminal dose of 5 μmol/L.The cells from the Control group were incubated in normal cul-ture media.The same amount of culture media and CCK-8 reagent without containing myocardial H9C2 cells were assigned as the blank group.The cell viability was determined by CCK-8 method,the levels of reactive oxygen species(ROS),malondialdehyde(MDA),lactate dehydrogenase(LDH),superoxide dismutase(SOD)and gluta-thione peroxidase(GSH-Px)were detected.The Fe2+level of the cells was detected by iron ion colorimetric meth-od.The levels of interleukin(IL)-1β,IL-6 and tumor necrosis factor-α(TNF-α)in supernatant fluid of the culture media were detected with the use of enzyme-linked immunosorbent assay.The expression levels of adenosine 5'-monophosphate-activated protein kinas(AMPK),phosphorylated-AMPK(p-AMPK),nuclear factor erythroid 2-related factor 2(Nrf2)and heme oxygenase-1(HO-1)were detected by means of Western Blot.RESULTS The cell viability of the LPS group was lower than that of the Control group;the levels of ROS,MDA,LDH,Fe2+,IL-1β,IL-6 and TNF-α of the LPS group were higher than those of the Control group;the levels of SOD and GSH-Px of the LPS group were lower than those of the Control group;the expression levels of p-AMPK/AMPK,Nrf2 and HO-1 proteins of the LPS group were lower than those of the Control group(P<0.05).As compared with the LPS group,the cell viability of the SUF-L group,the SUF-M group and the SUF-H group was succes-sively increased,the levels of ROS,MDA,LDH,Fe2+,IL-1β,IL-6 and TNF-α were successively reduced,the levels of SOD and GSH-Px were successively elevated,and the expression levels of p-AMPK/AMPK,Nrf2 and HO-1 proteins were successively increased(P<0.05).AMPK pathway inhibitor and Nrf2 pathway inhibitor could reverse the viability of SUF-affecting LPS-induced myocardial H9C2 cells,levels of ROS,MDA,LDH,Fe2+,SOD,GSH-Px,IL-1β,IL-6 and TNF-α and downregulated the expression levels of p-AMPK/AMPK,Nrf2 and HO-1 proteins(P<0.05).CONCLUSION SUF can improve the sepsis-induced myocardial injury,and the mecha-nism may be associated with activation of AMPK/Nrf2/HO-1 signaling pathways,inhibition of ferroptosis,oxi-dative stress injury and inflammatory reactions.
5.Development and comparative analysis of a machine learning-based frailty risk prediction model for elderly patients with coronary heart disease
Liu LIU ; Zhuanzhen LI ; Haiying MENG ; Shaoqiong NIU ; Xiaokang KOU ; Qing YANG
Chinese Journal of Practical Nursing 2025;41(26):2033-2042
Objective:To construct a frailty risk prediction model for elderly patients with CHD based on machine learning, to address the limitations of existing tools and provide evidence-based support for clinical practice.Methods:A retrospective study was conducted on elderly CHD patients hospitalized at the Heart Center of the First Affiliated Hospital of Henan University of Chinese Medicine from September 2023 to March 2024. Meta-analysis and expert meetings were used to identify the risk factors for frailty in elderly CHD patients. Three machine learning algorithms, Logistic Regression, Random Forest, and Support Vector Machine, were used to construct predictive models using R 4.3.1 software. The predictive performance of the models was evaluated using sensitivity, specificity, accuracy, and the area under the receiver operating characteristic curve (AUC).Results:A total of 490 elderly CHD patients were included, with 267 males and 223 females, and an age of (71.02 ± 7.73) years. Among them, 160 patients (32.7%) developed frailty. Of the constructed models, the Random Forest model demonstrated the best predictive performance, with an accuracy of 0.703, recall of 0.629, and F1 score of 0.741, while the AUC was 0.811 (95% CI 0.762-0.850). Conclusions:The Random Forest model exhibited good predictive performance in assessing frailty risk in elderly CHD patients, with high accuracy and reliability. Future external validation studies can further assess its applicability and stability in different populations.
6.Analysis of influencing factors of asymptomatic arrhythmia in college students
GAO Junying ,HAN Meng, CAO Haiying
Chinese Journal of School Health 2024;45(1):91-94
Objective:
To research the prevalence and influencing factors of asymptomatic arrhythmia among college students, and provide scientific basis for heart rate control and health management of asymptomatic arrhythmia among college students.
Methods:
Using cluster sampling method, 3 012 college students who studied in the First Clinical Medical College of Henan University of Traditional Chinese Medicine and the Second Clinical Medical College of Henan University of Traditional Chinese Medicine were selected as the research objects from September to November 2022. After entering school in autumn (September in 2022), all college students were investigated by questionnaire, and the general data and living habits of asymptomatic arrhythmia college students and normal college students were compared. Logistic regression was used to analyze the influencing factors of asymptomatic arrhythmia among college students.
Results:
A total of 62 patients with asymptomatic arrhythmia were found. The detection rates of the patients with body mass index(BMI)≥24.0 kg/m 2 , systolic blood pressure(SBP)≥120 mmHg, diastolic blood pressure(DBP)≥80 mmHg, family history of cardiovascular disease, smoking, drinking, exercising less than three times a week, heavy study pressure, irregular work and rest, depression tendency and anxiety tendency were 5.58%, 4.49%, 5.63%, 6.18%, 4.26%, 4.50%, 3.72%, 4.29%, 4.28%, 9.15%,9.03%, which were significantly higher than those of patients with BMI<24.0 kg/m 2, SBP<120 mmHg, DBP<80 mmHg, no family history of cardiovascular disease, no smoking, no drinking, exercise more than three times a week, little study pressure, regular work and rest, no depression tendency and no anxiety tendency (1.20%, 1.37%, 1.35%, 1.53%, 1.55 %, 1.59%, 1.27%, 1.52%, 1.38%, 1.71%,1.71%), and the differences were statistically significant ( χ 2=45.33, 25.20, 37.74, 32.24, 16.69, 17.25, 19.57, 17.83, 22.36, 37.23,39.42, P <0.01). Logistic regression analysis showed that the higher of BMI,SBP and DBP, family history of cardiovascular disease, smoking, drinking, times of exercise, heavy study pressure, irregular work and rest, depression tendency and anxiety tendency were positively correlated with asymptomatic arrhythmia of college students ( P <0.05).
Conclusions
The higher of BMI and blood pressure, family history of cardiovascular diseases, bad living habits and psychological status are related to asymptomatic arrhythmia in college students. It is of great significance to control weight and blood pressure reasonably and maintain good living habits and mental state for preventing and improving asymptomatic arrhythmia.
7.Analysis of diabetes mortality characteristics among the residents in Fengxian District, Shanghai, 2012‒2021
Haifeng XU ; Yi HU ; Zhenyu WU ; Ying CHEN ; Zenan DENG ; Ting XUE ; Yuan YUAN ; Meng QIN ; Haiying TANG
Shanghai Journal of Preventive Medicine 2024;36(11):1060-1064
ObjectiveTo investigate the trends in diabetes mortality rate and the characteristics of decreased population in Fengxian District, Shanghai from 2012 to 2021. MethodsData from the death registration records of the residents in Fengxian District between 2012 and 2021, sourced from the Shanghai Death Surveillance System, were analyzed. Indicators such as the crude mortality rate due to diabetes, the standardized mortality rate, years of life lost (YLL), and the probability of premature death were estimated. Annual percentage change (APC) was used to analyze the temporal trends of mortality and the probability of premature death due to diabetes. Rate decomposition analysis was used to assess the contributions of demographic and non-demographic factors to diabetes mortality. ResultsFrom 2012 to 2021, there were 1 471 deaths due to diabetes in Fengxian District, with a crude mortality rate of 27.51/100 000 and a standardized mortality rate of 17.58/100 000. The crude mortality rate showed an overall increasing trend (APC=4.58%, Z=3.49, P<0.05). The potential years of life lost (PYLL) due to diabetes over this period amounted to 9 715 person-years, with a PYLL rate of 1.82 ‰, and the average years of life lost (AYLL) was 11.94 years. The probability of premature death was 0.41% (APC=3.36%, t=2.33, P<0.05). Both population aging and non-aging factors contributed to the increase in diabetes mortality, with overall contribution rates of 67.99% and 32.01%, respectively. Among men, the contribution rates were 60.57% and 39.43%, while among women, they were 79.43% and 20.57%, respectively. ConclusionFrom 2012 to 2021, both the crude mortality rate and the probability of premature death due to diabetes showed an upward trend among the residents in Fengxian District, with a higher YLL. Population aging was the main factor causing the increase in mortality rate, while non-demographic factors had a greater impact on the rise in diabetes mortality among men than that in women. Therefore, the management on male diabetes patients should be strengthened.
8.Expression of two biomarkers in ventricular remodeling in elderly patients with hypertension combined with HFmrEF
Haiying LIU ; Wei ZHAN ; Meng WANG ; Zhiquan QU
Chinese Journal of Geriatric Heart Brain and Vessel Diseases 2024;26(7):737-741
Objective To investigate the expression changes in serum brain natriuretic peptide(BNP)and N-terminal pro-B-type natriuretic peptide(NT-proBNP)in ventricular remodeling in elderly hypertensive patients with heart failure with mildly reduced ejection fraction(HFmrEF).Methods A total of 288 elderly hypertensive patients admitted to our department from January 2022 to January 2024 were enrolled,and then divided into heart failure with preserved ejection fraction(HFpEF)group(88 cases),HFmrEF group(54 cases),heart failure with reduced ejection fraction(HFrEF)group(62 cases),and control group(simple hypertension,84 cases).The BNP and NT-proBNP levels and ventricular remodeling indicators were compared among all groups.Ventricular remodeling indicators included left ventricular posterior wall thickness(LVPWT),interventricular septum thickness(IVST),left ventricular end-diastolic diameter(LVEDD),maximum mitral flow velocity in early left ventricular diastolic period(E)/maximum mitral flow velocity in late left ventricular diastolic period(A),left ventricle mass index(LVMI)and left ventricular ejection fraction(LVEF).Results Significant differences were observed in the LVPWT,IVST,LVEF,LVEDD,E/A,LVMI,BNP and NT-proBNP levels among above four groups(P<0.01).The LVPWT,IVST,LVEDD,LVMI,BNP and NT-proBNP levels were obvi-ously higher,and LVEF and E/A were notably lower in the HFpEF,HFmrEF and HFrEF groups than the control group(P<0.05).Multivariate logistic regression analysis showed that BNP and NT-proBNP were risk factors for ventricular remodeling in patients with hypertension combined with HFmrEF(P<0.01).Spearman correlation analysis indicated that BNP and NT-proBNP levels were positively correlated with LVPWT,IVST,LVEDD and LVMI(r=0.387,P=0.001,r=0.523,P=0.001,r=0.417,P=0.001,r=0.364,P=0.001;r=0.421,P=0.001,r=0.603,P=0.001,r=0.316,P=0.000,r=0.286,P=0.001),but negatively with LVEF and E/A(r=-0.437,P=0.001,r=-0.624,P=0.001;r=-0.687,P=0.001,r=-0.592,P=0.001).ROC curve analysis revealed that the AUC value of BNP and NT-proBNP levels in predicting ventricu-lar remodeling in patients with hypertension combined with HFmrEF was 0.906 and 0.881(P<0.01),their best cut-off value was 1205.07 and 2016.13 ng/L,the sensitivity was 96.8%and 90.3%,and the specificity was 92.3%and 87.0%,respectively.Conclusion Abnormal levels of BNP and NT-proBNP are associated with ventricular remodeling in elderly patients with hyper-tension combined with HFmrEF,and they can be used as biomarkers for the diagnosis of ventric-ular remodeling in the patients.
9.Herbal Textual Research on Lasiosphaera Calvatia in Famous Classical Formulas
Yaqiong BI ; Aixiang WANG ; Haiying BAO ; Wuwei MENG ; Chunhong ZHANG ; Minhui LI ; Zhilai ZHAN
Chinese Journal of Experimental Traditional Medical Formulae 2023;29(11):23-33
By consulting ancient materia medica, medical books, prescription books and modern literature, this paper systematically combed and reviewed the name, origin, scientific name evolution, producting area, quality evaluation, medicinal parts, harvesting and processing and traditional efficacy of Lasiosphaera Calvatia. The results show that Mabo was first recorded in Mingyi Bielu. Since then, all dynasties have taken Mabo as a legitimate name. Before the Song dynasty, only Calvatia lilacina was used as the original plant of Lasiosphaera Calvatia, which was expanded after the Song dynasty with the appearance of C. gigantea, Lasiosphaera fenzlii, Bovistella radicata and other varieties. Until modern times, there was an addition of Lycoperdon perlatum, L. pyriforme and other original plants of Lasiosphaera Calvatia. Since 1975, the original plant of Lasiosphaera Calvatia in various regulations and academic monographs has been basically uniform for C. lilacina, Lasiosphaera fenzlii and C. gigantea. Resource of the medicinal fungus was widely distributed in China and was mainly wild. From ancient times to the present, the medicinal parts of Lasiosphaera Calvatia are all fruiting body, which is harvested in summer and autumn, and its processing method was to take powder in ancient times, but to cut blocks in modern times. In recent times, its quality has been summarized as large, thin-skinned, intact, full, loose-bubbled and elastic. The medicinal efficacy has been developed from very good for all scores, and after the Ming and Qing dynasties, it is consistent with the 2020 edition of Chinese Pharmacopoeia, with the efficacy of clearing the lung, promoting pharynx, relieving fever and hemostasis, mainly treating cough aphonia, throat obstruction and pharyngeal pain, vomiting blood, epistaxis, hemoptysis, and external treating sores and bleeding from cuts and wounds. Based on the results of herbal textual research, it is suggested that C. lilacina is the first choice for the origin of Lasiosphaera Calvatia involved in famous classical formulas, and it is processed into block or powder for medicine.
10.Glutamate-releasing BEST1 channel is a new target for neuroprotection against ischemic stroke with wide time window.
Shuai XIONG ; Hui XIAO ; Meng SUN ; Yunjie LIU ; Ling GAO ; Ke XU ; Haiying LIANG ; Nan JIANG ; Yuhui LIN ; Lei CHANG ; Haiyin WU ; Dongya ZHU ; Chunxia LUO
Acta Pharmaceutica Sinica B 2023;13(7):3008-3026
Many efforts have been made to understand excitotoxicity and develop neuroprotectants for the therapy of ischemic stroke. The narrow treatment time window is still to be solved. Given that the ischemic core expanded over days, treatment with an extended time window is anticipated. Bestrophin 1 (BEST1) belongs to a bestrophin family of calcium-activated chloride channels. We revealed an increase in neuronal BEST1 expression and function within the peri-infarct from 8 to 48 h after ischemic stroke in mice. Interfering the protein expression or inhibiting the channel function of BEST1 by genetic manipulation displayed neuroprotective effects and improved motor functional deficits. Using electrophysiological recordings, we demonstrated that extrasynaptic glutamate release through BEST1 channel resulted in delayed excitotoxicity. Finally, we confirmed the therapeutic efficacy of pharmacological inhibition of BEST1 during 6-72 h post-ischemia in rodents. This delayed treatment prevented the expansion of infarct volume and the exacerbation of neurological functions. Our study identifies the glutamate-releasing BEST1 channel as a potential therapeutic target against ischemic stroke with a wide time window.


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