1.Construction and validation of prediction models for delayed encephalopathy after acute carbon monoxide poisoning based on machine learning
Yanwu YU ; Yan ZHANG ; Ding YUAN ; Huihui HAO ; Fang YANG ; Hongyi YAN ; Pin JIANG ; Mengnan GUO ; Zhigao XU ; Changhua SUN ; Gaiqin YAN ; Lu CHE ; Jianjun GUO ; Jihong CHEN ; Yan LI ; Yanxia GAO
Chinese Journal of Emergency Medicine 2025;34(10):1403-1409
Objective:s To investigate the risk factors for delayed encephalopathy after acute carbon monoxide poisoning (DEACMP) in patients with acute carbon monoxide poisoning (ACOP) and to develop predictive models based on machine learning algorithms.Methods:Patients with ACOP hospitalized at the First Affiliated Hospital of Zhengzhou University from August 2019 to October 2024 were included, with the occurrence of DEACMP as the outcome measure. The dataset was randomly divided into training and validation sets at a ratio of 7:3. Lasso regression was used to select features influencing the outcome in training sets. Nine machine learning models—including Random Forest (RF), Extreme Gradient Boosting (XGBoost), and Support Vector Machine (SVM)—were constructed. Receiver operating characteristic (ROC) curves were plotted and the area under the curve (AUC) calculated for each model. Calibration curves were used to assess accuracy, and decision curve analysis (DCA) was applied to evaluate clinical utility. The SHapley Additive exPlanations (SHAP) method was employed to visualize and interpret the best-performing model.Results:A total of 264 ACOP patients were included, of whom 54 (20.5%) developed DEACMP. Lasso regression identified eight key feature variables. Based on these factors, predictive models were constructed, showing good AUC stability across the nine machine learning models in both training (0.92–0.99) and validation sets (0.85–0.91). The RF model performed best, with an AUC of 0.99 in the training set and 0.90 in the validation set; its calibration curve and DCA curve also demonstrated excellent performance. SHAP analysis of the RF model revealed the importance ranking of factors from highest to lowest as follows: Glasgow Coma Scale (GCS) score, duration of coma, age, history of coronary heart disease, CK-MB level, monocyte count, diastolic blood pressure (DBP), and drinking history.Conclusions:The RF model exhibited the highest predictive performance for DEACMP occurrence in ACOP patients. The influencing factors, ranked in order of importance from highest to lowest, are as follows: GCS score, duration of coma, age, history of coronary heart disease, CK-MB level, monocyte count, DBP, and drinking history.
2.Xueguan Ruanhua Pills improve atherosclerosis by inhibiting ferroptosis through the Nrf2/xCT/GPX4 pathway
Mengyan SUN ; Hewei QIN ; Yanjie LI ; Mengnan WANG ; Dandan LIU ; Yang GAO
Journal of Beijing University of Traditional Chinese Medicine 2024;47(3):383-393
Objective We investigated the effects of Xueguan Ruanhua Pills(XGRHW) on ferroptosis in ApoE-/- atherosclerotic mice through the nuclear factor E2 related factor 2 (Nrf2)/xCT/glutathione peroxidase 4 (GPX4) signaling pathway.Methods Ten male C57BL/6J mice in the normal group were fed normal chow. Additionally, 50 ApoE-/- mice were fed high-fat chow for 12 weeks, and were divided into the following five groups (10 mice per group): the model group, the XGRHW low-dose (2.34g/kg) group, the XGRHW high-dose (4.68 g/kg) group, the XGRHW high-dose combined with the Nrf2 inhibitor ML385 (0.03 g/kg) group, and the ferrostatin-1 (1 mg/kg) group. Drugs were administered for 6 weeks. The blood levels of four types of lipids were detected by an automatic lipid analyzer, lipid deposition in the aorta was observed by Oil Red O staining, histomorphological changes in the aortic sinus were observed by HE staining, the serum levels of Fe2+, MDA, GSH, and SOD were determined by colorimetric assays, and the expression levels of FTH1 and FTL in the aortic sinus were observed by immunofluorescence. The protein levels of Nrf2, xCT, and GPX4 in mouse aortic tissues were detected by Western blotting. The ultrastructural changes of aortic mitochondria were observed by transmission electron microscopy.Results Compared with the normal group, mice in the model group showed obvious lipid plaque deposition in the aorta, severely calcified lesions in the aortic sinus, elevated serum levels of TC, TG, LDL-C, Fe2+, and MDA, decreased levels of HDL-C, SOD, and GSH (P<0.01), and decreased protein expressions of aortic Nrf2, xCT, and GPX4 as well as the iron storage proteins FTH1 and FTL (P<0.01), and serve damage to mitochondrial structure and morphology. Compared with the model group, the relative aortic plaque area was decreased, calcified lesions in the aortic sinus were decreased, serum levels of TC, TG, LDL-C, Fe2+, and MDA were decreased, and HDL-C, SOD, and GSH levels were increased in the XGRHW low-dose and high-dose and ferrostatin-1 groups (P<0.05 or P<0.01), and Nrf2, xCT, GPX4, and the iron storage proteins FTH1 and FTL were upregulated in aortic tissues (P<0.05 or P<0.01), and mitochondrial structure approaching normal. In the XGRHW high-dose+ML385 group, compared with the XGRHW high-dose group, the levels of blood lipids and lipid peroxidation were increased and the protein levels of Nrf2, xCT, and GPX4 in aortic tissue and the iron storage proteins FTH1 and FTL were decreased (P<0.01), and mitochondrial structure was damaged indicating that ML385 could inhibit the therapeutic effect of the XGRHW in atherosclerotic mice.Conclusion The XGRHW can improve blood lipid levels and reduce the degree of arterial plaque lesions in atherosclerotic mice, and its mechanism of action may be related to activation of the Nrf2/xCT/GPX4 pathway to inhibit ferroptosis.
3.Study on the protective effect and mechanism of Zhilong Huoxue Tongyu Capsule on myocardial ischemia reperfusion injury mice based on serum metabolomics
Mengnan LIU ; Linshen MAO ; Hao WU ; Yuan ZOU ; Qi LAN ; Jinyi XUE ; Ping LIU ; Sijin YANG ; Zhongjing HU
Journal of Beijing University of Traditional Chinese Medicine 2024;47(4):523-531
Objective To observe the protective effect of Zhilong Huoxue Tongyu Capsule(Zhilong Capsule)on myocardial ischemia reperfusion injury(MIRI)in mice,and explore its regulatory mechanism using metabolomics.Methods Using a random number table method,30 C57BL/6J mice were randomly divided into the following three groups:sham operation group,model group,and Zhilong Capsule group(6.24 g/kg),with 10 mice in each group.In mice in the model group and the Zhilong Capsule group,a mouse MIRI model was established by ligating the left anterior descending branch,while mice in the sham operation group underwent threading without ligation.The Zhilong Capsule group began modeling one week after pre-administration and continued to receive intragastric administration for two weeks after modeling once daily.The cardiac function,including the left ventricular ejection fraction(LVEF)and left ventricular fraction shortening(LVFS),was assessed by color echocardiography.The myocardial fibrosis and apoptosis were observed by Masson staining and TUNEL staining,respectively.Enzyme-linked immunosorbent assay was used to measure the serum contents of lactate dehydrogenase(LDH)and brain natriuretic peptide(BNP).Liquid chromatography-mass spectrometry combined with multivariate statistical method was performed for serum metabolite detection and identification analysis.Results Compared with the model group,the mice in the Zhilong Capsule group exhibited an increase in LVEF and LVFS,a reduction in cardiac tissue structure disorder,a decrease in myocardial fibrosis,a decrease in cell apoptosis rate,and a decrease in serum LDH and BNP contents(P<0.05).Metabolomics result showed that intervention with Zhilong Capsule significantly regulated 30 differential metabolites related to MIRI.Important metabolic pathways involved 20 pathways related to tyrosine metabolism,arginine and proline metabolism,and vitamin digestion and absorption.Conclusion Zhilong Capsule has a protective effect on MIRI,and it may achieve this effect by regulating pathways related to tyrosine metabolism,arginine and proline metabolism,and vitamin digestion and absorption.
4.Association between preschoolers physical activity levels and parental sports concept and behavior
Chinese Journal of School Health 2024;45(7):1036-1039
Objective:
To analyze the impact of parental sports concept and behavior on physical activity in preschool children, so as to provide a foundation for future guidance on fostering childrens physical activity within the family context.
Methods:
From November to December 2020, a clustered convenience sampling method was employed to conduct surveys, and a total of 283 children were selectal from one kindergarten each in Beijing, Shenyang, and Xian. Participating children wore ActiGraph GT9X accelerometers continuously for one week to collect data on different intensity levels of physical activity. Physical Activity afterschool Questionnaire for Preschooler (P-PAQ) was utilized to assess parental sports concept and behavior. The gender differences in physical activity level and physical activity compliance rate were analyzed by using ttest, Mann-Whitney U test, and Chisquare test; and the relationship between parental exercise concepts and behaviors and physical activity of preschool children was analyzed using Spearman rank correlation analysis and multiple linear regression analysis.
Results:
Parental sports concept was significantly positively correlated with average daily moderatetovigorous physical activity (MVPA) and total physical activity (TPA) in children (r=0.12-0.16, P<0.05). Parental sports behavior was significantly positively correlated with childrens average daily TPA (r=0.25, P<0.05). Multiple linear regression revealed that parental sports concept was positively correlated with average daily MVPA and TPA in both boys and girls (B=0.65-0.83), while parental sports behavior only was positively correlated with boys average daily MVPA and TPA (B=0.24-0.25)(P<0.05).
Conclusions
Parental sports concept and behavior can impact physical activity levels in preschool children, exhibiting gender differences. Future guidance on physical activity in family upbringing should consider both parental sports concept and behavior, and pay attention to the influence of childrens gender.
5.Study of hippocampal subregion in patients with temporal lobe epilepsy by neurite orientation dispersion and density imaging
Wenrui YANG ; Xucong WANG ; Jian LI ; Mengnan YAN ; Jinqin LI ; Yanling ZHANG ; Bing CHEN
Journal of Practical Radiology 2024;40(9):1403-1407
Objective To explore the hippocampal(HC)microstructural changes in patients with unilateral temporal lobe epilepsy(TLE)by neurite orientation dispersion and density imaging(NODDI).Methods The NODDI indexes of the whole HC and HC subregions of temporal lobe epilepsy with hippocampal sclerosis(TLE-HS)patients,non-HS patients and healthy controls(control group)were calculated.The differences of NODDI indexes among and within the three groups were compared,and the correlation between the difference indexes and the clinical characteristics of the patients was analyzed.Results A total of 47 patients with TLE(27 cases of TLE-HS,20 cases of non-HS)and 22 cases of healthy controls were enrolled.In the TLE-HS group,the free-water isotropic vol-ume fraction(fiso)values of the HC and granular cell layer of dentate gyrus(GC-DG)subregions of the affected side were signifi-cantly higher than those of the contralateral side;the orientation dispersion index(ODI)values of the CA1 and CA4 subregions were significantly lower than those of the contralateral side;and the neurite density index(NDI)values of the HC,CA1,CA2-3,CA4 and GC-DG subregions of the affected side decreased significantly.There was no significant difference between the affected side and the contralateral side in the non-HS group.The fiso values of the HC and GC-DG subregions of the affected side in the TLE-HS group were significantly higher than those in the control group,the ODI values of the HC CA1 subregions of the affected side in the TLE-HS group were significantly lower than those in the control group and the non-HS group,the NDI values of the HC and subiculum(Sub),CA1,CA4 and GC-DG subregions of the affected side in the TLE-HS group were significantly lower than those in the con-trol group,and the NDI values of the HC and CA1,CA4 and GC-DG subregions of the affected side in the non-HS group were significantly lower than those in the control group.In the TLE-HS group,the NDI value of the HC CA4 subregion of the affected side was negatively correlated with the disease course,but there was no clear correlation between other subregion variables and disease course,onset frequency and duration of single onset.Conclusion NODDI technique has the ability to detect the microstructural changes of HC in patients with TLE,among which NDI is more likely to highlight neuronal damage and fiber reorganization in patients with TLE.
6.Automatic segmentation technique combined with neurite orientation dispersion and density imaging for observing volume and microstructure changes of hippocampal subregion in patients with hippocampal sclerosis medial temporal lobe epilepsy
Wenrui YANG ; Xucong WANG ; Jian LI ; Mengnan YAN ; Jinqin LI ; Yanling ZHANG ; Bing CHEN
Chinese Journal of Medical Imaging Technology 2024;40(6):838-842
Objective To explore the value of automatic segmentation technique combined with neurite dispersion and density imaging(NODDI)for displaying volume and microstructure changes of hippocampal subregion in patients with hippocampal sclerosis medial temporal lobe epilepsy(mTLE-HS).Methods MRI data of 33 patients with left mTLE-HS(mTLE-HS group)and 35 healthy adults(control group)were retrospectively analyzed.The hippocampal subregions were automatically segmented using FreeSurfer software,the volume of cornu Ammonis(CA)1,CA2-3,CA4,granulose cell-dentate gyrus(GC-DG)and subiculum were measured,then the NODDI parameters of each subregion were obtained through post-processing.The intra-and inter-groups hippocampal subregion volumes and NODDI parameters were compared,and the correlations of parameters being significantly different with the onset age and disease courses were analyzed.Results The volume of hippocampal subregions in mTLE-HS group were all lower than those in control group(all P<0.05).In mTLE-HS group,the neurite density index(NDI)of left CA1 and CA4 subregions were both lower,while the free-water isotropic volume fraction(fiso)of the left CA1 subregion was higher than those of the right side(all P<0.05).The orientation dispersion index(ODI)of left CA1,CA2-3 and CA4 subregions,as well as NDI of left CA1,CA4 and GC-DG subregions in mTLE-HS group were all lower than those in control group(all P<0.05),while fiso of left CA1,GC-DG and subiculum subregions in mTLE-HS group were all higher than those in control group(all P<0.05).The volume of left hippocampal subregions in patients with mTLE-HS were all moderately positively correlated with the onset age(r=0.540-0.667,all P<0.001)but weakly negatively correlated with disease courses(r=-0.492--0.386,all P<0.05).NDI of left CA4 and GC-DG subregions in patients with mTLE-HS were both weakly negatively correlated with disease courses(r=-0.418,-0.388,both P<0.05).Conclusion Automatic segmentation technique combined with NODDI could be used to display the volume and microstructure changes of mTLE-HS.NDI might be a biomarker of mTLE-HS being sensitive to progressive neuronal damage.
7.Fetal STR typing and paternity identification of early pregnancy aborted tissue based on next-generation sequencing technology
Jin ZHANG ; Kaihui LIU ; Jinping HAO ; Xueying YANG ; Xingkun ZHANG ; Wei PENG ; Xiaoyu XU ; Shan GAO ; Jingjing CHANG ; Bo LEI ; Mengnan ZHANG ; Qiujuan WANG ; Ying ZHANG
Chinese Journal of Forensic Medicine 2024;39(5):539-545
Fetal STR typing of aborted tissue has long been a major problem in forensic DNA.Especially for the first trimester abortion tissue,it is difficult to isolate the embryonic components by histomorphological means,resulting in the inability to accurately obtain the STR typing of the fetus.The mixed STR typing results of mother and fetus can provide a key basis for the identification of suspects in cases of rape-induced pregnancy.In this study,next generation sequencing was used to successfully detect mixed STR typing of mother and suspected fetus or single STR typing of suspected fetus in 4 rape-induced early pregnancy abortion tissues.Combined with Y-STR and flank sequence information,it provides a more comprehensive and reliable genetic basis for the identification of suspects.
8.Research progress of the mechanism of traditional Chinese medicine in the prevention and treatment of athero-sclerosis based on miRNA regulation of vascular endothelial cell injury
Dandan LIU ; Hewei QIN ; Yang GAO ; Mengyan SUN ; Mengnan WANG ; Yuqing NIU ; Xuemei SONG
China Pharmacy 2023;34(12):1524-1528
The injury of vascular endothelial cells is not only the initial condition to promote the occurrence of early atherosclerosis (AS) plaques, but also an important link in the pathogenesis of AS. The microRNA (miRNA), as an important medium of intercellular communication and gene regulatory factor, can affect vascular endothelial function and participate in the development of AS. The molecular mechanism of miRNA’s multi-target intervention in vascular endothelial cell injury has become a hot topic in the research of cardiovascular diseases. Monomers of traditional Chinese medicines such as ginsenoside Rb2 and paeonol, as well as traditional Chinese medicine for resolving phlegm and removing blood stasis could regulate miRNA to improve endothelial cell inflammation; astragaloside Ⅳ, dihydromyricetin and notoginsenoside could target miRNA and inhibit vascular endothelial oxidative stress; Danhong injection, Jianpi qutan and huayu prescription and paeonol could affect endothelial autophagy through miRNA; resveratrol, Bushen huoxue formula and Bushen tongmai formula could inhibit vascular endothelial aging by miRNA; dendrobine played an active role in regulating miRNA and improving endoplasmic reticulum stress. In the future, more in- depth research is needed on the effectiveness, mechanism of action, diagnosis and treatment plans, and safety of targeted regulation of miRNA for AS therapy by traditional Chinese medicine.
9.Tonstruction of AHI based on the integrating health risks of exposure to air pollution and ambient temperature in Tianjin
Qiang ZENG ; Mengnan ZHANG ; Yu BAI ; Yeming LIU ; Yang NI
Journal of Public Health and Preventive Medicine 2023;34(2):1-6
Objective To construct an air health index (AHI) based on the exposure-response relationships of air pollution and ambient temperature with the years of life lost (YLL) in Tianjin. Methods The time series database of air pollution, meteorological factors, and non-accidental YLL from 2014-2019 in six urban areas of Tianjin were established. The data from 2014 to 2017 were used as the construction set to establish the exposure-response relationships of air pollution and ambient temperature with non-accidental YLL and establish the AHI model. The data from 2018 to 2019 were used as the validation set for verifying AHI. The generalized additive model (GAM) and weighted quantile sum (WQS) model were used to establish the exposure-response relationship between air pollution mixtures and non-accidental YLL. The distributed lag nonlinear model (DLNM) was fitted to assess the exposure-response relationship between ambient temperature and non-accidental YLL. Based on these obtained coefficients, the AHI and air quality health index (AQHI) were built. By comparing the associations between AHI, air quality health index (AQHI), and air quality index (AQI) with daily mortality and YLL and model goodness of fit to evaluate the validity of AHI. Results The formula for AHIt=EYLLt,air pollution+ambient temperature/475.11*10. The validation results showed that each IQR increase in AHI was associated with a higher increase in non-accidental mortality and YLL (10.61% and 353.37 person-year) compared with the corresponding values of AQHI and AQI. In addition, the model goodness of AHI was better than AQHI and AQI model. Conclusion Compared with AQHI and AQI, the AHI based on the integrating health effects of air pollution and ambient temperature has a better health risk prediction ability.
10.Dietary preference and nutritional knowledge needs of the elderly at meal service sites in Shanghai
Hui ZOU ; Yang SU ; Xiaoli WU ; Mengnan WU ; Shaojun ZHANG ; Huahua DING ; Geng ZONG ; Zhenxing GE
Shanghai Journal of Preventive Medicine 2023;35(4):380-386
ObjectiveTo investigate the dietary preference and nutritional knowledge needs of the elderly people who dined at meal service sites. MethodsUsing the form of stratified and convenience sampling method with self-designed questionnaire was used, in November 2021, to select 700 elderly people who dine at meal service sites in 7 jurisdictions in Shanghai were selected, and a self-designed questionnaire was used to investigate the basic information. Results91.64% of the elderly surveyed would eat at relatively fixed meal service sites, and the total Dietary Diversity Score (DDS9) was 3.56±1.46. 41.45% of the elderly with diseases preferred unhealthy cooking methods. Only 8.03% of the surveyed seniors said they were unwilling to accept targeted and personalized nutrition tips and reminders. Multivariate logistic regression analysis showed that the probability reaching the “understanding” level of “Food Guide Pagoda for Chinese Residents” and “Four Principles Recommended by the Core Dietary Guidelines for the Elderly” was different in the elderly with different education levels. The willingness of the elderly to expect to receive different nutrition tips and reminders was related to whether they cared about the corresponding contents. There was a statistically significant difference (P<0.05) among the elderly who were concerned about different health problems in terms of the willingness to receive different nutritional tips. There were significant differences in the proportion of elderly people with different health status for intervention (χ2=5.402, P<0.05). ConclusionThe elderly who dine at meal service sites are highly dependent on the sites, have a low level of dietary diversification, and do not have a high degree of understanding of nutrition-related knowledge, and have a high demand for targeted nutritional interventions. Nutritional interventions for the sick elderly should be piloted through multiple channels.


Result Analysis
Print
Save
E-mail