OBJECTIVE: This study examines utilizes the advantages of machine learning algorithms to discern key determinants in prognosticate postoperative circulatory complications (PCCs) for older patients. METHODS: This secondary analysis of data from a randomized controlled trial involved 1,720 elderly participants in five tertiary hospitals in Beijing, China. Participants aged 60-90 years undergoing major non-cardiac surgery under general anesthesia. The primary outcome metric of the study was the occurrence of PCCs, according to the European Society of Cardiology and the European Society of Anaesthesiology diagnostic criteria. The analysis metrics contained 67 candidate variables, including baseline characteristics, laboratory tests, and scale assessments. RESULTS: Our feature selection process identified key variables that significantly impact patient outcomes, including the duration of ICU stay, surgery, and anesthesia; APACHE-II score; intraoperative average heart rate and blood loss; cumulative opioid use during surgery; patient age; VAS-Move-Median score on the 1st to 3rd day; Charlson comorbidity score; volumes of intraoperative plasma, crystalloid, and colloid fluids; cumulative red blood cell transfusion during surgery; and endotracheal intubation duration. Notably, our Random Forest model demonstrated exceptional performance with an accuracy of 0.9872. CONCLUSION We have developed and validated an algorithm for predicting PCCs in elderly patients by identifying key risk factors.
Aged ; Aged, 80 and over ; Female ; Humans ; Male ; Middle Aged ; Cardiovascular Diseases/etiology* ; Machine Learning ; Postoperative Complications/etiology* ; Risk Factors ; Randomized Controlled Trials as Topic ; Secondary Data Analysis

Objective To observe the expression levels and related mechanisms of miR-34a and its inflammatory-related factors in broncho-alveolar lavage fluid of patients with acute exacerbation of chronic obstructive pulmonary disease(AECOPD).Methods Totally 20 patients with acute exacerbation of COPD were recruited as the study group and 20 patients in stable period of COPD were recruited as control group.Bronchoalveolar lavage fluid was collected,A549 cell was cultured and AECOPD cell model was built for evaluating the effects of over-expression of miR-34a,inhibition of miR-34a,and silencing of HIF-1α in cells.ELISA assay was applied to detect the expression of inflammatory factors IL-6,IL-8,TNF-αand TGF-β in bronchoalveolar lavage fluid and cell supernatant.The expression of miR-34a and HIF-1 αwere measured by RT-qPCR,and Western blot was used to detect the expres-sion of HIF-1α.Results Compared with the control group,the expression of inflammatory factors,miR-34a,and HIF-1α in the AECOPD group were significantly elevated(P＜0.05).Over-expression of miR-34a led to further elevation of HIF-1α and inflammatory factor expression(P＜0.05).Inhibition of miR-34a resulted in a significant decrease of HIF-1α and inflammatory factors(P＜0.05).The expression of HIF-1α in the AECOPD group was significantly elevated(P＜0.05),and silencing HIF-1α significantly reduced the expression of inflam-matory factors(P＜0.05).The expression of miR-34a had no significant change.Conclusions miR-34a is in-volved in the inflammatory damage in patients with acute exacerbation of COPD by regulating HIF-1α.Interfering with the miR-34a/HIF-1α pathway alleviates inflammatory response,so it is a potential target in the treatment of acute exacerbation of COPD.

Intramedullary needle(IMN)has the advantages of high healing rate and low incidence of complications in treatment of tibial fracture,and has become one of the most commonly used fixation methods for the treatment of tibial fracture.However,due to the patient's own factors,fracture location and fracture type,infection and surgical treatment,bone nonunion after IMN still occurs in clinic.Bone nonunion leads to the increase of medical cost and prolonged the hospitalization time of patients,which causes great pain to patients,and also brings great challenges to the treatment of orthopedic surgeons.Therefore,this paper reviews the influencing factors of bone nonunion after IMN for tibial fracture,in order to provide reference for clinical treatment.

To understand the pathogenicity,virulence genes,drug resistance genes,and drug resistance of Staphylococcus aureus isolated from yaks in some areas of Lhasa and Nagqu City,55 yak nasal swab samples were analyzed for S.aureus in this study.The cocci were isolated and identified,and the carriage of virulence genes and drug resistance genes,as well as the pathogenicity and drug sensitivity of the isolated S.aureus strains,were detected with PCR,artificially infected mice,and the K-B drug susceptibility disk method.Seven strains of S.aureus were isolated from the 55 yak nasal swab samples,with an iso-lation rate of 12.73％.The isolated strains were all pathogenic to mice,with a fatality rate exceeding 60％.These seven strains of S.aureus carried three drug resistance genes(tetM,tet,and mecA)and six virulence genes(seb,sec,clfA,hla,hlb,and nuc).The detection rate of the three drug resistance genes was 100％,whereas the detection rate of the six virulence genes in the isolates ranged from 83.33％to 100％.The resistance rates of the isolated strains to penicillin,ampicillin,and cotrimox-azole reached 85.71％-100％,whereas the resistance rates to tetracycline and ceftazidime were both 28.57％.Thus,yaks in Lhasa and Nagqu cities were found to be infected by S.aureus strains carrying various drug-resistance genes and virulence genes.These strains were highly pathogenic and showed sensi-tivity to most antibacterial drugs.These findings may serve as a reference for treating S.aureus infection in yaks in the cities of Lhasa and Nagqu.

This study aimed to explore the underlying framework and data characteristics of Tibetan prescription information. The information on Tibetan medicine prescriptions was collected based on 11 Tibetan medicine classics, such as Four Medical Canons(Si Bu Yi Dian). The optimal classification method was used to summarize the information structure of Tibetan medicine prescriptions and sort out the key problems and solutions in data collection, standardization, translation, and analysis. A total of 11 316 prescriptions were collected, involving 139 011 entries and 63 567 pieces of efficacy information of drugs in prescriptions. The information on Tibe-tan medicine prescriptions could be summarized into a "seven-in-one" framework of "serial number-source-name-composition-efficacy-appendix-remarks" and 18 expansion layers, which contained all information related to the inheritance, processing, origin, dosage, semantics, etc. of prescriptions. Based on the framework, this study proposed a "historical timeline" method for mining the origin of prescription inheritance, a "one body and five layers" method for formulating prescription drug specifications, a "link-split-link" method for constructing efficacy information, and an advanced algorithm suitable for the research of Tibetan prescription knowledge discovery. Tibetan medicine prescriptions have obvious characteristics and advantages under the guidance of the theories of "three factors", "five sources", and "Ro-nus-zhu-rjes" of Tibetan medicine. Based on the characteristics of Tibetan medicine prescriptions, this study proposed a multi-level and multi-attribute underlying data architecture, providing new methods and models for the construction of Tibetan medicine prescription information database and knowledge discovery and improving the consistency and interoperability of Tibetan medicine prescription information with standards at all levels, which is expected to realize the "ancient and modern connection-cleaning up the source-data sharing", so as to promote the informatization and modernization research path of Tibetan medicine prescriptions.
Medicine, Tibetan Traditional ; Knowledge Discovery ; Drug Prescriptions ; Databases, Factual ; Algorithms ; Medicine, Chinese Traditional ; Drugs, Chinese Herbal/therapeutic use*

OBJECTIVES: To explore a new method for electroencephalography (EEG) background analysis in neonates with hypoxic-ischemic encephalopathy (HIE) and its relationship with clinical grading and head magnetic resonance imaging (MRI) grading. METHODS: A retrospective analysis was performed for the video electroencephalography (vEEG) and amplitude-integrated electroencephalography (aEEG) monitoring data within 24 hours after birth of neonates diagnosed with HIE from January 2016 to August 2022. All items of EEG background analysis were enrolled into an assessment system and were scored according to severity to obtain the total EEG score. The correlations of total EEG score with total MRI score and total Sarnat score (TSS, used to evaluate clinical gradings) were analyzed by Spearman correlation analysis. The total EEG score was compared among the neonates with different clinical gradings and among the neonates with different head MRI gradings. The receiver operating characteristic (ROC) curve and the area under thecurve (AUC) were used to evaluate the value of total EEG score in diagnosing moderate/severe head MRI abnormalities and clinical moderate/severe HIE, which was then compared with the aEEG grading method. RESULTS: A total of 50 neonates with HIE were included. The total EEG score was positively correlated with the total head MRI score and TSS (r_s=0.840 and 0.611 respectively, P<0.001). There were significant differences in the total EEG score between different clinical grading groups and different head MRI grading groups (P<0.05). The total EEG score and the aEEG grading method had an AUC of 0.936 and 0.617 respectively in judging moderate/severe head MRI abnormalities (P<0.01) and an AUC of 0.887 and 0.796 respectively in judging clinical moderate/severe HIE (P>0.05). The total EEG scores of ≤6 points, 7-13 points, and ≥14 points were defined as mild, moderate, and severe EEG abnormalities respectively, which had the best consistency with clinical grading and head MRI grading (P<0.05). CONCLUSIONS The new EEG background scoring method can quantitatively reflect the severity of brain injury and can be used for the judgment of brain function in neonates with HIE.
Infant, Newborn ; Humans ; Hypoxia-Ischemia, Brain/diagnostic imaging* ; Retrospective Studies ; Brain Injuries ; Electroencephalography ; ROC Curve

Objective To analyze the clinical characteristics and meteorological factors of patients with chronic heart failure (CHF) in Qinghai Plateau area, and to provide a theoretical basis for the diagnosis and treatment of patients with chronic heart failure. Methods A total of 356 patients with CHF admitted to our hospital in Qinghai Plateau area from 2019 to 2020 were selected, and the number of cases, age, gender, comorbidity, NYHA cardiac function classification of CHF patients in Qinghai Plateau area from 2019 to 2020 were counted. To compare NYHA cardiac function classification and underlying diseases in CHF patients at different ages and altitudes in Qinghai Plateau area. The daily average temperature (℃), daily temperature and daily range (℃), daily average wind speed (m/s), daily average air pressure (kPa) and daily average relative humidity (%) in Qinghai Plateau from 2019 to 2020 were collected. According to the general clinical data of patients, the changes of the monthly incidence of CHF patients were analyzed. Pearson correlation analysis was used to compare the correlation between the monthly incidence of CHF patients and meteorological factors, and to explore the influence of meteorological factors on the incidence of CHD in Qinghai Plateau. Results Among the 356 CHF patients, there were 181 males and 175 females, with an average age of (72.47 ±6.49) years old. The NYHA classification of cardiac function was grade II in 103 cases, grade ⅲ in 198 cases, and grade ⅳ in 55 cases. NYHA cardiac function classification increased with age, and there was significant difference in NYHA cardiac function classification among CHF patients of different ages (P<0.05). Among 356 CHF patients, 91 cases (25.56%) were complicated with hypertension, 63 cases (17.70%) were complicated with coronary heart disease, 57 cases (16.01%) were complicated with diabetes, and 40 cases (11.24%) were complicated with hypergenic heart disease. 25 cases (7.02%) were complicated with heart valve disease. Hypertension, coronary heart disease, diabetes mellitus, hypergenic heart disease and valvular heart disease increased with age, and there were statistically significant differences between CHF patients with different ages and underlying diseases (P<0.05). CHF patients in Qinghai Plateau region were mainly concentrated in January-March and October-December. Taking the number of CHD admissions as the dependent variable and each meteorological factor as the independent variable, the correlation between each factor was compared. The results showed that the number of CHF cases was positively correlated with the daily temperature range and daily mean air pressure, and negatively correlated with the average daily temperature (P<0.05). Daily temperature range (OR=2.61) and daily mean air pressure (OR=1.89) were independent risk factors for CHF in Qinghai Plateau area (P<0.05). Conclusion CHF is more prevalent in elderly people in high altitude areas in Qinghai Plateau. For months with high temperature changes, wind speed, we should pay attention to weather changes and take preventive measures in advance.

Objective: To analyze the disease burden and trend of attention deficit hyperactivity disorder (ADHD) in China from 1990 to 2019, so as to provide the basic theoretical basis for the health administrative departments to formulate policies. Methods: Using the 2019 Global Burden of Disease Database, the incidence, prevalence and disability adjusted life year (DALY) rates of ADHD were analyzed for both sex and different age groups, and the trends of ADHD were predicted. Results: In 2019, the incidence, prevalence and DALY rate of ADHD in China were 70.41/100 000, 1 546.15/100 000 and 18.87/100 000 respectively. Compared with 1990, the rates decreased by 27.30%, 25.35% and 55.80% respectively, and these rates of females were lower than those of males. In 2019, the incidence rate of ADHD was the highest in the age group 5-9 years old (837.76/100 000), while the highest prevalence and DALY rates were found in ages groups of 10-14 years old (5 740.47/100 000 and 70.49/100 000). The results of the Joinpoint regression model showed that the incidence, prevalence and DALY rate had a downward trend from 1990 to 2019. The AAPC was -1.35%, -1.16% and -1.16%, respectively, with a statistically significant difference ( P <0.05). The prediction results of grey prediction model GM (1,1) indicated that the incidence and prevalence rate of ADHD in China would decline from 2020 to 2030. Conclusion The burden of ADHD in China showed a decreasing trend from 1990 to 2019, indicating that the prevention and treatment effect of ADHD in children and adolescents of China was effective. China should take active preventive measures to reduce the burden of ADHD in children and adolescents.

Objective: To understand the cognition and medication use of pre-exposure prophylaxis (PrEP) among men who have sex with men (MSM) in China and its associated factors. Method: From August 25 to September 5, 2021, 2 447 MSM were recruited in 24 cities to complete the online questionnaire through a male social interaction platform, Blued 7.5 software. The survey contents included demographic information of the respondents, PrEP awareness and usage, and risk behaviors. Descriptive analysis and multi-level logistic regression were performed for data analysis. SPSS 24.0 and SAS 9.4 software were used for statistical analysis. Results: Among the 2 447 respondents of MSM, 1 712 (69.96%) had heard of PrEP, 437 (17.86%) ever used PrEP, 274 (11.20%) were on PrEP, and 163 (6.66%) had discontinued PrEP; among the 437 cases (whoever used PrEP), more than 61.88% (388/627) adopted emtricitabine/tenofovir disoproxil fumarate regimen, and most of them adopted on-demand regimen. The average PrEP dosage reported in the past year is 1.12 tabletsper person per week. PrEP purchase was primarily via an online channel, and the most concerned factor was the PrEP effectiveness on HIV prevention. The most common reasons for discontinuing PrEP, reported by 163 cases, were the lack of HIV risk perception, the use of a condom to prevent HIV, and the economic burden of PrEP use. The logistic regression analysis showed that PrEP use among MSM in 24 cities was statistically associated with age, monthly income, ever having unprotected anal sex in the past year, used sexual drugs and sexually transmitted disease (STD) diagnosis in the past year. Compared with MSM aged 18-24, the proportion of MSM was relatively lower among those aged 25-44, who discontinued the PrEP (aOR=0.54,95%CI:0.34-0.87) or never used PrEP (aOR=0.62,95%CI:0.44-0.87). The proportion of unprotected anal sex among MSM currently on PrEP use was higher than those who have stopped PrEP and never used PrEP (all P<0.05). Those MSM group, with monthly income higher than 5 000 Yuan, used sexual drugs and STD diagnosis in the past year were more likely to have a higher rate for PrEP usage (all P<0.05). Conclusions: Currently, pre-exposure prophylaxis in the MSM group is primarily obtained via the online channel and adopted in an on-demand mode. Although the PrEP users have reached a certain proportion, it is still necessary to strengthen health education on the PrEP effects and side effects of MSM and to improve the awareness and use rate, especially for young MSM group, which can be combined with the advantages of the internet targeting its needs and use barriers.
Humans ; Male ; Homosexuality, Male ; Pre-Exposure Prophylaxis ; Cities ; Sexual and Gender Minorities ; Sexual Behavior ; China ; HIV Infections/prevention & control*

Objective: To calculate and compare the healthy life expectancy (HLE) of the middle-aged and elderly in China, the United States, and developing and developed countries in the European Union(EU) and analyze the impact of socioeconomic factors on HLE in different countries or regions. Methods: Four surveys from 2010 to 2019 were brought into the research. The data were collected from the China Health and Retirement Longitudinal Study, Health and Retirement Study, and the Survey of Health, Ageing and Retirement in Europe. Developed and developing countries in the EU were divided into two groups for calculation. Education level, total family wealth, and work retirement status were selected to measure socioeconomic status, and activities of daily living were used as health status indicators. We used the multi-state life cycle table method to calculate the transition probability between different health states and estimate life expectancy and HLE. Results: A total of 69 544 samples were included in the study. In terms of age, the middle-aged and elderly in the United States and developed countries of the EU have higher HLE in all age groups. In terms of gender, only Chinese women have lower HLE than men. Regarding socioeconomic factors, the middle-aged and elderly with higher education levels and total family wealth level have higher HLE. In China, working seniors have higher HLE, while for USA women and developed countries of the EU, retired or unemployed seniors have higher HLE. Conclusions: Demographic and socioeconomic factors impact HLE in different countries or regions. China should pay more attention to the health of women and the middle-aged and elderly retired with lower education and less total family wealth.
Aged ; Male ; Middle Aged ; United States ; Female ; Humans ; Healthy Life Expectancy ; European Union ; Activities of Daily Living ; Longitudinal Studies ; Socioeconomic Factors ; China/epidemiology*