1.Predicting Postoperative Circulatory Complications in Older Patients: A Machine Learning Approach.
Xiao Yun HU ; Wei Xuan SHENG ; Kang YU ; Jie Tai DUO ; Peng Fei LIU ; Ya Wei LI ; Dong Xin WANG ; Hui Hui MIAO
Biomedical and Environmental Sciences 2025;38(3):328-340
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
2.Isolation,identification,and biological characteristics of Staphylococcus aureus infection in yaks
Hong-Cai MA ; Hao-Feng QIN ; Jiang-Yong ZENG ; Duo-Ji JINMEI ; Dong-Jing WANG ; Zhen-Jie YUAN
Chinese Journal of Zoonoses 2024;40(7):662-669
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.
3.Inhibition of miR-34a reduces inflammatory response in acute exacerbation of chronic obstructive pulmonary disease
Jingyu DU ; Zhanzhuan YING ; Bin HOU ; Jie DUO ; Zhen ZHAO
Basic & Clinical Medicine 2024;44(12):1670-1677
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.
4.Influencing factors of bone nonunion after intramedullary needle operation for tibial fracture
Shao-Wei CHEN ; Wen-Bo LI ; Jie SHI ; Wei-Duo YANG ; Yu-Xiang ZHANG ; Fu-Hui WANG ; Qiu-Ming GAO
Journal of Regional Anatomy and Operative Surgery 2024;33(10):927-930
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.
5.Clinical characteristics and meteorological factors of patients with chronic heart failure in Qinghai plateau area
Journal of Public Health and Preventive Medicine 2023;34(5):78-81
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.
6.Clinical effect of Kirschner wire intramedullary fixation in the treatment of pediatric both-bone forearm fractures at high altitude area.
Dunzhu PUBU ; Pingcuo ZHAXI ; Ouzhu DANZENG ; Sang GE ; Jie LUO ; Duo MEI ; Jun YUAN ; Xin-Jun ZHANG ; Xiao-Gang HUANG ; Lei DAI ; Chao LIU
China Journal of Orthopaedics and Traumatology 2023;36(7):619-622
OBJECTIVE:
To explore the clinical effect of Kirschner wire intramedullary fixation in the treatment of both-bone forearm fractures in children of high altitude area.
METHODS:
From August 2020 to December 2021, 19 children were treated with Kirschner wire intramedullary fixation including 11 males and 8 females, aged from 4 to 13 years old with an average of (8.16±2.71) years old. The course of disease was 1 to 10 days, with a mean of (4.11±2.51) d. First, close reduction was performed. If the reduction was unsuccessful, limited open reduction was performed, followed by Kirschner wire intramedullary fixation of the radius and ulna. The fracture healing was evaluated by X-ray after operation, and the curative effect was evaluated by Anderson forearm function score standard.
RESULTS:
The wound healed well after operation, 2 cases had clinical manifestations of needle tail irritation after operation, and the symptoms disappeared after removing the internal fixation. The average follow-up time was(7.68±3.50) months (3 to 14 months). X-ray showed that all fracture healing in follow-up, Anderson forearm function score showed excellent in 16 cases, good in 2 cases and fair in 1 case at the final follow-up.
CONCLUSION
Children with fractures in plateau areas often have delayed medical treatment, lack of medical conditions and insufficient compliance. Based on these characteristics, Kirschner wire intramedullary fixation for the treatment of children's double forearm fractures has the advantages of small injury and rapid recovery. It is a kind of operation method that can be popularized.
Male
;
Female
;
Humans
;
Child
;
Child, Preschool
;
Adolescent
;
Bone Wires
;
Forearm
;
Altitude
;
Treatment Outcome
;
Fractures, Bone/surgery*
;
Fracture Fixation, Internal/methods*
;
Radius Fractures/surgery*
;
Fracture Fixation, Intramedullary/methods*
7.A prospective study on the safety and efficacy of excimer laser coronary angioplasty for the treatment of degenerated great saphenous vein graft.
Guang Yao ZHAI ; Tie Nan SUN ; Xiang LI ; Ming YE ; Cheng Gang WANG ; Xiao Lin ZU ; Duo YANG ; Hao FU ; Shu Ying QI ; Yu Jie ZHOU ; Hai GAO
Chinese Journal of Cardiology 2023;51(5):490-496
Objective: To explore the safety and efficacy of excimer laser coronary angioplasty (ELCA) for the treatment of degenerated great saphenous vein graft (SVG). Methods: This is a single-center, prospective, single-arm study. Patients, who were admitted to the Geriatric Cardiovascular Center of Beijing Anzhen Hospital from January 2022 to June 2022, were consecutively enrolled. Inclusion criteria were recurrent chest pain after coronary artery bypass surgery (CABG), and coronary angiography confirmed that the SVG stenosis was more than 70% but not completely occluded, and interventional treatment for SVG lesions was planned. Before balloon dilation and stent placement, ELCA was used to pretreat the lesions. Optical coherence tomography (OCT) examination was performed and postoperative index of microcirculation resistance (IMR) were assessed after stent implantation. The technique success rate and operation success rate were calculated. The technique success was defined as the successful passage of the ELCA system through the lesion. Operation success was defined as the successful placement of a stent at the lesion. The primary evaluation index of the study was IMR immediately after PCI. Secondary evaluation indexes included thrombolysis in myocardial infarction (TIMI) flow grade, corrected TIMI frame count (cTFC), minimal stent area and stent expansion measured by OCT after PCI, and procedural complications (Ⅳa myocardial infarction, no reflow, perforation). Results: A total of 19 patients aged (66.0±5.6) years were enrolled, including 18 males (94.7%). The age of SVG was 8 (6, 11) years. The length of the lesions was greater than 20 mm, and they were all SVG body lesions. The median stenosis degree was 95% (80%, 99%), and the length of the implanted stent was (41.7±16.3)mm. The operation time was 119 (101, 166) minutes, and the cumulative dose was 2 089 (1 378, 3 011)mGy. The diameter of the laser catheter was 1.4 mm, the maximum energy was 60 mJ, and the maximum frequency was 40 Hz. The technique success and the operation success rate were both 100% (19/19). The IMR after stent implantation was 29.22±5.95. The TIMI flow grade of patients after ELCA and stent implantation was significantly improved (all P>0.05), and the TIMI flow grade of all patients after stent implantation was Grade Ⅲ. The cTFC decreased significantly after ELCA (33.2±7.8) and after stent placement (22.8±7.1) than preoperative level (49.7±13.0) (both P<0.001). The minimum stent area was (5.53±1.36)mm2, and the stent expansion rate was (90.0±4.3)%. Perforation, no reflow, type Ⅳa myocardial infarction and other complications were not observed. However, postoperative high-sensitivity troponin level was significantly increased ((67.937±33.839)ng/L vs. (5.316±3.105)ng/L, P<0.001). Conclusion: ELCA is safe and effective in the treatment of SVG lesions and could improve microcirculation and ensure full expansion of stent.
Male
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Humans
;
Aged
;
Prospective Studies
;
Percutaneous Coronary Intervention
;
Lasers, Excimer/therapeutic use*
;
Saphenous Vein/transplantation*
;
Constriction, Pathologic
;
Atherectomy, Coronary/methods*
;
Myocardial Infarction
;
Coronary Angiography
;
Stents
;
Treatment Outcome
8.Efficacy of alcohol septal ablation in mildly symptomatic or severely symptomatic patients with hypertrophic obstructive cardiomyopathy.
Jie Jun SUN ; Pei Jin LI ; Xian Peng YU ; Hua ZHAO ; Xiao Ling ZHANG ; Chen Chen TU ; Mng Duo ZHANG ; Teng Yong JIANG ; Xian Tao SONG ; Ji Qiang HE
Chinese Journal of Cardiology 2023;51(5):513-520
Objective: To compare the prognosis of mildly or severely symptomatic patients with obstructive hypertrophic cardiomyopathy (OHCM) who underwent alcohol septal ablation (ASA). Methods: This retrospective study cohort consisted of patients with OHCM who received ASA treatment in Beijing Anzhen Hospital, Capital Medical University from March 2001 to August 2021. These patients were divided into mildly and severely symptomatic groups according to the severity of clinical symptoms. Long-term follow-up was conducted, and the following data were collected: duration of follow-up, postoperatire treatment, New York Heart Association (NYHA) classification, arrhythmia events and pacemaker implantation, echocardiographic parameters, and cause of death. Overall survival and survival free from OHCM-related death were observed, and the improvement of clinical symptoms and resting left ventricular outflow tract gradient (LVOTG) and the incidence of new-onset atrial fibrillation were evaluated. The Kaplan-Meier method and log-rank test were used to determine and compare the cumulative survival rates of the different groups. Cox regression analysis models were used to determine predictors of clinical events. Results: A total of 189 OHCM patients were included in this study, including 68 in the mildly symptomatic group and 121 in the severely symptomatic group. The median follow-up of the study was 6.0 (2.7, 10.6) years. There was no statistical difference in overall survival between the mildly symptomatic group (5-year and 10-year overall survival were 97.0% and 94.4%, respectively) and the severely symptomatic group (5-year and 10-year overall survival were 94.2% and 83.9%, respectively, P=0.405); there was also no statistical difference in survival free from OHCM-related death between the mildly symptomatic group (5-year and 10-year survival free from HCM-related death were 97.0% and 94.4%, respectively) and the severely symptomatic group (5-year and 10-year survival free from HCM-related death were 95.2% and 92.6%, respectively, P=0.846). In the mildly symptomatic group, NYHA classification was improved after ASA (P<0.001), among which 37 patients (54.4%) were in NYHA class Ⅰ, and the resting left ventricular outflow tract gradient (LVOTG) decreased from 67.6 (42.7, 90.1) mmHg (1 mmHg=0.133 kPa) to 24.4 (11.7, 35.6) mmHg (P<0.001). In severely symptomatic group, NYHA classification was also improved post ASA (P<0.001), among which 96 patients (79.3%) improved by at least one NYHA classification, and the resting LVOTG decreased from 69.6 (38.4, 96.1) mmHg to 19.0 (10.6, 39.8) mmHg (P<0.001). The incidence of new-onset atrial fibrillation was similar between the mildly and severely symptomatic groups (10.2% vs. 13.3%, P=0.565). Cox multivariate regression analysis showed that age was an independent predictor of all-cause mortality in OHCM patients post ASA (HR=1.068, 95%CI 1.002-1.139, P=0.042). Conclusions: Among patients with OHCM treated with ASA, overall survival and survival free from HCM-related death were similar between mildly symptomatic group and severely symptomatic group. ASA therapy can effectively relieve resting LVOTG and improve clinical symptoms in mildly or severely symptomatic patients with OHCM. Age was an independent predictor of all-cause mortality in OHCM patients post ASA.
Humans
;
Retrospective Studies
;
Atrial Fibrillation
;
Heart Septum/surgery*
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Treatment Outcome
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Cardiomyopathy, Hypertrophic/surgery*
9.A novel method for electroencephalography background analysis in neonates with hypoxic-ischemic encephalopathy.
Xiu-Ying FANG ; Yi-Li TIAN ; Shu-Yuan CHEN ; Quan SHI ; Duo ZHENG ; Ying-Jie WANG ; Jian MAO
Chinese Journal of Contemporary Pediatrics 2023;25(2):128-134
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 (rs=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
10.Exploration and practice on construction of Tibetan medicine prescription information database and knowledge discovery.
Dang-Zhi WENCHENG ; Gai-Cuo DONG ; Nan-Jia CAIRANG ; Dong-Zhi GONGBAO ; Duo-Jie GERI ; Yong-Zhong ZEWENG ; Ci-Ren LABA
China Journal of Chinese Materia Medica 2023;48(6):1682-1690
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
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Knowledge Discovery
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Drug Prescriptions
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Databases, Factual
;
Algorithms
;
Medicine, Chinese Traditional
;
Drugs, Chinese Herbal/therapeutic use*


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