1.Risk Identification Model of Coronary Artery Stenosis Constructed Based on Random Forest
Yongfeng LV ; Yujing WANG ; Leyi ZHANG ; Yixin LI ; Na YUAN ; Jing TIAN
Journal of Sun Yat-sen University(Medical Sciences) 2025;46(1):138-146
ObjectiveTo establish a risk recognition model for coronary artery stenosis by using a machine learning method and to identify the key causative factors. MethodsPatients aged ≥18 years,diagnosed with coronary heart disease through coronary angiography from January 2013 to May 2020 in two prominent hospitals in Shanxi Province, were continuously enrolled. Logistic regression,back propagation neural network (BPNN), and random forest(RF)algorithms were used to construct models for detecting the causative factors of coronary artery stenosis. Sensitivity (TPR), specificity (TNR), accuracy (ACC), positive predictive value (PV+), negative predictive value (PV-), area under subject operating characteristic curve (AUC), and calibration curve were used to compare the discrimination and calibration performance of the models. The best model was then employed to predict the main risk variables associated with coronary stenosis. ResultsThe RF model exhibited superior comprehensive performance compared to logistic regression and BPNN models. The TPR values for logistic regression,BPNN,and RF models were 75.76%, 74.30%, and 93.70%, while ACC values were 74.05%, 72.30%, and 79.49%, respectively. The AUC values were:logistic regression 0.739 9; BPNN 0.723 1; RF 0.752 2. Manifestations such as chest pains,abnormal ST segments on ECG,ventricular premature beats with hypertension, atrial fibrillation, regional wall motion abnormalities(RWMA) by color echocardiography, aortic regurgitation(AR), pulmonary insufficiency (PI), family history of cardiovascular diseases,and body mass index(BMI)were identified as top ten important variables affecting coronary stenosis according to the RF model. ConclusionsRandom forest model shows the best comprehensive performance in identification and accurate assessment of coronary artery stenosis. The prediction of risk factors affecting coronary artery stenosis can provide a scientific basis for clinical intervention and help to formulate further diagnosis and treatment strategies so as to delay the disease progression.
2.Annual review of clinical research on lung transplantation of China in 2024
Xiaohan JIN ; Yixin SUN ; Jier MA ; Zengwei YU ; Yaling LIU ; Senlin HOU ; Xiangyun ZHENG ; Haoji YAN ; Dong TIAN
Organ Transplantation 2025;16(3):379-385
Lung transplantation is currently the only recognized effective treatment for end-stage lung disease and has improved the quality of life for patients. However, lung transplantation still faces many challenges, including rejection, infection, post-transplant acute kidney injury, post-transplant diabetes mellitus, ischemia-reperfusion injury and donor shortage, etc. Chinese lung transplantation scholars made a series of important progress in the field of clinical research in 2024, focusing on the study and solution of the above problems, and providing new ideas for lung transplantation surgery. This article systematically reviews the clinical research and technological innovation in the field of lung transplantation in 2024, summarizes the achievements of clinical research in the field of lung transplantation in China in 2024, and aims to providing new directions and strategies for future research.
3.Follow up analysis on the relationship between 24 hour movement behaviors and physical fitness in preschool children
CHEN Lanzhi, WANG Junyu, LIANG Yixin, WANG Tian, HUANG Haiquan, ZHUANG Jie
Chinese Journal of School Health 2025;46(9):1257-1261
Objective:
To explore the cross sectional and longitudinal associations between 24 hour movement behaviors and physical fitness in preschool children, and to adopt the method of equal time substitution analysis to evaluate the impact of time redistribution of different activity behaviors on physical fitness scores,so as to provide a scientific basis for promoting the health of preschool children.
Methods:
A total of 193 preschool children aged 3-6 years were selected from three Shanghai districts (Jing an, Baoshan, Jiading) from October to December 2023 by the stratified cluster random sampling method. The 24 hour movement behaviors were monitored via 7 day accelerometry, and physical fitness was measured according to the National Physical Fitness Measurement Standards (Revised 2023, preschool section). From October to December 2024, the follow up of physical fitness among preschool children used the same testing method. The comparison between groups was conducted by t-test. Compositional regression analyses evaluated the relationship of 24 hour movement behaviors and physical fitness among preschool children.
Results:
At baseline, moderate to vigorous physical activity (MVPA) time was significantly higher in boys [(84.10±25.78)min/d] than in girls [( 70.44± 25.98)min/d]; the composite physical fitness score was significantly higher in boys (71.65±8.69) than in girls (68.84±9.89), and the differences were statistically significant ( t =3.65, 2.10, both P <0.01). After adjusting for gender, age and body mass index, the results of component multiple linear regression analysis showed that MVPA time proportion was positively correlated with the composite physical fitness score at baseline among preschool children ( β =6.61), but was negatively correlated with two legged continuous hopping time at 1 year ( β =-1.12) (both P <0.05). Light physical activity (LPA) time proportion was negatively correlated with walking on the balance beam time at 1 year ( β =-4.44), and sedentary behavior (SB) time proportion was negatively correlated with the composite score of physical fitness at baseline ( β =-6.55) (both P <0.05). Isotemporal substitution analysis revealed that replacing 10 minutes of sleep (SP), SB, and LPA with MVPA increased the baseline physical fitness composite score by 0.750, 0.689 and 0.575 units, respectively; at 1 year follow up, the composite score increased by 1.440, 1.419 and 1.430 units, respectively (all P <0.05). Conversely, replacing MVPA with 10 minutes of SP, SB, and LPA,resulted in decreases in baseline physical fitness composite scores of 0.836, 0.777 and 0.669 units, and reductions of 1.613, 1.592 and 1.598 units at 1 year follow up (all P < 0.05 ).
Conclusions
Preschool children s 24 hour movement behaviors, especially MVPA, are closely related to physical health. Implementing appropriate strategies to increase physical activity and reduce sedentary time may improve the physical fitness of preschoolers.
4.Finite element analysis of thumb thrust in lumbar fixed-point rotation manipulation
Shaoting SU ; Honghai ZHOU ; Zhaomeng HOU ; Yan LU ; Wei WANG ; Yixin CHEN ; Longhao CHEN ; Cong TIAN
Chinese Journal of Tissue Engineering Research 2024;28(12):1823-1828
BACKGROUND:Lumbar fixed-point rotation operation needs collaborative operation of the doctor's hands,and outputs rotation and thumb thrust.Lumbar disc herniation can be treated through disc displacement and adjusting stress distribution.However,the mechanical effects of thumb thrust and the biomechanical effects of loading direction on manipulative effects remain unclear. OBJECTIVE:To compare the biomechanical difference of lumbar fixed-point rotation manipulation for treating lumbar disc herniation under different thrust directions. METHODS:The L3-5 normal three-dimensional finite element model was constructed and validity was verified.According to the intervertebral disc degeneration Pfirrmann grade,intervertebral disc degeneration was simulated by modifying the L4/5 intervertebral space height,the volume of the nucleus pulposus,as well as the material parameters of the annulus fibrosus,nucleus pulposus,and ligament.Finally,the pathological model of L4/5 moderate disc degeneration with left para-central herniation was constructed,and then the pathological models were used as research objects.Simulation technique:spinning to the right;taking the condition on changing the direction of the thumb thrust to establish three modes of operation(M1:thumb push to the left;M2:thumb push to the right;M3:no thrust push).The protrusion displacement and the disc stress,and the stress and strain of the facet joint cartilage were compared in the three operating modes. RESULTS AND CONCLUSION:(1)Maximum displacement value of L4/5 disc herniation:displacement was 2.672 3 mm for M1,1.156 1 mm for M2,1.826 4 mm for M3,M1>M3>M2.(2)The maximum Von Mises stress of L4/5 discs was 1.846 7 MPa for M1,0.419 0 MPa for M2,and 1.257 9 MPa for M3,M1>M3>M2.(3)L4/5 bilateral small cartilage produced different degrees of contact stress changes:It was 0.485 5 MPa for M1,0.026 7 MPa for M2,and 0.441 4 MPa for M3,M1>M3>M2.Right cartilage contact force was 0.000 5 MPa for M1,0.025 9 MPa for M2,and 0.001 3 MPa for M3,M2>M3>M1;the left greater than the right,M1 had the highest value;cartilage strain was consistent with contact stress changes.(4)Different operation modes will have some biomechanical influences on the diseased intervertebral disc and accessory structure.The M1 operation mode can maximize the displacement of protrusion,disc stress and left joint cartilage contact,which can better promote disc displacement,balance stress distribution and reduce facet joint disorder,so the operation is better.
5.Research advances in the association of cerebral small vessel disease with vascular reserve and cognitive impair-ment
Ying LI ; Qinghua TIAN ; Yixin JIANG
Journal of Apoplexy and Nervous Diseases 2024;41(10):945-949
The incidence rate of cerebral small vessel disease(CSVD)is increasing year by year,and early screen-ing,diagnosis,and treatment of CSVD is of great significance.Cognitive impairment is one of the manifestations of CSVD that have a great impact on the quality of life of patients.Transcranial Doppler(TCD)can early judge the vascular reserve capacity of patients with CSVD,and the total MRI load of CSVD can calculate the degree of CSVD lesions more compre-hensively than that of independent lesions.This article reviews the research advances in the association of CSVD with total MRI load,vascular reserve,and cognitive impairment in CSVD patients and elaborates on the early screening,diagnosis,and treatment of CSVD.
6.Relationship Between Social Determinants of Health and Stroke:a National Prospective Cohort Study
Zujiao NIE ; Congyi ZHENG ; Xin WANG ; Linfeng ZHANG ; Ye TIAN ; Jiayin CAI ; Zhen HU ; Xue CAO ; Yixin TIAN ; Runqing GU ; Mingzhi ZHANG ; Zengwu WANG
Chinese Circulation Journal 2024;39(6):599-605
Objectives:To investigate the association between social determinants of health(SDOH)and incident stroke and analyze the main risk factors for stroke among resident with different SDOH levels. Methods:From 2012 to 2015,30 036 residents(≥35 years old)from 30 districts in 14 provincial-level administrative divisions in China were enrolled this study based on stratified multi-stage-random-sampling method.The prevalence of cardiovascular diseases and related risk factors were investigated,and stroke events were followed up in 2018 to 2019.Principal component analysis was performed to establish SDOH scores based on 9 indicators related to socioeconomic and healthcare resources,participants were divided into low SDOH group(n=8 343)when it was≥-2.01 to<-1.14,middle SDOH group(n=7 257)when it was≥-1.14 to<0.10,and high SDOH group(n=8 457)when it was≥0.10 to≤5.79.Multivariate Cox regression was applied to estimate the association of SDOH levels with incident stroke.The random survival forest method was used to analyze the major risk factors in different SDOH levels. Results:A total of 24 057 participants were finally included,669(2.8%)participants developed stroke during a mean of(4.7±0.8)years follow-up.The incidence densities of stroke in the low,medium,and high SDOH groups were 468.39,628.85,and 700.39/100 000 person-years,respectively(Pdifference<0.05,Ptrend=0.01).Compared with individuals with low SDOH level group,fully HR for incident stroke among those with medium and high were 1.91(95%CI:1.54-2.36)and 1.59(95%CI:1.30-1.95),respectively(Ptrend<0.001).Advanced age is the primary risk factor for stroke in the population,especially in districts with high SDOH level.In districts with medium SDOH level,diabetes is an important risk factor for stroke.High blood pressure and alcohol consumption are important modifiable risk factors in low SDOH level districts. Conclusions:Present study shows that higher levels of SDOH are associated with increased risk of stroke.The main risk factors for stroke differ among participants with different SDOH level districts.Targeted interventions should be implemented to improve the prevention and treatment of stroke in populations with different levels of SDOH.
7.Prevalence of albuminuria and its association with cardiovascular diseases in Chinese residents aged over 35 years
Runqing GU ; Congyi ZHENG ; Linfeng ZHANG ; Zuo CHEN ; Xin WANG ; Xue CAO ; Yixin TIAN ; Lu CHEN ; Haoqi ZHOU ; Chen CHEN ; Zhen HU ; Yuxin SONG ; Lan SHAO ; Ye TIAN ; Zengwu WANG
Chinese Journal of Internal Medicine 2023;62(3):290-296
Objective:To investigate the prevalence of albuminuria in Chinese residents aged >35 years and its potential association with cardiovascular disease (CVD).Methods:A total of 34 647 Chinese subjects aged ≥35 years were selected by stratified multi-stage random sampling from 2012 to 2015. Data were collected through questionnaires, physical examinations, and laboratory tests. Albuminuria was categorized into 3 types according to urinary albumin-to- creatinine ratio: normal (<30 mg/g), microalbuminuria (MAU, 30-300 mg/g), and macroalbuminuria (≥300 mg/g). Measurement data were expressed as xˉ±s, and t-tests were used for comparisons between indicators. Qualitative data were expressed as rate or constituent ratio, and the χ2 test or Kruskal-Wallis test was used to examine differences. Logistic regression was used for multivariate analyses. SAS 9.4 software was used for statistical analyses, and P<0.05 was considered statistically significant. Results:The prevalence of abnormal albuminuria was 19.1%; the prevalence was 17.2% for MAU and lower in males (13.8%) than females (20.1%, P<0.01). The risk of CVD was higher among subjects with MAU ( OR=1.23, 95% CI 1.12-1.35) and macroalbuminuria ( OR=1.86, 95% CI 1.50-2.32). When MAU was complicated by hypertension and diabetes mellitus, the CVD risk was 1.76 times higher. Conclusions:The prevalence of MAU is high among Chinese subjects aged 35 years and over. Those with MAU have higher CVD risk, especially those with hypertension and diabetes mellitus.
8.AAZ2 induces mitochondrial-dependent apoptosis by targeting PDK1 in gastric cancer.
Yi LI ; Wenyan SHE ; Xiaoran XU ; Yixin LIU ; Xinyu WANG ; Sheng TIAN ; Shiyi LI ; Miao WANG ; Chaochao YU ; Pan LIU ; Tianhe HUANG ; Yongchang WEI
Journal of Zhejiang University. Science. B 2023;24(3):232-247
Drastic surges in intracellular reactive oxygen species (ROS) induce cell apoptosis, while most chemotherapy drugs lead to the accumulation of ROS. Here, we constructed an organic compound, arsenical N-(4-(1,3,2-dithiarsinan-2-yl)phenyl)acrylamide (AAZ2), which could prompt the ROS to trigger mitochondrial-dependent apoptosis in gastric cancer (GC). Mechanistically, by targeting pyruvate dehydrogenase kinase 1 (PDK1), AAZ2 caused metabolism alteration and the imbalance of redox homeostasis, followed by the inhibition of phosphoinositide-3-kinase (PI3K)/protein kinase B (AKT)/mammalian target of rapamycin (mTOR) pathway and leading to the activation of B-cell lymphoma 2 (Bcl2)/Bcl2-associated X (Bax)/caspase-9 (Cas9)/Cas3 cascades. Importantly, our in vivo data demonstrated that AAZ2 could inhibit the growth of GC xenograft. Overall, our data suggested that AAZ2 could contribute to metabolic abnormalities, leading to mitochondrial-dependent apoptosis by targeting PDK1 in GC.
Humans
;
Signal Transduction
;
Stomach Neoplasms/drug therapy*
;
Reactive Oxygen Species/metabolism*
;
Proto-Oncogene Proteins c-akt/metabolism*
;
Apoptosis
;
Proto-Oncogene Proteins c-bcl-2
;
Cell Line, Tumor
9.Application of Intelligent Software Combined with Barcode Scanning Technology in Tablets Adding Process of Automatic Drug Dispensing Machine
ZHANG Yixin ; DENG Tian ; LIN Wenjuan ; HUANG Mingzhu ; LU Xiaoyang ; WU Jun
Chinese Journal of Modern Applied Pharmacy 2023;40(17):2366-2371
OBJECTIVE To establish and optimize tablets adding mechanism of automatic tablet dispensing machine in the inpatient pharmacy, realize tablets checking and fine management for tablets inventory and expiration date in process of tablets adding, reduce incidence of errors, improve work efficiency, and ensure the safety of tablets use for patients. METHODS Intelligent software combined with barcode scanning technology was used to carry out intelligent intervention on the error-prone link in the process of tablets adding of automatic drug dispensing machine. The error ratio of tablets adding(%), average of daily tablets adding time(min), error ratio of tablets quantity in monthly inventory check(%) were compared before and after intelligent intervention. RESULTS Compared with before optimization, the error ratio of tablets adding decreased from 0.11 % to 0%, average of daily tablets adding time decreased from (96.50±21.84)min to (64.23±19.59)min(P<0.01), which saved 32.27 min on average, and error ratio of tablets quantity in monthly inventory check decreased from (9.42±1.13)% to (3.42±0.88)%(P<0.01) after optimizing the dosing process of the automatic drug dispensing machine. CONCLUSION The optimized process of tablets adding of automatic drug dispensing machine is simple and rapid to operate, which has high accuracy. The tablets inventory and expiration date can be tracked and managed in real time, which ensures the safety of tablets use for patients, promotes development of digital pharmacy management system, and improves quality of pharmaceutical care.
10.Air pollution and children's health-a review of adverse effects associated with prenatal exposure from fine to ultrafine particulate matter.
Natalie M JOHNSON ; Aline Rodrigues HOFFMANN ; Jonathan C BEHLEN ; Carmen LAU ; Drew PENDLETON ; Navada HARVEY ; Ross SHORE ; Yixin LI ; Jingshu CHEN ; Yanan TIAN ; Renyi ZHANG
Environmental Health and Preventive Medicine 2021;26(1):72-72
BACKGROUND:
Particulate matter (PM), a major component of ambient air pollution, accounts for a substantial burden of diseases and fatality worldwide. Maternal exposure to PM during pregnancy is particularly harmful to children's health since this is a phase of rapid human growth and development.
METHOD:
In this review, we synthesize the scientific evidence on adverse health outcomes in children following prenatal exposure to the smallest toxic components, fine (PM
RESULTS:
Maternal exposure to fine and ultrafine PM directly and indirectly yields numerous adverse birth outcomes and impacts on children's respiratory systems, immune status, brain development, and cardiometabolic health. The biological mechanisms underlying adverse effects include direct placental translocation of ultrafine particles, placental and systemic maternal oxidative stress and inflammation elicited by both fine and ultrafine PM, epigenetic changes, and potential endocrine effects that influence long-term health.
CONCLUSION
Policies to reduce maternal exposure and health consequences in children should be a high priority. PM
Adult
;
Air Pollutants/adverse effects*
;
Air Pollution/prevention & control*
;
Animals
;
Cardiovascular Diseases/chemically induced*
;
Child Health
;
Child, Preschool
;
Disease Models, Animal
;
Endocrine System Diseases/chemically induced*
;
Epigenomics
;
Female
;
Humans
;
Immune System Diseases/chemically induced*
;
Infant
;
Infant, Newborn
;
Male
;
Maternal Exposure/adverse effects*
;
Nervous System Diseases/chemically induced*
;
Oxidative Stress
;
Particle Size
;
Particulate Matter/adverse effects*
;
Placenta
;
Pregnancy
;
Pregnancy Outcome/epidemiology*
;
Prenatal Exposure Delayed Effects/epidemiology*
;
Respiratory Tract Diseases/chemically induced*
;
Young Adult


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