1.Development and validation of dynamic prediction models using vital signs time series data for fatal massive hemorrhage in trauma
Cheng-Yu GUO ; Ming-Hui GONG ; Qiao-Chu SHEN ; Hui HAN ; Ruo-Lin WANG ; Hong-Liang ZHANG ; Jun-Kang WANG ; Chun-Ping LI ; Tan-Shi LI
Medical Journal of Chinese People's Liberation Army 2024;49(6):629-635
		                        		
		                        			
		                        			Objective To establish a dynamic prediction model of fatal massive hemorrhage in trauma based on the vital signs time series data and machine learning algorithms.Methods Retrospectively analyze the vital signs time series data of 7522 patients with trauma in the Medical Information Mart for Intensive Care-Ⅳ(MIMIC-Ⅳ)database from 2008 to 2019.According to the occurrence of posttraumatic fatal massive hemorrhage,the patients were divided into two groups:fatal massive hemorrhage group(n=283)and non-fatal massive hemorrhage group(n=7239).Six machine learning algorithms,including logistic regression(LR),support vector machine(SVM),random forests(RF),adaptive boosting(AdaBoost),gated recurrent unit(GRU),and GRU-D were used to develop a dynamic prediction models of fatal massive hemorrhage in trauma.The probability of fatal massive hemorrhage in the following 1,2,and 3 h was dynamically predicted.The performance of the models was evaluated by accuracy,sensitivity,specificity,positive predictive value,negative predictive value,Youden index,and area under receiver operating characteristic curve(AUC).The models were externally validated based on the trauma database of the Chinese PLA General Hospital.Results In the MIMIC-Ⅳ database,the set of dynamic prediction models based on the GRU-D algorithm was the best.The AUC for predicting fatal major bleeding in the next 1,2,and 3 h were 0.946±0.029,0.940±0.032,and 0.943±0.034,respectively,and there was no significant difference(P=0.905).In the trauma dataset,GRU-D model achieved the best external validation effect.The AUC for predicting fatal major bleeding in the next 1,2,and 3 h were 0.779±0.013,0.780±0.008,and 0.778±0.009,respectively,and there was no significant difference(P=0.181).This set of models was deployed in a public web calculator and hospital emergency department information system,which is convenient for the public and medical staff to use and validate the model.Conclusion A set of dynamic prediction models has been successfully developed and validated,which is greatly significant for the early diagnosis and dynamic prediction of fatal massive hemorrhage in trauma.
		                        		
		                        		
		                        		
		                        	
2.Evaluation of life cycle management system on patients'prognosis after transcatheter aortic valve replacement
Ruo-Yun LIU ; Ran LIU ; Mei-Fang DAI ; Yue-Miao JIAO ; Yang LI ; San-Shuai CHANG ; Ye XU ; Zhi-Nan LU ; Li ZHAO ; Cheng-Qian YIN ; Guang-Yuan SONG
Chinese Journal of Interventional Cardiology 2024;32(6):311-316
		                        		
		                        			
		                        			Objective With the widespread of transcatheter aortic valve replacement(TAVR)in patients with severe symptomatic aortic stenosis(AS),the life-cycle management has become a major determinant of prognosis.Methods A total of 408 AS patients who underwent successfully TAVR from June 2021 to August 2023 were consecutively enrolled in Hospital Valve Intervention Center.Patients were assigned to the Usual Care(UC)group between June 2021 and October 2022,while patients were assigned to the Heart Multi-parameter Monitoring(HMM)group between November 2022 and August 2023.The primary endpoint was defined as composite endpoint within 6 months post-TAVR,including all-cause death,cardiovascular death,stroke/transient ischemic attack,conduction block,myocardial infarction,heart failure rehospitalization,and major bleeding events.Secondary endpoints were the time interval(in hours)from event occurrence to medical consultation or advice and patient satisfaction.Statistical analysis was performed using Kaplan-Meier and multivariable Cox proportional hazards models.Results The incidence of primary endpoint in HMM group was significantly lower than that in UC group(8.9%vs.17.7%,P=0.016),the driving event was the rate of diagnosis and recognition of conduction block.The average time intervals from event occurrence to receiving medical advice were 3.02 h in HHM group vs.97.09 h in UC group(P<0.001).Using cardiac monitoring devices and smart healthcare platforms provided significant improving in patients long-term management(HR 0.439,95%CI 0.244-0.790,P=0.006).Conclusions The utilization of cardiac monitoring devices and smart healthcare platforms effectively alerted clinical events and improved postoperative quality of life during long-term management post TAVR.
		                        		
		                        		
		                        		
		                        	
3.Establishment and Validation of a Multiplex PCR Detection System for the Identification of Six Common Edible Meat Components
Zhi-Wei JIANG ; Ruo-Cheng XIA ; Rui-Yang TAO ; Cheng-Tao LI
Journal of Forensic Medicine 2024;40(3):254-260
		                        		
		                        			
		                        			Objective To establish a rapid,accurate,and sensitive multiplex PCR detection method for the simultaneous identification of the six common edible meats (beef,lamp,chicken,pork,goose,duck),and to evaluate its application value in meat adulteration identification.Methods Based on complete mitochondrial genomic sequences of six species in the GenBank database,DNA sequences (cattle:16S rRNA;sheep:COX-1;chickens:Cytb;pig:COX-1;goose:NADH2;duck:16S rRNA) with intra-species conservation and inter-species specificity were screened,and species-specific primers were designed to construct a multiplex PCR detection system that can simultaneously detect the meat of six common species.The species specificity,sensitivity and reproducibility of the system were studied,and the simulated mixture sample detection was performed.Results This study successfully constructed a multiplex PCR detection system that can detect the meats of six common species simultaneously.The system was not effective in DNA amplification of non-target species.When the DNA template sizes were 0.0625-2 ng/μL,the amplified products of all six species could be detected.The duck compo-nent was still detected when the mixing ratio of duck and beef was as low as 0.5%.Conclusion This study constructs and establishes a multiplex PCR detection system with strong specificity,high sensi-tivity,and good reproducibility.It can accurately identify the components of animal origin in common edible meats and provide a simple and practical method for identifying adulteration of common edible meats and meat products in China.
		                        		
		                        		
		                        		
		                        	
4.Prediction of Pulmonary Disease Progression in Patients with COVID-19 Based on CT Radiomics
Zhu-ping SU ; Hai-bao WANG ; Si-wei WANG ; Ruo-mei LI ; Qing-hong CHENG ; Zong-gen GAO ; Dong-feng LIU ; Meng-qi ZHANG
Journal of Sun Yat-sen University(Medical Sciences) 2023;44(2):286-294
		                        		
		                        			
		                        			ObjectivesBased on the changes of lung lesions in patients with COVID-19 at different stages, a nomogram model describing CT image features was established by radiomics method to explore its efficacy in predicting the progression of the disease. MethodsThis retrospective study enrolled 136 patients with COVID-19 pneumonia who received at least two CTs including three cohorts (training cohort and validation cohort 1 and 2). Patients in the training cohort were divided into three groups according to time between onset of fever symptoms and the first CT. The clinical manifestations and CT features of each group were analyzed and compared. A nomogram to predict disease progression was constructed according to the CT features of the patients, and its performance was evaluated. ResultsThe training cohort consisted of 41 patients.A nomogram was generated to predict disease progression based on three CT features: irregular strip shadow, air bronchial sign, and the proportion of lesions with irregular shape ≥50%. AUC(95%CI)=0.906(0.817,0.995).The C index of the training cohort was 0.906, and the C index of the internal verification was 0.892. AUC(95%CI)of the validation cohort 1 (34 cases) =0.889(0.793,0.984);AUC(95%CI)of the validation cohort 2 (61 cases)=0.876(0.706,1.000).The calibration curves show that the predicted values of the nomogram are in good agreement with the observed values. ConclusionThe nomogram model based on CT radiomics can predict the outcome of lung lesions in patients with high sensitivity and specificity.According to the changes of CT image characteristics of patients with COVID-19, lung lesions will be improved when the proportion of irregular cable shadow, air bronchogram and irregular lesions is greater than 50%. 
		                        		
		                        		
		                        		
		                        	
		                				5.Minor triterpenoid acids from an aqueous extract of Uncaria rhynchophylla 
		                			
		                			Qing ZHANG ; Xiao-qiang LEI ; Ruo-fei LI ; Hua SUN ; Cheng-bo XU ; Cheng-gen ZHU ; Qing-lan GUO ; Jian-gong SHI
Acta Pharmaceutica Sinica 2023;58(4):992-1002
		                        		
		                        			
		                        			 Seventeen minor triterpenoid acids (
		                        		
		                        	
6.Association between exposure patterns of adverse childhood experiences and anxiety symptom trajectories in medical college students.
Shu Qin LI ; Zhi Cheng JIANG ; Ruo Yu LI ; Zheng Ge JIN ; Rui WANG ; Xian Bing SONG ; Shi Cheng ZHANG ; Yu Hui WAN
Chinese Journal of Preventive Medicine 2023;57(7):1004-1010
		                        		
		                        			
		                        			Objective: To analyze the association between exposure patterns of adverse childhood experiences (ACEs) and anxiety symptom trajectories in medical college students. Methods: A survey was conducted on first-year students from Anhui Medical College and Anqing Medical College, using the Childhood Abuse Questionnaire, Family Disability Questionnaire, Childhood Adverse Social Experience Item, and Anxiety Self Rating Scale. The baseline survey was conducted from November to December 2019, and two follow-up visits were conducted once every six months until November to December 2020. The latent class analysis (LCA) was used to analyze the exposure patterns of ACEs. The latent class growth analysis (LCGA) was used to analyze the development trajectory of anxiety symptoms. The multiple logistic regression model was used to analyze the correlation between different exposure patterns of ACEs and the trajectory of anxiety symptom trajectories. Results: A total of 3 662 college students aged (19.2±1.0) were surveyed. The LCA showed that the exposure patterns of ACEs could be divided into the "high ACEs" group (13.4%), "high neglect/emotional abuse" group (25.7%), "high family dysfunction" group (6.9%), "high neglect" group (27.1%), and "low ACEs" group (26.3%). The LCGA divided anxiety trajectories into four groups: "high anxiety decline" (7.1%),"anxiety increase "(4.1%), "moderate anxiety"(52.9%), and "low anxiety"(35.9%). Using the low ACEs group as a reference group, compared with the low anxiety trajectory, the high ACEs group, high neglect/emotional abuse group, high family dysfunction group, high neglect group, and medium to high-level anxiety trajectory were all associated with an increased risk (P<0.05). Conclusion: There is heterogeneity in ACEs exposure patterns among medical college students, and ACEs exposure patterns are important influencing factors for anxiety symptom trajectories.
		                        		
		                        		
		                        		
		                        			Humans
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		                        			Adverse Childhood Experiences
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		                        			Anxiety/epidemiology*
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		                        			Child Abuse/psychology*
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		                        			Students/psychology*
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		                        			Surveys and Questionnaires
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		                        			Adolescent
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		                        			Young Adult
		                        			
		                        		
		                        	
7.Forecasting the burden of disease from diabetes under the scenarios of specific risk factors control in China in 2030.
Yan Hong FU ; Ting Ling XU ; Zhen Zhen RAO ; Jiang Mei LIU ; Ruo Tong LI ; Min LIU ; Shi Cheng YU ; Mai Geng ZHOU ; Wen Lan DONG ; Guo Qing HU
Chinese Journal of Epidemiology 2023;44(4):581-586
		                        		
		                        			
		                        			Objective: To forecast mortality, age-standardized mortality, and probability of premature mortality from diabetes, and to simulate the impact of controlling risk factors by 2030 in China. Methods: We simulated the burden of disease from diabetes in six scenarios according to the development goals of risk factors control by the WHO and Chinese government. Based on the theory of comparative risk assessment and the estimates of the burden of disease for China from the Global Burden of Disease Study 2015, we used the proportional change model to project the number of deaths, age-standardized mortality, and probability of premature mortality from diabetes under different scenarios of risk factors control in 2030. Results: If the trends in exposures to risk factors from 1990 to 2015 continued. Mortality, age-standardized mortality, and probability of premature mortality from diabetes would increase to 32.57/100 000, 17.32/100 000, and 0.84% by 2030, respectively. During that time, mortality, age-standardized mortality and probability of premature mortality for males would all be higher than for females. If the goals of controlling risk factors were all achieved, the number of deaths from diabetes in 2030 would decrease by 62.10% compared to the predicted numbers based on the historical trends in exposure to risk factors, and the probability of premature mortality would drop to 0.29%. If only the exposure to a single risk factor were achieved by 2030, high fasting plasma glucose control would have the greatest impact on diabetes, resulting in a 56.00% reduction in deaths compared to the predicted numbers based on the historical trends, followed by high BMI (4.92%), smoking (0.65%), and low physical activity (0.53%). Conclusions: Risk factors control plays an important role in reducing the number of deaths, age-standardized mortality rate, and probability of premature mortality from diabetes. We suggest taking comprehensive measures to control relevant risk factors for certain populations and regions, to achieve the goal of reducing the burden of disease from diabetes as expected.
		                        		
		                        		
		                        		
		                        			Male
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		                        			Female
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		                        			Humans
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		                        			Risk Factors
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		                        			Diabetes Mellitus/epidemiology*
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		                        			Mortality, Premature
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		                        			Smoking
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		                        			Cost of Illness
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		                        			China/epidemiology*
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		                        			Global Burden of Disease
		                        			
		                        		
		                        	
8.Scoping review of progress in cohort studies of autism spectrum disorder.
Yun Xiao WU ; Zhi Xia LI ; Xiao Zhen LYU ; Mai WANG ; Tian Yu HUANG ; Jian Hong CHENG ; Ruo gu MENG
Chinese Journal of Epidemiology 2023;44(5):837-844
		                        		
		                        			
		                        			Objective: To understand the status of autism spectrum disorder (ASD) cohort studies and explore the feasibility of constructing ASD disease-specific cohorts based on real-world data (RWD). Methods: ASD cohort studies published by December 2022 were collected by literature retrieval from major Chinese and English databases. And the characteristics of the cohort were summarized. Results: A total of 1 702 ASD cohort studies were included, and only 60 (3.53%) were from China. A total of 163 ASD-related cohorts were screened, of which 55.83% were birth cohorts, 28.22% were ASD-specific cohorts, and 4.91% were ASD high-risk cohorts. Most cohorts used RWD such as hospital registries or conducted community-based field surveys to obtain participant information and identified patients with ASD by scales or clinical diagnoses. The contents of the studies included ASD incidence and prognostic risk factors, ASD comorbidity patterns and the impact of ASD on self-health and their offspring's health. Conclusions: ASD cohort studies in developed countries have been in the advanced stage, while the Chinese studies are still in their infancy. RWD provides the data basis for ASD-specific cohort construction and offers new opportunities for research, but work such as case validation is still needed to ensure the scientific nature of cohort construction.
		                        		
		                        		
		                        		
		                        			Humans
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		                        			Autism Spectrum Disorder
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		                        			Cohort Studies
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		                        			Databases, Factual
		                        			
		                        		
		                        	
10.Efficacy and feasibility of catheter-based adrenal ablation on Cushing's syndrome associated hypertension.
Zhen Cheng YAN ; Nan JIANG ; He Xuan ZHANG ; Qing ZHOU ; Xiao Li LIU ; Fang SUN ; Ruo Mei YANG ; Hong Bo HE ; Zhi Gang ZHAO ; Zhi Ming ZHU
Chinese Journal of Cardiology 2023;51(11):1152-1159
		                        		
		                        			
		                        			Objective: To explore the value of catheter-based adrenal ablation in treating Cushing's syndrome (CS)-associated hypertension. Methods: A clinical study was conducted in patients with CS, who received catheter-based adrenal ablation between March 2018 and July 2023 in Daping Hospital. Parameters monitored were blood pressure (outpatient and 24-hour ambulatory), body weight, clinical characteristics, serum cortisol and adrenocorticotropic hormone (ACTH) at 8 am, 24-hour urinary free cortisol (24 h UFC), fasting blood glucose and postoperative complications. Procedure effectiveness was defined as blood pressure returning to normal levels (systolic blood pressure<140 mmHg (1 mmHg=0.133 kPa) and diastolic blood pressure<90 mmHg), cortisol and 24 h UFC returning to normal and improvement of clinical characteristics. The parameters were monitored during follow up in the outpatient department at 1, 3, 6, and 12 months after catheter-based adrenal ablation. Results: A total of 12 patients (aged (40.0±13.2) years) were reviewed. There were 5 males, with 5 cases of adenoma and 7 with hyperplasia from imaging studies. Catheter-based adrenal ablation was successful in all without interruption or surgical conversion. No postoperative complication including bleeding, puncture site infection, adrenal artery rupture or adrenal bleeding was observed. The mean follow up was 28 months. Compared to baseline values, body weight declined to (59.48±11.65) kg from (64.81±10.75) kg (P=0.008), fasting blood glucose declined to (4.54±0.83) mmol from (5.53±0.99) mmol (P=0.044), outpatient systolic blood pressure declined to (128±21) mmHg from (140±19) mmHg (P=0.005), diastolic blood pressure declined to (78±10) mmHg from (86±11) mmHg (P=0.041), and the mean ambulatory daytime diastolic blood pressure declined to (79±12) mmHg from (89±8) mmHg (P=0.034). Catheter-based adrenal ablation in 8 patients was defined as effective with their 24 h UFC significantly reduced after the procedure (1 338.41±448.06) mmol/L from (633.66±315.94) mmol/L, P=0.011). The change of 24 h UFC between the effective treatment group and ineffective group was statistically significant (P=0.020). The postoperative systolic blood pressure in the treated adenoma group was significantly lower than those of hyperplasia group (112±13) mmHg vs. (139±20) mmHg, P=0.026). Conclusions: For patients with CS-associated hypertension who are unwilling or unable to undergo surgical treatment, catheter-based adrenal ablation could improve the blood pressure and cortisol level. Catheter-based adrenal ablation could be a safe, effective, and minimally invasive therapy. However, our results still need to be validated in further large-scale studies.
		                        		
		                        		
		                        		
		                        			Male
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		                        			Humans
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		                        			Cushing Syndrome/complications*
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		                        			Hydrocortisone
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		                        			Adrenal Gland Neoplasms/surgery*
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		                        			Feasibility Studies
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		                        			Blood Glucose
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		                        			Hyperplasia/complications*
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		                        			Hypertension/complications*
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		                        			Adenoma/complications*
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		                        			Body Weight
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		                        			Catheters/adverse effects*
		                        			
		                        		
		                        	
            
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