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.Longitudinal cross lagged analysis of body mass index and weight stigma with depressive symptom in adolescents
DONG Ziqi, SONG Xinli, YUAN Wen, LI Jing, YANG Tian, ZHANG Xiuhong, SONG Yi, DONG Yanhui
Chinese Journal of School Health 2025;46(9):1242-1245
Objective:
To explore the bidirectional associations among body mass index Z scores (BMI Z scores) and weight stigma with depressive symptoms in adolescents, thereby providing evidence for targeted intervention strategies.
Methods:
A stratified cluster random sampling method was employed to select 18 301 adolescents aged 12-18 years from all 12 prefectures (103 counties) in the Inner Mongolia Autonomous Region, and two waves of longitudinal surveys were conducted in September 2023 (T1) and September 2024 (T2) among the adolescents. Weight stigma was assessed by using a self developed questionnaire, depressive symptom was measured with the Center for Epidemiologic Studies Depression Scale (CES-D), and BMI Z scores were calculated according to the World Health Organization standards. Pearson correlation analysis was used to examine associations among variables, and cross lagged panel models were constructed to investigate the dynamic bidirectional relationships among the three variables.
Results:
Adolescents BMI Z scores and weight stigma with depressive symptoms all exhibited autoregressive stability across the two time points (autoregressive paths, all P <0.01). Cross lagged model comparisons indicated that the bidirectional path model achieved the best fit ( χ 2=12.65, RMSEA =0.017, CFI =1.000; △ χ 2=193.39, P <0.01), supporting dynamic bidirectional associations among the three variables. After adjusting for gender, age, subjective social status and only child status, T1 BMI Z scores among adolescents positively predicted T2 weight stigma ( β =0.061), and T1 weight stigma positively predicted T2 depressive symptoms ( β =0.608); in the reverse direction, T1 depressive symptoms predicted T2 weight stigma ( β =0.003), and T1 weight stigma predicted T2 BMI Z scores ( β =0.081) (all P <0.01).
Conclusions
There is a bidirectional cross lagged relationship among adolescents BMI Z scores and weight stigma with depressive symptoms, suggesting that weight stigma may serve as a key psychological variable linking obesity and depressive symptoms. Greater attention should be paid to the potential threat of weight stigma to adolescents mental health, with intervention strategies expanded from a solely physiological focus to encompass psychosocial dimensions.
3.Evaluation of chemiluminescence immunoassay kit for detection of hepatitis D virus IgG antibody
Rongchen YUAN ; Fangming CHENG ; Kuanhui XIANG ; Yongcong LI ; Tianxun HUANG ; Zhenchao TIAN ; Xiongwei LIU ; Xiaozhong WANG ; Zhuanguo WANG ; Yahong MA ; Jing ZHOU ; Erhei DAI ; Chungen QIAN ; Tong LI ; Tao SHEN ; Bangning CHENG
Chinese Journal of Laboratory Medicine 2024;47(3):234-238
Objective:This study evaluates the performance of chemiluminescence assay, which is designed to detect Hepatitis D Virus (HDV) Immunoglobulin G (IgG) antibodies.Methods:A comparative analysis was conducted among chemiluminescence anti-HDV IgG reagent, the magnetic particle-based domestic reagent A and domestic reagent B, and the Robo Gene HDV RNA kit, using 1909 HBsAg-positive plasma samples. This comparison aimed to delineate clinical specificity and detection accuracy. The anti-HDV IgG reagent precision was assessed at three different concentration levels following the Clinical Laboratory Standards Institute EP5-A2 guidelines. The specificity of the assay was validated using 200 HAV IgM positive, 545 HBsAg-positive but anti-HDV IgG-negative, 350 anti HCV positive plasma samples and 200 healthy human blood samples. Additionally, a concordance study was conducted with 545 HBsAg-positive and 37 anti-HDV IgG-positive plasma samples, comparing the anti-HDV IgG reagent against reagent A.Results:1 909 HBsAg-positive plasma samples were tested using 3 anti HDV IgG reagent and 1 HDV RNA reagent, 19 samples were identified as anti-HDV IgG-positive. The anti-HDV IgG demonstrated superior accuracy and specificity. The assay exhibited excellent precision, with intra-assay coefficient of variation (CV) values ranging from 1.57% to 4.30%, and inter-assay CV values between 1.71% and 4.67% for detecting samples at high, medium, and low concentration levels. Concordance with Reagent A showed consistent results in both positive and negative detections.Conclusion:In this study, the anti-HDV IgG reagent (chemiluminescence method) displayed outstanding specificity in detecting clinical samples and exhibited a high conformity rate with commercialized reagents, making it potentially suitable for screening anti-HDV IgG in HBsAg-positive samples.
4.Assessment and preliminary clinical application of a domestic nucleic acid detection reagent for hepatitis D virus
Yongcong LI ; Rongchen YUAN ; Kuanhui XIANG ; Guomin OU ; Tianxun HUANG ; Fangming CHENG ; Zhenchao TIAN ; Xiongwei LIU ; Xiaozhong WANG ; Feng GUO ; Yahong MA ; Jing ZHOU ; Erhei DAI ; Bangning CHENG ; Tong LI ; Tao SHEN ; Chungen QIAN
Chinese Journal of Laboratory Medicine 2024;47(3):239-244
Objective:This study aims to evaluate the quality and explore the preliminary clinical applications of a domestically developed hepatitis D virus nucleic acid quantification reagent (abbreviated as"domestic HDV RNA reagent").Methods:The sensitivity and accuracy of the reagent were evaluated in accordance with the WHO HDV RNA international standard, employing the Bio-Rad CFX Opus 96 real-time fluorescence quantitative PCR analysis system. Serial dilutions of pseudo-viruses or cell culture-derived virus were used to determine the linear range of the domestic HDV RNA reagent. Specificity was assessed using positive samples of HAV, HBV, HCV infection, and HEV national reference materials. Precision was evaluated with samples at both high and low concentrations. In a comparative analysis, 30 HDV IgG positive samples were tested using both the domestic HDV RNA reagent and the RoboGene HDV RNA kit based on the ABI 7500 FAST DX system. The Pearson correlation coefficient (r) was used to examine the correlation between the two reagents.Results:The domestic HDV RNA reagent demonstrated a high sensitivity of up to 6 IU/ml, consistent with that of the comparator reagent. The calibration curve for WHO HDV RNA standards had a slope of -3.286, with an amplification efficiency of 101.6%. The linear detection range spanned from 10 to 10 8 IU/ml for eight HDV genotypes. The domestic HDV RNA reagent exhibited exceptional specificity, without cross-reactivity observed with HAV, HBV, HCV, or HEV. Accuracy assessments at five concentration levels met the required standards, with intra-assay precision coefficient of variation ( CV) ranging from 1.20% to 4.20%, and inter-assay precision CV from 1.20% to 7.90%. The detection results for HDV IgG positive samples were highly correlated with the comparator reagent ( r=0.984, P<0.001), achieving a diagnostic accuracy of 100% compared to sequencing results. Conclusion:In this study, the domestic HDV RNA reagent possesses excellent specificity, accuracy, precision, and a broad linear range, attaining a sensitivity level on par with international reagents of the same type.
5.Efficacy comparison between olaparib and platinum-containing regimen for treatment of platinum-sensitive relapsed ovarian cancer patients with BRCA mutation
Jing CHEN ; Nan TANG ; Yuanyuan WU ; Yuan TIAN ; Tong LIU ; Yanli WANG ; Dongjie LI ; Runpu LI
Cancer Research and Clinic 2024;36(3):177-183
Objective:To explore the differences in tumor-specific growth factors, cellular immune function and efficacy of olaparib and platinum-containing regimen for treatment of platinum-sensitive relapsed ovarian cancer patients with BRCA mutation.Methods:A retrospective cohort study was conducted. A total of 100 platinum-sensitive relapsed BRCA-mutant ovarian cancer patients in Baoding Second Central Hospital from September 2017 to March 2020 were retrospectively selected. The clinical data of the patients were analyzed, and they were divided into the olaparib group (treated with olaparib tablets) and the platinum-containing regimen group (treated with paclitaxel and platinum drugs for 6 cycles, followed by olaparib tablets maintenance therapy), with 50 patients in each group. The clinical efficacy, tumor specific growth factor [carbohydrate antigen (CA) 125, CA199, human epididymal protein 4 (HE4)] levels, cellular immune function-related indicators [T-cell subsets (proportions of CD3 + cells and CD4 + cells), CD4 + cells/CD8 + cells ratio (CD4 +/CD8 +)], and quality of life scores before treatment and after 2, 4 and 6 cycles of treatment of the two groups were compared, as well as the safety of the two groups. The data of three years of follow-up were obtained, Kaplan-Meier method was used to analyze the progression-free survival (PFS) of patients in the two groups, and log-rank test was used for comparison between groups. Results:The age of patients in the olaparib and platinum-containing regimen groups was (53±7) years old and (56±7) years old, respectively. The differences in compositions of patients with different age, body mass index, Eastern Cooperative Oncology Group (ECOG) performance status score, primary tumor location, lesion size, pathological stage, pathological type, germline BRCA mutation, and previous chemotherapy response between the two groups were not statistically significant (all P > 0.05). The objective response rate (ORR) [58.0% (29/50) vs. 38.0% (19/50)] and disease control rate (DCR) [80.0% (40/50) vs. 56.0% (28/50)] of the olaparib group after treatment were higher than those of the platinum-containing regimen group, and the differences were statistically significant (both P < 0.05). Serum CA125, CA199 and HE4 levels were gradually decreased in both groups before treatment and after 2, 4 and 6 cycles of treatment (all P < 0.05); serum CA125, CA199 and HE4 levels in the olaparib group after 2, 4 and 6 cycles of treatment were lower than those in the platinum-containing regimen group, and the differences were statistically significant (all P < 0.05). The CD3 + cells ratio, CD4 + cell ratio and CD4 +/CD8 + in the olaparib group gradually increased before treatment and after 2, 4 and 6 cycles of treatment (all P < 0.05), while those in the platinum-containing regimen group all gradually decreased (all P < 0.05); the CD3 + cells ratio, CD4 + cells ratio and CD4 +/CD8 + in the olaparib group were higher than those in the platinum-containing regimen group after 2, 4 and 6 cycles of treatment, and the differences were statistically significant (all P < 0.05). The quality of life scores of both groups increased before treatment and after 2, 4 and 6 cycles of treatment (all P < 0.05), and the quality of life scores of the olaparib group were higher than those of the platinum-containing regimen group after 2, 4 and 6 cycles of treatment, and the differences were statistically significant (all P < 0.05). The incidence of nausea, fatigue and malaise, vomiting, anemia, and diarrhea at all levels in the olaparib group was lower than those in the platinum-containing regimen group (all P < 0.05). By follow-up for 3 years, there was no statistically significant difference in PFS between the olaparib group and the platinum-containing regimen group ( P > 0.05). Conclusions:The efficacy of olaparib treatment in platinum-sensitive relapsed ovarian cancer patients with BRCA mutation is superior to platinum-containing regimen, and it can increase the level of T cells, inhibit the expression of tumor-specific growth factors, improve the quality of life, and have a positive effect on improving the safety of treatment.
6.Study on the Oral Health Status in Middle-aged and Elderly Population in Wuhan
Jing YUAN ; Huan TIAN ; Shiqiang GONG
Acta Medicinae Universitatis Scientiae et Technologiae Huazhong 2024;53(1):105-109
Objective To analyze the current oral health status of middle-aged and elderly people in Wuhan,and to provide clinical evidence for preventing and promoting oral health among middle-aged and elderly people.Methods The data was col-lected from the annual health examination data system of Wuhan,which included 1994 patients aged 45~95.According to the World Health Organization(WHO)"Basic Methods of Oral Health Survey"(5 th edition),the data of caries,periodontal disease,dentition defect,dentition loss and denture restoration was mainly studied.Statistical methods such as Chi-square test and vari-ance analysis were used for data analysis.Results Among the 1994 subjects,1613 people(80.89%)were male and 218 people(10.93%)were older than 75 years old.The average numbers of caries and teeth loss were 2.68 and 2.03,respectively.The mean number of caries and tooth loss increased with age.The mean numbers of caries and tooth loss in 45~,55~,65~,75~,and 85~95 years old groups were 0.98 and 0.54,1.82 and 1.39,3.21 and 2.48,7.65 and 6.04,12.65 and 9.91,respective-ly.The difference among different age groups was statistically significant(P<0.01).The proportion of restoration of teeth loss was also elevated with the increase of age(P<0.01),and the difference of community periodontal index(CPI)among different age groups was also statistically significant(P<0.01).The proportion of people in CPI1 group(shallow periodontal pocket)was decreased with the increase of age,while the proportion of people in CPI2 group(deep periodontal pocket)was increased with the increase of age(P<0.01).Conclusion The overall oral health examination results of middle-aged and elderly people in Wuhan shows that the oral health status is slightly better when compared with the result of urban area in the 4th National Oral Health Examination.But caries,periodontal disease,tooth loss and unrepaired dentures are still serious in the elderly population.It is necessary to improve the prevention awareness of oral diseases in the elderly through regular oral examination,timely detection and treatment.At the same time,attention should be paid to dental restoration in the elderly population to improve the quality of life.
7.Current status of cognition and skin care behavior in adolescent patients with acne: A survey in China.
Jing TIAN ; Hong SHU ; Qiufang QIAN ; Zhong SHEN ; Chunyu ZHAO ; Li SONG ; Ping LI ; Xiuping HAN ; Hua QIAN ; Jinping CHEN ; Hua WANG ; Lin MA ; Yuan LIANG
Chinese Medical Journal 2024;137(4):476-477
8.The effect of olaparib on the PD-1/PD-L1 signaling pathway in platinum-sensitive recurrent BRCA-mutant ovarian cancer patients
Jing CHEN ; Nan TANG ; Yuanyuan WU ; Yuan TIAN ; Tong LIU ; Runpu LI
International Journal of Laboratory Medicine 2024;45(15):1834-1838
Objective To investigate the effect of olaparib and platinum-based regimen on tumor angiogen-esis-related factors and programmed death-1(PD-1)/programmed death-ligand 1(PD-L1)signaling pathway in platinum-sensitive relapsed breast cancer susceptibility gene(BRCA)mutation ovarian cancer(OC)pa-tients.Methods A retrospective analysis was conducted on 95 platinum-sensitive recurrent BRCA mutation OC patients in a hospital from May 2018 to May 2020.The patients were divided into two groups based on their treatment regimen:the control group(47 cases)received paclitaxel plus platinum therapy,and the obser-vation group(48 cases)received olaparib tablets.The efficacy,safety,tumor angiogenesis-related factors[an-giogenin-2(Ang-2),vascular endothelial growth factor(VEGF),stromal cell-derived factor-1α(SDF-1α)],pe-ripheral blood CD4+T cells PD-1,PD-L1 levels were compared between the two groups.Results DCR in ob-servation group was higher than that in control group,the difference was statistically significant(P<0.05).There was no significant difference in the incidence of nausea,fatigue and fatigue,vomiting,anemia,diarrhea,leukopenia,neutropenia and anorexia between the observation group and the control group(P>0.05).The serum levels of VEGF,Ang-2 and SDF-1α in the observation group were lower than those in the control group after 3 and 6 cycles of treatment,and the differences were statistically significant(P<0.05).The levels of periph-eral blood CD4+T cells PD-1 and PD-L1 in the observation group were lower than those in the control group at 3 and 6 cycles of treatment,and the difference was statistically significant(P<0.05).Conclusion Olaparib is used in platinum-sensitive relapsed BRCA mutation OC patients to regulate the PD-1/PD-L1 signaling pathway,re-duce the levels of tumor angiogenesis-related factors,and improve therapeutic efficacy.
9.Development of a national health standard:Guideline for pediatric transfusion
Rong HUANG ; Qingnan HE ; Mingyan HEI ; Minghua YANG ; Xiaofan ZHU ; Jun LU ; Xiaojun XU ; Tian-Ming YUAN ; Rong ZHANG ; Xu WANG ; Jinping LIU ; Jing WANG ; Zhili SHAO ; Mingyi ZHAO ; Jia GUO ; Xiny-In WU ; Jiarui CHEN ; Qirong CHEN ; Rong GUI ; Yongjian GUO
Chinese Journal of Blood Transfusion 2024;37(7):839-844
Children and adults differ significantly in physiology,biochemistry and immune function,which leads to sig-nificant differences in blood transfusion strategies between children and adults.To guide the clinical transfusion practice of pediatric patients and improve the prognosis of children,the National Health Commission organized the formulation and re-lease of the health industry standard Guideline for Pediatric Transfusion(WS/T 795-2022).This paper will briefly introduce some concepts that help understand of the Standard and the preparation process of the Standard,and explain and interpret the preparation of the"scope","general provisions"and"factors to consider"of the Standard,hoping to contribute to the understanding and implementation of the Standard.
10.Somatic CDKN2A copy number variations are associated with the prognosis of esophageal squamous cell dysplasia
Zhiyuan FAN ; Jing ZHOU ; Yuan TIAN ; Yu QIN ; Zhaojun LIU ; Liankun GU ; M. Sanford DAWSEY ; Wenqiang WEI ; Dajun DENG
Chinese Medical Journal 2024;137(8):980-989
Background::Somatic copy number variations (SCNVs) in the CDKN2A gene are among the most frequent events in the dysplasia-carcinoma sequence of esophageal squamous cell carcinoma. However, whether CDKN2A SCNVs are useful biomarkers for the risk stratification and management of patients with esophageal squamous cell dysplasia (ESCdys) is unknown. This study aimed to investigate the characteristics and prognostic value of CDKN2A SCNVs in patients with mild or moderate (m/M) ESCdys. Methods::This study conducted a prospective multicenter study of 205 patients with a baseline diagnosis of m/M ESCdys in five high-risk regions of China (Ci County, Hebei Province; Yanting, Sichuan Province; Linzhou, Henan Province; Yangzhong, Jiangsu Province; and Feicheng, Shandong Province) from 2005 to 2019. Genomic DNA was extracted from paraffin biopsy samples and paired peripheral white blood cells from patients, and a quantitative polymerase chain reaction assay, P16-Light, was used to detect CDKN2A copy number. The cumulative regression and progression rates of ESCdys were evaluated using competing risk models. Results::A total of 205 patients with baseline m/M ESCdys were enrolled. The proportion of ESCdys regression was significantly lower in the CDKN2A deletion cohort than in the diploid and amplification cohorts (18.8% [13/69] vs. 35.0% [28/80] vs. 51.8% [29/56], P <0.001). In the univariable competing risk analysis, the cumulative regression rate was statistically significantly lower ( P = 0.008), while the cumulative progression rate was higher ( P = 0.017) in ESCdys patients with CDKN2A deletion than in those without CDKN2A deletion. CDKN2A deletion was also an independent predictor of prognosis in ESCdys ( P = 0.004) in the multivariable analysis. Conclusion::The results indicated that CDKN2A SCNVs are associated with the prognosis of ESCdys and may serve as potential biomarkers for risk stratification.


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