1.Preliminary study on the construction of an echocardiogram image quality control system based on artificial intelligence
Zhanru QI ; Hanlin CHENG ; Chunjie SHAN ; Ruiyang CHEN ; Hexiang WENG ; Yue DU ; Guanjun GUO ; Xiaoxian WANG ; Jing YAO ; Shouhua LUO ; Aijuan FANG ; Hui CHEN ; Zhongqing SHI
Chinese Journal of Ultrasonography 2025;34(2):107-113
Object:To explore the feasibility of using artificial intelligence for quality control of echocardiographic images.Methods:Retrospectively,5 000 two-dimensional echocardiographic video images within the period from 2021 to 2023 were randomly retrieved from the echocardiography database of Nanjing Drum Tower Hospital,Affiliated Hospital of Medical School,Nanjing University. Among these selected images,1 559 of them were apical views. The physician team formulated the scoring rules,which specifically included four scoring criteria:gain,scaling ratio,cardiac axis angle,and structure. Subsequently,the data were labeled with view classification and image quality scores. The labeled data were further partitioned into the training set( n = 643),the validation set( n = 276),and the test set( n = 640). The training and validation sets were utilized for constructing the models for view classification and quality assessment,while the test set was employed to verify the models' effectiveness. The view classification module was implemented using the SlowFast model,and the quality assessment module involved algorithms such as ResNet,Video Swin Transformer,SSD,and U-Net. Results:The average accuracy,precision,recall rate and F1 score of the classification model in identifying each apical view were 0.987 1,0.983 0,0.987 1 and 0.984 9 respectively,and the inference time was(333.4 ± 105.4)ms. The average accuracies of the quality assessment module in terms of gain,scaling ratio,cardiac axis angle and display of main structures were 0.915 1,0.928 2,0.938 7 and 0.965 6 respectively,and the overall scoring accuracy was 0.912 7.Conclusions:The echocardiogram quality control system developed in this research can effectively classify and evaluate the quality of two-dimensional images of the apical views in echocardiograms. Moreover,it guarantees the objectivity,timeliness and high-efficiency of quality control,which has reference value for the establishment of the echocardiogram quality control system.
2.Analysis of prostate cancer screening results and exploration of screening model for elderly males in Songjiang Rural Areas of Shanghai City based on PSA preliminary screening under the community linkage mode
Daocheng FANG ; Lingfeng WU ; Lixin CHEN ; Chunhua TANG ; Yong WANG ; Hui LI ; Hui WANG ; Kui ZHANG ; Shuangquan SUN ; Qiang GAO ; Mingyuan DONG ; Chao WANG ; Yi YANG ; Zhiwei YANG ; Jing LIU ; Wendi DU ; Zhenbing SHI ; Shumei BI ; Hui WEN
Chinese Journal of Preventive Medicine 2025;59(2):230-234
This study aims to analyze the screening results and epidemiological characteristics of prostate cancer (PCa) among elderly males in the rural areas of Songjiang, Shanghai City, through the implementation of a preliminary prostate-specific antigen (PSA) screening based on a community-linkage model, and to explore an effective screening approach. A retrospective observational study design was employed to collect data from residents who underwent PSA screening at Songjiang Hospital affiliated to Shanghai Jiao Tong University School of Medicine, in collaboration with multiple community health service centers in Songjiang District, Shanghai City, between June 2022 and June 2024, through free clinics and annual health examinations. Prostate biopsy was recommended for individuals with total PSA (tPSA) levels >10 ng/ml and those with 4 ng/ml≤tPSA≤10 ng/ml and abnormal free-to-total PSA (f/tPSA) ratios. Clinical characteristics of detected PCa patients were analyzed. Follow-up was conducted through phone calls and home visits by family doctors, coupled with enhanced health education. The results indicated that a total of 17 198 residents participated in the screening, among which 2 234 (12.99%) had tPSA levels between 4 ng/ml and 10 ng/ml, and 257 (1.49%) had tPSA levels >10 ng/ml. Ultimately, 417 residents underwent prostate biopsy, with 171 being diagnosed with PCa, yielding a positive biopsy rate of 41.00% and a PCa detection rate of 0.99%. The predominant pathological subtype among PCa patients was adenocarcinoma (168 cases, 98.24%). Of the 146 PCa patients who received treatment, the majority were classified as intermediate or high-risk (124 cases, 84.93%). Furthermore, with the optimization of the screening model, there was a significant increase in the proportion of subsequent outpatient visits. In conclusion, the community-linkage-based PSA screening model demonstrated high effectiveness in screening for PCa among elderly males in the rural areas of Songjiang, Shanghai City. Epidemiological findings revealed that PCa patients in this region are primarily composed of intermediate and high-risk groups, highlighting the need for intensified early screening and health education.
3.Preliminary study on the construction of an echocardiogram image quality control system based on artificial intelligence
Zhanru QI ; Hanlin CHENG ; Chunjie SHAN ; Ruiyang CHEN ; Hexiang WENG ; Yue DU ; Guanjun GUO ; Xiaoxian WANG ; Jing YAO ; Shouhua LUO ; Aijuan FANG ; Hui CHEN ; Zhongqing SHI
Chinese Journal of Ultrasonography 2025;34(2):107-113
Object:To explore the feasibility of using artificial intelligence for quality control of echocardiographic images.Methods:Retrospectively,5 000 two-dimensional echocardiographic video images within the period from 2021 to 2023 were randomly retrieved from the echocardiography database of Nanjing Drum Tower Hospital,Affiliated Hospital of Medical School,Nanjing University. Among these selected images,1 559 of them were apical views. The physician team formulated the scoring rules,which specifically included four scoring criteria:gain,scaling ratio,cardiac axis angle,and structure. Subsequently,the data were labeled with view classification and image quality scores. The labeled data were further partitioned into the training set( n = 643),the validation set( n = 276),and the test set( n = 640). The training and validation sets were utilized for constructing the models for view classification and quality assessment,while the test set was employed to verify the models' effectiveness. The view classification module was implemented using the SlowFast model,and the quality assessment module involved algorithms such as ResNet,Video Swin Transformer,SSD,and U-Net. Results:The average accuracy,precision,recall rate and F1 score of the classification model in identifying each apical view were 0.987 1,0.983 0,0.987 1 and 0.984 9 respectively,and the inference time was(333.4 ± 105.4)ms. The average accuracies of the quality assessment module in terms of gain,scaling ratio,cardiac axis angle and display of main structures were 0.915 1,0.928 2,0.938 7 and 0.965 6 respectively,and the overall scoring accuracy was 0.912 7.Conclusions:The echocardiogram quality control system developed in this research can effectively classify and evaluate the quality of two-dimensional images of the apical views in echocardiograms. Moreover,it guarantees the objectivity,timeliness and high-efficiency of quality control,which has reference value for the establishment of the echocardiogram quality control system.
4.Comparative study on application efficacy of different surveillance methods in postmarketing safety evaluation of group A and C meningococcal polysaccharide vaccine
Xiaowen SHI ; Chang LI ; Wenjian FANG ; Lin DU
Adverse Drug Reactions Journal 2025;27(5):288-295
Objective:To compare and analyze the application efficacy of active surveillance versus passive surveillance in post-marketing safety monitoring of the group A and C meningococcal polysaccharide vaccine(MPSV-AC).Methods:Safety data for MPSV-AC from its market launch in November 2011 to June 2024 were collected from Beijing Zhifei Lyuzhu Biopharmaceutical Co., Ltd., and categorized into active and passive surveillance data based on acquisition methods. Active surveillance data were derived from adverse events cases observed in the company′s phase Ⅳ clinical trial. Passive surveillance data were carried out by the Pharmacovigilance Department through the drug adverse reaction direct reporting system, which downloaded all adverse events following immunization(AEFI) case reports. Cases of adverse events under active surveillance that were "definitely related", "probably related", "possibly related", or "possibly unrelated" were classified as adverse reaction cases, and cases of passive surveillance that were classified as "general reaction" or "abnormal reaction" were classified as adverse reaction cases, and were counted according to the number of cases. For cases where different clinical manifestations of adverse reactions or preferred terminology were present in the same one patient, the number was counted separately. Descriptive epidemiological methods were used to describe the incidence of adverse reaction reports, the distribution of clinical manifestations, adverse reactions recorded and not recorded in the instructions and adverse reactions outcomes of two monitoring methods. The differences in the incidence of reported adverse reactions between active and passive surveillance were compared and analysed.Results:A total of 922 patients with MPSV-AC adverse reaction reports were obtained through two monitoring modes, and 1 308 adverse reactions were occurred. In the active surveillance, the number of vaccination doses was 9 999, and 579 patients with adverse reactions were reported with 911 adverse reactions. In the passive surveillance, the number of vaccination doses was 4 185 800, and 343 patients with adverse reactions were reported with 397 adverse reactions. The incidence of reported adverse reactions in the passive surveillance was lower than in the active surveillance, and the difference was statistically significant [0.008% (343/4 185 800) vs. 5.791% (579/9 999), P<0.001]. The age range for active surveillance was ≥2 to<7 years old; the age range of passive surveillance was 0-15 years old, with the highest proportion of those aged ≥2 to<7 years old [79.30% (273/343)]. The clinical manifestation that topped the composition ratio of major adverse reactions for both surveillanceme thods was fever, but systemic symptoms such as malaise and anorexia were more frequently reported in active surveillance, whereas signs visible on the surface such as allergic rash, erythema and hard nodules were reported in passive surveillance. The proportion of serious adverse reactions from active surveillance was 0.22%(2/922), which were upper respiratory tract infection and febrile convulsions. Of the adverse reactions not included in the specification, those from active surveillance mainly involved infections and invasive diseases [77.32% (75/97)], and those from passive surveillance mainly involved diseases of the skin and subcutaneous tissues(6/12). All 579 patients in the active surveillance adverse reaction reports were monitored until cured; in the passive surveillance, 199 cases (50.13%, 199/397) were cured, 168 cases (42.32%, 168/397) were improved, and 30 cases (7.56%, 30/397) were unknown. Conclusions:Active surveillance is irreplaceable for postmarketing safety evaluation of vaccines, as it comprehensively captures safety signals, indicating good safety of MPSV-AC. A multi-source data integration platform could be established in the future.
5.Effects of MTHFR and GGH gene polymorphisms on plasma concentrations and toxicity following high-dose methotrexate therapy in children with acute lymphoblastic leukemia.
Lin-Xiao TENG ; Qi AN ; Lei WANG ; Nan WANG ; Qing-Ling KONG ; Rui HAN ; Yuan WANG ; Lu LIU ; Yan WANG ; Shu-Mei XU ; Kun-Peng SHI ; Fang-Shan QIU ; Xi-Xi DU ; Jin-Rui SHI
Chinese Journal of Contemporary Pediatrics 2025;27(7):802-807
OBJECTIVES:
To investigate the effects of methylenetetrahydrofolate reductase (MTHFR) rs1801133 and γ-glutamyl hydrolase (GGH) rs11545078 gene polymorphisms on plasma concentrations and toxicity following high-dose methotrexate (MTX) therapy in children with acute lymphoblastic leukemia (ALL).
METHODS:
Children with ALL treated at the Xuzhou Children's Hospital of Xuzhou Medical University from January 2021 to April 2024 were selected for this study. Genotypes of MTHFR rs1801133 and GGH rs11545078 were determined using multiplex polymerase chain reaction. MTX plasma concentrations were measured by enzyme-multiplied immunoassay technique, and toxicity was graded according to the Common Terminology Criteria for Adverse Events version 5.0. The relationships between MTHFR rs1801133 and GGH rs11545078 genotypes and both MTX plasma concentrations and associated toxicities were analyzed.
RESULTS:
In the low-risk ALL group, the MTHFR rs1801133 genotype was associated with increased MTX plasma concentrations at 72 hours (P<0.05). In the intermediate- to high-risk group, the MTHFR rs1801133 genotype was associated with increased MTX plasma concentrations at 48 hours (P<0.05), and the GGH rs11545078 genotype was associated with increased MTX plasma concentrations at 48 hours (P<0.05). In the intermediate- to high-risk group, the MTHFR rs1801133 genotype was associated with the occurrence of reduced hemoglobin (P<0.05), and the GGH rs11545078 genotype was associated with the occurrence of thrombocytopenia (P<0.05).
CONCLUSIONS
Detection of MTHFR rs1801133 and GGH rs11545078 genotypes can be used to predict increased MTX plasma concentrations and the occurrence of toxic reactions in high-dose MTX treatment of ALL, enabling timely interventions to enhance safety.
Humans
;
Methotrexate/toxicity*
;
Methylenetetrahydrofolate Reductase (NADPH2)/genetics*
;
Precursor Cell Lymphoblastic Leukemia-Lymphoma/blood*
;
Male
;
Female
;
Child
;
Child, Preschool
;
gamma-Glutamyl Hydrolase/genetics*
;
Antimetabolites, Antineoplastic/adverse effects*
;
Infant
;
Polymorphism, Genetic
;
Adolescent
;
Genotype
;
Polymorphism, Single Nucleotide
6.Association between hypertension subtypes and risk for all-cause mortality and cardio-cerebrovascular mortality in the elderly in communities of Beijing
Rongrong LI ; Shengshu WANG ; Haowei LI ; Shimin CHEN ; Junhan YANG ; Huaihao LI ; Yueting SHI ; Yinghui BAO ; Shengyan DU ; Wenchang WANG ; Jianhua WANG ; Xianghua FANG ; Hongbing YANG ; Ding MA ; Shanshan YANG ; Miao LIU ; Yao HE
Chinese Journal of Epidemiology 2025;46(3):366-375
Objective:To study the association between subtypes of hypertension and risk for all-cause mortality and cardio-cerebrovascular mortalities in the elderly in communities of Beijing.Methods:The data were collected from the Beijing Healthy Aging Cohort Study. The elderly in 5 urban areas (former Xicheng, former Xuanwu, Fangshan, Haidian and Tongzhou) and 4 rural areas (Yanqing, Miyun, Huairou and Daxing) in Beijing were selected as the study subjects by multi-stage stratified cluster random sampling. The baseline survey was conducted from July 2009 to September 2015. The follow-up was conducted until March 31, 2021, and a total of 6 326 participants were enrolled. Cox proportional hazard regression model was used to analyze the association of SBP, DBP, normal blood pressure, high normal blood pressure, simple systolic hypertension, simple diastolic hypertension and systolic diastolic hypertension with all-cause mortality and cardio-cerebrovascular mortality.Results:By March 31, 2021, the median follow-up time was 6.30 years, the all-cause mortality density was 201.67/10 000 person-years, and the cardio-cerebrovascular mortality density was 90.20/10 000 person-years. Multivariate Cox proportional hazard regression model analysis showed that the risk for all-cause mortality increased by 5.6% ( HR=1.056, 95% CI: 1.020-1.092), and the risk for cardio-cerebrovasculvar mortality increased by 12.5% ( HR=1.125, 95% CI: 1.071-1.182) for every 10 mmHg increase in SBP. The risk for all-cause mortality increased by 8.6% ( HR=1.086, 95% CI: 1.023-1.152), and the risk for cardio-cerebrovascular mortality increased by 19.9% ( HR=1.199, 95% CI: 1.101-1.306) for every 10 mmHg increase in DBP. Compared with the normal blood pressure group, the risk for all-cause mortality increased by 64.8% ( HR=1.648, 95% CI: 1.049-2.591) and the risk for cardio- cerebrovascular mortality increased by 112.8% ( HR=2.128, 95% CI: 1.069-4.233) in the simple diastolic hypertension group. The risk for all-cause mortality increased by 34.4% ( HR=1.344, 95% CI: 1.023-1.467) and the risk for cardio-cerebrovascular mortality increased by 111.3% ( HR=2.113, 95% CI: 1.384-3.225) in the systolic-diastolic hypertension group. Conclusions:In the elderly in communities of Beijing, beside systolic-diastolic hypertension. It is necessary to pay close attention to the simple diastolic hypertension, which has lower prevalence, and give targeted prevention and treatment.
7.Association of urinary albumin-to-creatinine ratio and cardiovascular health score with cardio-cerebrovascular mortality and all-cause mortality in urban elderly residents in Beijing
Junhan YANG ; Haowei LI ; Shimin CHEN ; Rongrong LI ; Huaihao LI ; Yueting SHI ; Yinghui BAO ; Shengyan DU ; Wenchang WANG ; Shanshan YANG ; Jianhua WANG ; Xianghua FANG ; Hongbing YANG ; Ding MA ; Shengshu WANG ; Miao LIU ; Yao HE
Chinese Journal of Epidemiology 2025;46(3):385-392
Objective:To investigate the association of urinary albumin-to-creatinine ratio (UACR) in normal range and cardiovascular health (CVH) score with cardio-cerebroascular and all-cause mortality in urban elderly residents in Beijing.Methods:Based on Beijing Healthy Aging Cohort Study, data from 1 817 elderly participants with normal UACR were analyzed, and UACR was used as both continuous and categorical variable. "Life's Essential 8" was used to develop a CVH score. Statistical analysis was performed by using software SPSS 26.0 and R 4.2.1, including two independent samples t-test, χ2 test and non-parametric test. Multivariable Cox proportional hazard regression models stratified by CVH score and the restricted cubic spline were used to analyse the association of UACR with the risk for cardio-cerebrovascular and all-cause mortality. Results:By March 31, 2021, the median follow-up time M ( Q1, Q3) was 11.28 (10.84, 11.36) years, a total of 308 deaths were recorded during follow-up, and the mortality density was 163.87/10 000 person-years. The age of the participants was (71.4±6.6) years, and 1 070 participants were women. The results showed that the risk for both cardio-cerebrovascular disease and all-cause mortality decreased with the decrease of UACR in the low CVH score group ( HR=0.500, 95% CI: 0.341-0.734; HR=0.793, 95% CI: 0.647-0.971), and in the high CVH score group, there was a decreasing trend in the risk for cardio-cerebrovascular mortality with the decrease of UACR ( HR=0.665, 95% CI: 0.447-0.990). Compared with the participants with low CVH score and higher UACR, the risk for cardio-cerebrovascular and all-cause mortality decreased by 68.9% and 45.6%, respectively, in the participants with high CVH score and lower UACR ( HR=0.311, 95% CI: 0.131-0.739; HR=0.544, 95% CI: 0.360-0.822), and the risk for all-cause mortality decreased by 26.7% in the participants with high CVH score and higher UACR ( HR=0.733, 95% CI: 0.542-0.993). Conclusions:In urban elderly residents in Beijing, higher UACR were associated with a significantly increased risk for cardio-cerebrovascular and all-cause mortality, and in the low-CVH score group, decreased UACR was protective factor against cardio-cerebrovascular and all-cause mortality. The combined effect of cardiovascular health status and normal UACR had a greater protection against the risk for cardio-cerebrovascular and all-cause mortality.
8.Association between a body shape index and all-cause mortality in the elderly in communities of Beijing
Huaihao LI ; Shengshu WANG ; Haowei LI ; Rongrong LI ; Shimin CHEN ; Junhan YANG ; Yueting SHI ; Yinghui BAO ; Shengyan DU ; Wenchang WANG ; Jianhua WANG ; Xianghua FANG ; Hongbing YANG ; Ding MA ; Miao LIU ; Shanshan YANG ; Yao HE
Chinese Journal of Epidemiology 2025;46(3):393-401
Objective:To describe and analyze the distribution characteristics of a body shape index (ABSI) and its association with all-cause mortality in the elderly in communities of Beijing.Methods:The baseline and follow-up data of 10 423 subjects in Beijing Healthy Aging Cohort Study were used. The endpoint outcome was all-cause mortality in follow-up. The associations of ABSI, BMI and waist circumference with all-cause mortality were analyzed with a Cox proportional hazard regression model.Results:The mean follow-up time in this cohort was 6.36 years and the all-cause mortality was 15.27%. The restricted cubic spline results showed that ABSI showed a "U" association with all-cause mortality in the total population. After adjustment for confounding factors, compared with the normal ABSI group, the risk for all-cause mortality was higher in the low ABSI group ( HR=1.69, 95% CI: 1.32-2.17) and high ABSI group ( HR=1.75, 95% CI: 1.40-2.18). Compared with the normal BMI group, low BMI was associated with an increased risk for all-cause mortality ( HR=1.70, 95% CI: 1.40-2.08). Compared with the normal waist circumference group, central obesity was associated with a decreased risk for all-cause mortality ( HR=0.89, 95% CI: 0.80-0.99). The results of gender specific analysis on ABSI association with all-cause mortality were similar to that in total population, but the strength of association varied among different age groups. Cross-grouping results showed that older people with normal BMI and waist circumference and abnormal ABSI had an increased risk of all-cause mortality ( HR=1.91, 95% CI: 1.22-2.99). Conclusions:In Beijing, ABSI is correlated with the risk for all-cause mortality in the elderly population, which is more sensitive and specific than the traditional indicators (BMI and waist circumference). They can be used as one of the physical measurement indicators for all-cause mortality risk prediction in the health risk assessment and management in the elderly.
9.Association between physical activity and all-cause mortality in the elderly with different obesity status in Beijing: a prospective cohort study
Yueting SHI ; Junhan YANG ; Huaihao LI ; Shengshu WANG ; Haowei LI ; Shimin CHEN ; Rongrong LI ; Yinghui BAO ; Wenchang WANG ; Shengyan DU ; Jianhua WANG ; Xianghua FANG ; Hongbing YANG ; Ding MA ; Shanshan YANG ; Miao LIU ; Yao HE
Chinese Journal of Epidemiology 2025;46(3):402-409
Objective:To explore the association between physical activity (PA) level and all-cause mortality in the elderly with different obesity status in Beijing.Methods:The study subjects were from the Cardiovascular and Cognitive Healthy Study in Middle-Aged and Elderly Residents of Beijing, a total of 3 746 individuals aged ≥60 years in the baseline survey between 2013 and 2015 were included in the study. Questionnaire survey and physical examination were conducted to collect the basic information of the individuals. The metabolic equivalent of the elderly was used to calculate the PA level, and an international PA questionnaire was used to determine the PA intensity. BMI, waist-to-height ratio (WHtR) and a body shape index (ABSI) were used to evaluate individuals' obesity status. The distribution of different PA levels under different obesity states was described by using bar chart and cumulative percentage bar chart. Cox proportional hazard regression model was used to analyze the correlation between the level of PA and all-cause mortality risk in different types of obesity status.Results:By December 31, 2019, the median follow-up time was 5.46 years, and the mortality density was 244.55/10 000 person-years. Compared with the individuals in high-PA intensity group, the all-cause mortality risk increased by 41% ( HR=1.41, 95% CI: 1.14-1.76) and 122% ( HR=2.22, 95% CI: 1.76-2.81), respectively, in moderate and low PA intensity groups. Compared with the individuals in high-PA intensity-high-obesity group, based on the BMI, the all-cause mortality risk increased by 85% ( HR=1.85, 95% CI: 1.08-3.16) and 250% ( HR=3.50, 95% CI: 2.01-6.10) in those in moderate-PA intensity-high-obesity group and in low-intensity-high-obesity group. Based on the WHtR, the all-cause mortality risk increased by 53% ( HR=1.53, 95% CI: 1.02-2.29) and 218% ( HR=3.18, 95% CI: 2.09-4.86), respectively, in those with moderate-PA intensity-high-obesity and those with low-PA intensity-high-obesity. According to the ABSI, the all-cause mortality risk increased by 120% in those in low-PA intensity-high-obesity group ( HR=2.20, 95% CI: 1.53-3.18). Based on any one of the indicators BMI, WHtR, or ABSI, there was no significant difference in all-cause mortality risk between high-intensity-moderate-obesity group and high-intensity-low-obesity group (all P>0.05). Conclusions:PA level is closely associated with the all-cause mortality risk in the elderly in communities of Beijing. Increasing PA level can not only reduce the all-cause mortality risk but also reduce even eliminate the excess all-cause mortality risk associated with obesity.
10.Association between remnant cholesterol and cardio-cerebrovascular mortality in the elderly in communities of Beijing
Shengyan DU ; Miao LIU ; Shanshan YANG ; Haowei LI ; Rongrong LI ; Shimin CHEN ; Junhan YANG ; Huaihao LI ; Yueting SHI ; Yinghui BAO ; Wenchang WANG ; Jianhua WANG ; Xianghua FANG ; Hongbing YANG ; Ding MA ; Shengshu WANG ; Yao HE
Chinese Journal of Epidemiology 2025;46(3):376-384
Objective:To analyze the association between different lipid indicators and cardio-cerebrovascular mortality in the elderly, identify a better lipid indicator for the risk for cardio-cerebrovascular mortality in the elderly in communities of Beijing.Methods:The elderly aged 60 years and above were selected from the Beijing Healthy Aging Cohort Study from July 2009 to September 2015. Remnant cholesterol (RC) was derived by calculation. The Cox proportional hazard regression models determined the HR and 95% CI incidating the associations of baseline different lipid indicators with cardio-cerebrovascular and all-cause mortality. Results:By March 31, 2021, with a mean follow-up duration of 6.88 years in the study population, a total of 492 cardio-cerebrovascular deaths and 1 056 all-cause deaths wre recorded. The HR values indicating the association between LDL-C, HDL-C, and RC were 0.87 (95% CI: 0.78-0.97), 0.46 (95% CI: 0.35-0.62), and 1.29 (95% CI: 1.14-1.45) for cardio-cerebrovascular mortality, respectively, and 0.93 (95% CI: 0.86-1.00), 0.66 (95% CI: 0.55-0.80) and 1.22 (95% CI: 1.12-1.33) for all-cause mortality. The associations of RC and HDL-C with cardio-cerebrovascular mortality were consistent regardless of hyperlipidemia in the elderly. Subgroup analyses showed that elevated RC was associated with increased risk for cardio-cerebrovascular mortality, and elevated HDL-C was associated with decreased risk for cardio-cerebrovascular mortality in the elderly in different gender, age, smoking status, drinking status, and diabetes status groups in communities of Beijing. Conclusion:RC might be a better potential lipid indicator for the risk for cardio-cerebrovascular mortality in the elderly in communities compared with traditional cholesterol indicator.

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