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A prediction model for high-risk cardiovascular disease among residents aged 35 to 75 years |
ZHOU Guoying1,2, XING Lili1, SU Ying1, LIU Hongjie1, LIU He1, WANG Di1, XUE Jinfeng1, DAI Wei1, WANG Jing1, YANG Xinghua2
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1. Dongcheng District Center for Disease Control and Prevention, Beijing 100009, China; 2. School of Public Health, Capital Medical University, Beijing 100069, China |
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Abstract Objective To establish a prediction model for high-risk cardiovascular disease (CVD) among residents aged 35 to 75 years, so as to provide the basis for improving CVD prevention and control measures. Methods Permanent residents aged 35 to 75 years were selected from Dongcheng District, Beijing Municipality using the stratified random sampling method from 2018 to 2023. Demographic information, lifestyle, waist circumference and blood biochemical indicators were collected through questionnaire surveys, physical examinations and laboratory tests. Influencing factors for high-risk CVD among residents aged 35 to 75 years were identified using a multivariable logistic regression model, and a prediction model for high-risk CVD was established. The predictive effect was evaluated using the receiver operating characteristic (ROC) curve. Results A total of 6 968 individuals were surveyed, including 2 821 males (40.49%) and 4 147 females (59.51%), and had a mean age of (59.92±9.33) years. There were 1 155 high-risk CVD population, with a detection rate of 16.58%. Multivariable logistic regression analysis showed that gender, age, smoking, central obesity, systolic blood pressure, fasting blood glucose, triglyceride and low-density lipoprotein cholesterol were influencing factors for high-risk CVD among residents aged 35 to 75 years (all P<0.05). The area under the ROC curve of the established prediction model was 0.849 (95%CI: 0.834-0.863), with a sensitivity of 0.693 and a specificity of 0.863, indicating good discrimination. Conclusion The model constructed by eight factors including demographic characteristics, lifestyle and blood biochemical indicators has good predictive value for high-risk CVD among residents aged 35 to 75 years.
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Received: 20 August 2024
Revised: 06 December 2024
Published: 14 January 2025
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[1] 国家心血管病中心.中国心血管健康与疾病报告2022[R].北京:中国协和医科大学出版社,2023. National Center for Cardiovascular Diseases.Report on cardiovascular health and diseases in China 2022[R].Beijing:Peking Union Medical College Press,2023.(in Chinese) [2] 袁媛,宋晓薇,孟娜,等.新疆南山牧区哈萨克族牧民心血管病高危人群危险因素分析及预警模型构建[J].河北医药,2024,46(5):778-782. YUAN Y,SONG X W,MENG N,et al.Risk factors analysis and early warning model construction associated with high risk groups for cardiovascular disease of Kazak herdsmen in Nanshan pastoral area of Xinjiang[J].Hebei Med J,2024,46(5):778-782.(in Chinese) [3] 周国营,邢丽丽,苏颖,等.2007—2022年东城区心血管疾病发病趋势[J].预防医学,2024,36(9):813-816. ZHOU G Y,XING L L,SU Y,et al.Trends in incidence of cardiovascular disease in Dongcheng District from 2007 to 2022[J].China Prev Med J,2024,36(9):813-816.(in Chinese) [4] 黄文,汤佳良,陈康康,等.绍兴市心血管疾病高危人群危险因素聚集分析[J].预防医学,2023,35(4):298-302,330. HUANG W,TANG J L,CHEN K K,et al.Clustering of risk factors among residents at high risk of cardiovascular diseases in Shaoxing City[J].China Prev Med J,2024,36(9):813-816.(in Chinese) [5] 贾佳,赵红叶,游凯,等.北京市顺义区35~75岁居民心血管病高危人群检出情况及高危预测模型建立[J].中国公共卫生,2022,38(4):456-460. JIA J,ZHAO H Y,YOU K,et al.Detection of individuals at high risk of cardiovascular diseases and construction of a high risk prediction model among 35-75 years old residents in Shunyi District,Beijing[J].Chin J Public Health,2022,38(4):456-460.(in Chinese) [6] 国家心血管病中心.心血管病高危人群早期筛查与综合干预项目现场筛查操作手册[EB/OL].[2024-12-06].https://cvdpro ject.nccd.org.cn/manage/login. [7] 孙振球,徐勇勇.医学统计学[M].4版.北京:人民卫生出版社,2014. SUN Z Q,XU Y Y.Medical statistics[M].4th ed.Beijing:People's Medical Publishing House,2014.(in Chinese) [8] LU J P,LU Y,WANG X C,et al.Prevalence,awareness,treatment,and control of hypertension in China:data from 1.7 million adults in a population-based screening study(China PEACE Million Persons Project)[J].Lancet,2017,390(10112):2549-2558. [9] 姜博,方凯,韩雪玉,等.北京市35~75岁居民心血管病高危人群特征[J].中华流行病学杂志,2022,43(3):366-372. JIANG B,FANG K,HAN X Y,et al.Characteristics of high-risk cardiovascular disease among residents aged 35-75 in 8 districts of Beijing[J].Chin J Epidemiol,2022,43(3):366-372.(in Chinese) [10] 北京市东城区人民政府. 2023年东城区居民健康素养水平达到43.92%[EB/OL].[2024-12-06].https://www.bjdch.gov.cn/zwgk/tzgg/202404/t20240415_3619036.html. [11] 姜莹莹,毛凡,张岩,等.我国各省心血管疾病相关健康资源分布评价[J].疾病监测,2020,35(5):387-393. JIANG Y Y,MAO F,ZHANG Y,et al.Evaluation of distribution of cardiovascular disease associated health resources in China[J].Dis Surveill,2020,35(5):387-393.(in Chinese) [12] 刘秀荣,石建辉,徐露婷,等.北京市2019年烟草调查报告[R].北京:北京教育出版社,2023. LIU X R,SHI J H,XU L T,et al.Tobacco survey report of Beijing Municipality in 2019[R].Beijing:Beijing Education Press,2023.(in Chinese) [13] KE J Z,LIU X L,WU K,et al.Association of obesity,central obesity and coronary heart disease incidence in community residents:a prospective cohort study[J].Mod Prev Med,2020,47(7):1310-1314. [14] 中国高血压防治指南修订委员会,高血压联盟(中国),中国医疗保健国际交流促进会高血压病学分会,等.中国高血压防治指南(2024年修订版)[J].中华高血压杂志,2024,32(7):603-700. Chinese Guidelines for the Management of Hypertension Revision Committee,Chinese Hypertension League(China),Hypertension Branch of China International Medical and Healthcare Exchange and Promotion Association,et al.Chinese guidelines for the management of hypertension(2024 revision)[J].Chin J Hypertens,2024,32(7):603-700.(in Chinese) [15] 陈荃,杜金玲,洪忻.南京市老年体检人群空腹血糖轨迹与新发心血管病的关联[J].中华疾病控制杂志,2024,28(3):277-283. CHEN Q,DU J L,HONG X.Association between fasting blood glucose trajectories and new-onset cardiovascular diseases in the elderly health check-up population in Nanjing[J].Chin J Dis Control Prev,2024,28(3):277-283.(in Chinese) [16] PARK H B,ARSANJANI R,HONG S J,et al.Impact of hypertriglyceridaemia on cardiovascular mortality according to low-density lipoprotein cholesterol in a 15.6-million population[J].Eur J Prev Cardiol,2024,31(3):280-290. |
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ZHOU Guoying, XING Lili, SU Ying, LIU Hongjie, LIU He, WANG Di, XUE Jinfeng, DAI Wei, WANG Jing, YANG Xinghua. Trends in incidence of cardiovascular disease in Dongcheng District from 2007 to 2022[J]. Preventive Medicine, 2024, 36(9): 813-816. |
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