• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

基于国家健康与营养调查数据库的成年人多病共存模式关联规则分析。

Association rules analysis on patterns of multimorbidity in adults: based on the National Health and Nutrition Examination Surveys database.

机构信息

Department Of Wound Repair and Rehabilitation Medicine, Center of Bone Metabolism and Repair, State Key Laboratory of Trauma, Burns and Combined Injury, Trauma Center, Research Institute of Surgery, Daping Hospital, Army Medical University, Chongqing, China.

Department of Emergency, 900 Hospital of Joint Logistics Support Force, Dongfang Hospital, Xiamen University, Fuzong Clinical College of Fujian Medical University, Fuzhou, Fujian, China.

出版信息

BMJ Open. 2022 Dec 8;12(12):e063660. doi: 10.1136/bmjopen-2022-063660.

DOI:10.1136/bmjopen-2022-063660
PMID:36600381
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC9743381/
Abstract

OBJECTIVE

To explore the prevalence and patterns of multimorbidity in population with different genders and age ranges.

DESIGN

A cross-sectional study.

SETTING

National Health and Nutrition Examination Surveys database.

PARTICIPANTS

12 576 patients.

PRIMARY AND SECONDARY OUTCOME MEASURES

The prevalence and patterns of multimorbidity.

RESULTS

High cholesterol had the highest prevalence in all population (33.4 (95% CI: 32.0 to 34.9)) and males. In females <65 years, the most prevalent disease was sleep disorder (32.1 (95% CI: 29.6 to 34.5)) while in females ≥65 years, hypertension was the most prevalent disease (63.9 (95% CI: 59.9 to 67.9)). Hypertension and high cholesterol were associated with the highest support (occur together most frequently) in all population regardless of genders. Hypertension displayed the highest betweenness centrality (mediating role in the network) followed by high cholesterol and arthritis in all population. For males aged <65 years, hypertension and high cholesterol presented the highest betweenness centrality. In males ≥65 years, hypertension, high cholesterol and arthritis were the top three diseases of degree centrality (direct association with other conditions). As for females ≥65 years, hypertension showed the highest betweenness centrality followed by high cholesterol and arthritis. The associations of hypertension, arthritis and one other item with high cholesterol presented the highest support in all population. In males, the associations of depression, hypertension with sleep disorders had the highest lift (the chance of co-occurrence of the conditions and significant association). Among females, the associations of depression, arthritis with sleep disorders had the highest lift.

CONCLUSION

Hypertension and high cholesterol were prevalent in all population, regardless of females and males. Hypertension and high cholesterol, arthritis and hypertension, and diabetes and hypertension were more likely to coexist. The findings of this study might help make plans for the management and primary care of people with one or more diseases.

摘要

目的

探讨不同性别和年龄人群中多种疾病的患病率和模式。

设计

横断面研究。

设置

国家健康和营养调查数据库。

参与者

12576 名患者。

主要和次要观察指标

多种疾病的患病率和模式。

结果

高胆固醇在所有人群(33.4(95%置信区间:32.0 至 34.9))和男性中患病率最高。在<65 岁的女性中,最常见的疾病是睡眠障碍(32.1(95%置信区间:29.6 至 34.5)),而在≥65 岁的女性中,高血压是最常见的疾病(63.9(95%置信区间:59.9 至 67.9))。高血压和高胆固醇与所有人群(无论性别如何)中最高的支持度(最常同时发生)相关。在所有人群中,高血压的介数中心度最高(网络中的中介作用),其次是高胆固醇和关节炎。对于<65 岁的男性,高血压和高胆固醇的介数中心度最高。在≥65 岁的男性中,高血压、高胆固醇和关节炎是度中心度最高的三种疾病(与其他疾病有直接关联)。对于≥65 岁的女性,高血压的介数中心度最高,其次是高胆固醇和关节炎。高血压、关节炎和其他一种疾病与高胆固醇的关联在所有人群中具有最高的支持度。在男性中,抑郁症、高血压与睡眠障碍的关联具有最高的提升度(这些疾病同时发生的几率和显著关联)。在女性中,抑郁症、关节炎与睡眠障碍的关联具有最高的提升度。

结论

高血压和高胆固醇在所有人群中患病率较高,无论男女。高血压和高胆固醇、关节炎和高血压、糖尿病和高血压更有可能同时存在。本研究的结果可能有助于制定管理和初级保健计划,以治疗一种或多种疾病的患者。

相似文献

1
Association rules analysis on patterns of multimorbidity in adults: based on the National Health and Nutrition Examination Surveys database.基于国家健康与营养调查数据库的成年人多病共存模式关联规则分析。
BMJ Open. 2022 Dec 8;12(12):e063660. doi: 10.1136/bmjopen-2022-063660.
2
Epidemiology of multimorbidity associated with atherosclerotic cardiovascular disease in the United States, 1999-2018.1999-2018 年美国与动脉粥样硬化性心血管疾病相关的多种疾病的流行病学。
BMC Public Health. 2024 Jan 23;24(1):267. doi: 10.1186/s12889-023-17619-y.
3
Multimorbidity patterns by health-related quality of life status in older adults: an association rules and network analysis utilizing the Korea National Health and Nutrition Examination Survey.老年人健康相关生活质量状况的多重病态模式:利用韩国国家健康和营养检查调查的关联规则和网络分析。
Epidemiol Health. 2022;44:e2022113. doi: 10.4178/epih.e2022113. Epub 2022 Nov 29.
4
Systemic Multimorbidity Clusters in People with Periodontitis.患有牙周炎人群的系统性多病种聚类。
J Dent Res. 2022 Oct;101(11):1335-1342. doi: 10.1177/00220345221098910. Epub 2022 Jun 9.
5
Catalogue of multimorbidity mean based severity and associational prevalence rates between 199+ chronic conditions-A nationwide register-based population study.199 种以上慢性疾病的多病种严重程度和关联患病率目录——一项全国范围内基于登记的人群研究。
PLoS One. 2022 Sep 14;17(9):e0273850. doi: 10.1371/journal.pone.0273850. eCollection 2022.
6
Use of latent class analysis to identify multimorbidity patterns and associated factors in Korean adults aged 50 years and older.利用潜在类别分析识别 50 岁及以上韩国成年人的多种共病模式及其相关因素。
PLoS One. 2019 Nov 13;14(11):e0216259. doi: 10.1371/journal.pone.0216259. eCollection 2019.
7
Age, sex, residence, and region-specific differences in prevalence and patterns of multimorbidity among older Chinese: evidence from Chinese Longitudinal Healthy Longevity Survey.中国老年人口多模态共病的流行率和模式在年龄、性别、居住和地区方面的差异:来自中国健康长寿纵向研究的证据。
BMC Public Health. 2022 Jun 4;22(1):1116. doi: 10.1186/s12889-022-13506-0.
8
Depression and multimorbidity: Considering temporal characteristics of the associations between depression and multiple chronic diseases.抑郁与多种疾病共存:考虑抑郁与多种慢性疾病关联的时间特征。
Health Psychol. 2019 Sep;38(9):802-811. doi: 10.1037/hea0000737. Epub 2019 Apr 22.
9
Association between physical multimorbidity and sleep problems in 46 low- and middle-income countries.46 个中低收入国家身体多病共存与睡眠问题的关系。
Maturitas. 2022 Jun;160:23-31. doi: 10.1016/j.maturitas.2022.01.007. Epub 2022 Jan 21.
10
Prevalence of Activity Limitations and Association with Multimorbidity Among US Adults 50 to 64 Years Old.50 至 64 岁美国成年人活动受限的流行率及其与多种疾病的关联。
J Gen Intern Med. 2019 Nov;34(11):2390-2396. doi: 10.1007/s11606-019-05244-8. Epub 2019 Aug 21.

引用本文的文献

1
Investigation of multimorbidity patterns and association rules in patients with type 2 diabetes mellitus using association rules mining algorithm.使用关联规则挖掘算法对2型糖尿病患者的共病模式和关联规则进行研究。
Sci Rep. 2025 Jul 16;15(1):25741. doi: 10.1038/s41598-025-09926-8.
2
Prevalence of multimorbidity among urban-rural older adults in Mongolia: a cross-sectional study.蒙古国城乡老年人中多重疾病的患病率:一项横断面研究。
BMC Public Health. 2025 May 29;25(1):1993. doi: 10.1186/s12889-025-22804-2.
3
Uncovering bridging diseases in complex multimorbidity pathways: A network science approach.

本文引用的文献

1
Prevalence and patterns of multimorbidity in Australian baby boomers: the Busselton healthy ageing study.澳大利亚婴儿潮一代的多病共存现状及模式:巴瑟尔顿老龄化研究。
BMC Public Health. 2021 Aug 11;21(1):1539. doi: 10.1186/s12889-021-11578-y.
2
Association of Sleep Architecture and Physiology with Depressive Disorder and Antidepressants Treatment.睡眠结构与生理学与抑郁障碍及抗抑郁药物治疗的关联。
Int J Mol Sci. 2021 Jan 29;22(3):1333. doi: 10.3390/ijms22031333.
3
Patterns of multimorbidity trajectories and their correlates among Korean older adults.
在复杂的多重疾病途径中发现桥梁性疾病:一种网络科学方法。
PLoS One. 2025 May 7;20(5):e0323208. doi: 10.1371/journal.pone.0323208. eCollection 2025.
4
Examining the relationships between patients' multimorbidity trajectories and prognostic outcomes after the initial hip fracture.探讨初始髋部骨折后患者多种合并症轨迹与预后结局之间的关系。
Sci Rep. 2024 Nov 16;14(1):28329. doi: 10.1038/s41598-024-79642-2.
5
Detecting Multimorbidity Patterns with Association Rule Mining in Patients with Alzheimer's Disease and Related Dementias.运用关联规则挖掘法检测阿尔茨海默病及相关痴呆症患者的共病模式。
AMIA Jt Summits Transl Sci Proc. 2024 May 31;2024:525-534. eCollection 2024.
6
Multimorbidity in Atherosclerotic Cardiovascular Disease and Its Associations With Adverse Cardiovascular Events and Healthcare Costs: A Real-World Evidence Study.动脉粥样硬化性心血管疾病中的多重疾病及其与不良心血管事件和医疗费用的关联:一项真实世界证据研究。
J Health Econ Outcomes Res. 2024 Mar 22;11(1):75-85. doi: 10.36469/001c.94710. eCollection 2024.
韩国老年人多病共存轨迹模式及其相关因素。
Age Ageing. 2021 Jun 28;50(4):1336-1341. doi: 10.1093/ageing/afab002.
4
Does socioeconomic inequality occur in the multimorbidity among Brazilian adults?巴西成年人多病共存中存在社会经济不平等吗?
Rev Saude Publica. 2020 Dec 14;54:138. doi: 10.11606/s1518-8787.2020054002569. eCollection 2020.
5
Are US adults with low-exposure to methylmercury at increased risk for depression? A study based on 2011-2016 National Health and Nutrition Examination Surveys (NHANES).低甲基汞暴露的美国成年人患抑郁症的风险会增加吗?一项基于2011 - 2016年美国国家健康与营养检查调查(NHANES)的研究。
Int Arch Occup Environ Health. 2021 Apr;94(3):419-431. doi: 10.1007/s00420-020-01592-9. Epub 2020 Oct 26.
6
Global burden of 87 risk factors in 204 countries and territories, 1990-2019: a systematic analysis for the Global Burden of Disease Study 2019.204 个国家和地区 1990-2019 年 87 种风险因素的全球负担:2019 年全球疾病负担研究的系统分析。
Lancet. 2020 Oct 17;396(10258):1223-1249. doi: 10.1016/S0140-6736(20)30752-2.
7
Prevalence, control, and treatment of diabetes, hypertension, and high cholesterol in the Amish.阿米什人中糖尿病、高血压和高胆固醇的患病率、控制情况及治疗情况。
BMJ Open Diabetes Res Care. 2020 Aug;8(1). doi: 10.1136/bmjdrc-2019-000912.
8
May Measurement Month 2019: The Global Blood Pressure Screening Campaign of the International Society of Hypertension.2019 年 5 月测量月:国际高血压学会全球血压筛查活动。
Hypertension. 2020 Aug;76(2):333-341. doi: 10.1161/HYPERTENSIONAHA.120.14874. Epub 2020 May 18.
9
Prevalence of Multimorbidity among Asian Indian, Chinese, and Non-Hispanic White Adults in the United States.美国亚裔印度人、中国人和非西班牙裔白种成年人的多种疾病患病率。
Int J Environ Res Public Health. 2020 May 11;17(9):3336. doi: 10.3390/ijerph17093336.
10
Patterns of Multimorbidity in Adults: An Association Rules Analysis Using the Korea Health Panel.成年人多病共存模式:基于韩国健康面板的关联规则分析。
Int J Environ Res Public Health. 2020 Apr 11;17(8):2618. doi: 10.3390/ijerph17082618.