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研究项目中成年人多重慢性病的患病率:探索性分析

Prevalence of Multiple Chronic Conditions Among Adults in the Research Program: Exploratory Analysis.

作者信息

Li Xintong, Dreisbach Caitlin, Gustafson Carolina M, Murali Komal Patel, Koleck Theresa A

机构信息

Goergen Institute for Data Science and Artificial Intelligence, University of Rochester, Rochester, NY, 14627, United States.

School of Nursing, University of Rochester, Rochester, NY, United States.

出版信息

JMIR Form Res. 2025 May 12;9:e69138. doi: 10.2196/69138.

Abstract

BACKGROUND

The growing prevalence of multiple chronic conditions (MCC) has significant impacts on health care systems and quality of life. Understanding the prevalence of MCC throughout adulthood offers valuable insights into the evolving burden of chronic diseases and provides strategies for more effective health care outcomes.

OBJECTIVE

This study estimated the prevalence and combinations of MCC among adult participants enrolled in the All of Us (AoU) Research Program, especially studying the variations across age categories.

METHODS

We conducted an exploratory analysis using electronic health record (EHR) data from adult participants (N=242,828) in the version 7 Controlled Tier AoU Research Program data release. Data analysis was conducted using Python in a Jupyter notebook environment within the AoU Researcher Workbench. Descriptive statistics included condition frequencies, the number of chronic conditions per participant, and prevalence according to age categories. The presence of a chronic condition was determined by documentation of one or more ICD-10 (International Statistical Classification of Diseases, Tenth Revision) codes for the respective condition. Age categories were established and aligned with diagnosis dates and stages of adulthood (early adulthood: 18-39 years; middle adulthood: 40-49 years; late middle adulthood: 50-64 years; late adulthood: 65-74 years; advanced old age: 75-89 years).

RESULTS

Our findings demonstrated that approximately 76% (n=183,753) of AoU participants were diagnosed with MCC, with over 40% (n=98,885) having 6 or more conditions and prevalence increasing with age (from 33.78% in early adulthood to 68.04% in advanced old age). The most frequently occurring MCC combinations varied by age category. Participants aged 18-39 years primarily presented mental health-related MCC combinations (eg, anxiety and depressive disorders; n=845), whereas those aged 40-64 years frequently had combinations of physical conditions such as fibromyalgia, chronic pain, fatigue, and arthritis (204 in middle adulthood and 457 in late middle adulthood). In late adulthood and advanced old age, hyperlipidemia and hypertension were the most commonly occurring MCC combinations (n=200 and n=59, respectively).

CONCLUSIONS

We report notable prevalence of MCC throughout adulthood and variability in MCC combinations by age category in AoU participants. The significant prevalence of MCC underscores a considerable public health challenge, revealed by distinct condition combinations that shift across different life stages. Early adulthood is characterized predominantly by mental health conditions, transitioning to cardiometabolic and physical health conditions in middle, late, and advanced ages. These findings highlight the need for targeted, innovative care modalities and population health initiatives to address the burden of MCC throughout adulthood.

摘要

背景

多种慢性病(MCC)患病率的不断上升对医疗保健系统和生活质量产生了重大影响。了解成年期MCC的患病率有助于深入了解慢性病负担的演变,并为实现更有效的医疗保健结果提供策略。

目的

本研究估计了参加“我们所有人”(AoU)研究项目的成年参与者中MCC的患病率及其组合情况,尤其研究了不同年龄组之间的差异。

方法

我们使用AoU研究项目第7版受控层级数据发布中成年参与者(N = 242,828)的电子健康记录(EHR)数据进行了探索性分析。数据分析在AoU研究人员工作台的Jupyter Notebook环境中使用Python进行。描述性统计包括疾病频率、每位参与者的慢性病数量以及按年龄组划分的患病率。慢性病的存在通过相应疾病的一个或多个ICD - 10(国际疾病分类第十版)编码的记录来确定。确定了年龄组,并将其与诊断日期和成年阶段相对应(成年早期:18 - 39岁;中年:40 - 49岁;中老年:50 - 64岁;老年:65 - 74岁;高龄:75 - 89岁)。

结果

我们的研究结果表明,约76%(n = 183,753)的AoU参与者被诊断患有MCC,超过40%(n = 98,885)的人患有6种或更多疾病,且患病率随年龄增长而增加(从成年早期的33.78%增至高龄的68.04%)。最常见的MCC组合因年龄组而异。18 - 39岁的参与者主要呈现与心理健康相关的MCC组合(如焦虑症和抑郁症;n = 845),而40 - 64岁的参与者经常出现纤维肌痛、慢性疼痛、疲劳和关节炎等身体疾病的组合(中年为204例,中老年为457例)。在老年和高龄阶段,高脂血症和高血压是最常见的MCC组合(分别为n = 200和n = 59)。

结论

我们报告了AoU参与者在整个成年期MCC的显著患病率以及MCC组合随年龄组的变化情况。MCC的高患病率凸显了一个重大的公共卫生挑战,不同生命阶段不同的疾病组合揭示了这一点。成年早期主要以心理健康状况为特征,在中年、老年和高龄阶段转变为心血管代谢和身体健康状况。这些发现强调了需要有针对性的、创新的护理模式和人群健康倡议,以应对整个成年期MCC的负担。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4940/12088611/53b412d5440a/formative-v9-e69138-g001.jpg

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