Huang Yingcheng, Lee Daeyeon
Department of sports science, Guangzhou College of Technology and Business, Guangzhou, China.
Faculty of Liberal Arts, Kangnam University, Yongin, South Korea.
BMC Public Health. 2025 Apr 30;25(1):1586. doi: 10.1186/s12889-025-22806-0.
The increasing prevalence of multiple chronic diseases in aging populations presents a serious public health concern. Hypertension, as one of the most common chronic conditions, is frequently observed alongside other chronic diseases such as diabetes, obesity, and dyslipidemia. Physical activity is widely acknowledged to be associated with the prevention and management of chronic diseases. However, few studies have examined how different Physical activity behaviors are associated with specific multimorbidity patterns involving hypertension. This study aimed to identify the patterns of association between physical activity status and co-occurring chronic conditions among hypertensive individuals in middle-aged and older adults in South Korea, using association rule analysis.
Our study utilized data from the Korean National Health and Nutrition Examination Survey (2016-2021), involving 21,043 participants aged 45 years and older. A total of 25 chronic diseases were included as related variables for the analysis using association rule mining.
In the middle-aged and elderly population in South Korea, hypertension has the highest prevalence among all chronic diseases, with a rate of 45%. Our association rule analysis identified a total of nine chronic conditions as antecedents, with diabetes, obesity, and dyslipidemia being the most frequently observed. Furthermore, a subgroup comparison revealed that the number of association rules identified in the 'physically inactive' group (25 rules) was higher than that in the 'physically active' group (17 rules), and the overall confidence levels in the 'inactive' group were also higher. In terms of the frequency of antecedents, stroke, cardiovascular disease, and arthritis showed the largest increases.
Adequate physical activity is vital for preventing and managing hypertension and reducing its comorbidities, particularly high-mortality conditions like cardiovascular disease and stroke. Promoting lifestyle changes and monitoring metabolic indicators can significantly lower hypertension incidence, improve quality of life, and reduce mortality.
老年人群中多种慢性病的患病率不断上升,这是一个严重的公共卫生问题。高血压是最常见的慢性病之一,经常与其他慢性病如糖尿病、肥胖症和血脂异常同时出现。体育活动被广泛认为与慢性病的预防和管理有关。然而,很少有研究探讨不同的体育活动行为如何与涉及高血压的特定多病共患模式相关联。本研究旨在使用关联规则分析来确定韩国中老年高血压患者的体育活动状况与同时发生的慢性病之间的关联模式。
我们的研究利用了韩国国家健康与营养检查调查(2016 - 2021年)的数据,涉及21,043名45岁及以上的参与者。共有25种慢性病被纳入作为使用关联规则挖掘进行分析的相关变量。
在韩国的中老年人群中,高血压在所有慢性病中患病率最高,为45%。我们的关联规则分析确定了总共九种慢性病作为前因,其中糖尿病、肥胖症和血脂异常最为常见。此外,亚组比较显示,“身体不活动”组中确定的关联规则数量(25条规则)高于“身体活动”组(17条规则),并且“不活动”组的总体置信水平也更高。在前因频率方面,中风、心血管疾病和关节炎的增加幅度最大。
充足的体育活动对于预防和管理高血压以及减少其合并症至关重要,尤其是对于心血管疾病和中风等高死亡率疾病。促进生活方式改变和监测代谢指标可以显著降低高血压发病率,提高生活质量并降低死亡率。