Influence of lifestyles on physical, psychological, and cognitive co-morbidity among older adults with diabetes in rural area

BackgroundThe association between lifestyles and the co-occurrence of physical, psychological, and cognitive conditions in older adults living with diabetes, especially in rural settings, remains unclear. This study investigated the prevalence of co-morbidity and their association with lifestyle in...

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Main Authors: Minfu Bai, Yudong Miao, Jingming Wei, Zhanlei Shen, Dongfang Zhu, Jingbao Zhang, Junwen Bai, Ruizhe Ren, Dan Guo, Clifford Silver Tarimo, Jiajia Zhang, Jinxin Cui, Xinran Li, Wenyong Dong, Qiuping Zhao, Mingyue Zhen
Format: Article
Language:English
Published: Frontiers Media S.A. 2025-07-01
Series:Frontiers in Public Health
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Online Access:https://www.frontiersin.org/articles/10.3389/fpubh.2025.1576697/full
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author Minfu Bai
Yudong Miao
Jingming Wei
Zhanlei Shen
Dongfang Zhu
Jingbao Zhang
Junwen Bai
Ruizhe Ren
Dan Guo
Dan Guo
Clifford Silver Tarimo
Clifford Silver Tarimo
Jiajia Zhang
Jinxin Cui
Xinran Li
Wenyong Dong
Qiuping Zhao
Mingyue Zhen
author_facet Minfu Bai
Yudong Miao
Jingming Wei
Zhanlei Shen
Dongfang Zhu
Jingbao Zhang
Junwen Bai
Ruizhe Ren
Dan Guo
Dan Guo
Clifford Silver Tarimo
Clifford Silver Tarimo
Jiajia Zhang
Jinxin Cui
Xinran Li
Wenyong Dong
Qiuping Zhao
Mingyue Zhen
author_sort Minfu Bai
collection DOAJ
description BackgroundThe association between lifestyles and the co-occurrence of physical, psychological, and cognitive conditions in older adults living with diabetes, especially in rural settings, remains unclear. This study investigated the prevalence of co-morbidity and their association with lifestyle in a rural population of older adults with diabetes.MethodsFrom 1st July to 31 August 2023, a cross-sectional study based on the whole cluster sampling method was conducted in Jia County, Henan Province, China. Participants included adults aged ≥65 years. Lifestyle factors assessed included physical activity, diet, smoking, sleep, and social participation. Physical disease was defined as the presence of one or more chronic conditions, while psychological and cognitive disorders were measured using validated scales. Co-morbidity refers to the occurrence of physical, psychological, cognitive diseases. Depending on the number of diseases, we define different comorbidity status. The subgroups of subdivision included eight categories: no co-morbidity, physical co-morbidity, psychological co-morbidity, cognitive co-morbidity, and their four combinations. Logistic regression models were employed to estimate the association between lifestyles and co-morbidity. The net difference in lifestyle between co-morbidity categories was determined using the propensity score matching (PSM).ResultsAmong 6057 participants, the overall prevalence of physical, psychological, and cognitive co-morbidity was 86.08%. Regular physical activity, adequate sleep, healthy diet, and active social participation were associated with lower prevalence of co-morbidity. A one-unit increase in the lifestyle score was associated with a 34% (OR: 0.66, 95%CI: 0.61–0.72) reduction in the odds of physical-psychological-cognitive co-morbidity. PSM analyses showed significant differences in lifestyle factors and scores across different co-morbidity status.ConclusionGiven the higher prevalence of co-morbidity in rural area and the positive association of lifestyle with co-morbidity status, multifactorial lifestyle interventions should be prioritized within diabetic populations to reduce the risk and burden of co-occurring conditions.
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spelling doaj-art-45c80dd7b71e4b98ad87e1a90a735d3b2025-07-16T16:15:45ZengFrontiers Media S.A.Frontiers in Public Health2296-25652025-07-011310.3389/fpubh.2025.15766971576697Influence of lifestyles on physical, psychological, and cognitive co-morbidity among older adults with diabetes in rural areaMinfu Bai0Yudong Miao1Jingming Wei2Zhanlei Shen3Dongfang Zhu4Jingbao Zhang5Junwen Bai6Ruizhe Ren7Dan Guo8Dan Guo9Clifford Silver Tarimo10Clifford Silver Tarimo11Jiajia Zhang12Jinxin Cui13Xinran Li14Wenyong Dong15Qiuping Zhao16Mingyue Zhen17Hypertension Department, Fuwai Central China Cardiovascular Hospital, Central China Fuwai Hospital of Zhengzhou University, Zhengzhou, ChinaDepartment of Health Management, College of Public Health, Zhengzhou University, Zhengzhou, ChinaInstitute of Mental Health, Peking University Sixth Hospital, Beijing, ChinaDepartment of Health Management, College of Public Health, Zhengzhou University, Zhengzhou, ChinaDepartment of Health Management, College of Public Health, Zhengzhou University, Zhengzhou, ChinaDepartment of Health Management, College of Public Health, Zhengzhou University, Zhengzhou, ChinaDepartment of Health Management, College of Public Health, Zhengzhou University, Zhengzhou, ChinaDepartment of Health Management, College of Public Health, Zhengzhou University, Zhengzhou, ChinaDepartment of Health Management, College of Public Health, Zhengzhou University, Zhengzhou, ChinaDepartment of Neurology, Henan Provincial People’s Hospital, People’s Hospital of Zhengzhou University, Zhengzhou, ChinaDepartment of Health Management, College of Public Health, Zhengzhou University, Zhengzhou, ChinaDepartment of Science and Laboratory Technology, Dar es Salaam Institute of Technology, Dar es Salaam, TanzaniaDepartment of Health Management, College of Public Health, Zhengzhou University, Zhengzhou, ChinaDepartment of Health Management, College of Public Health, Zhengzhou University, Zhengzhou, ChinaDepartment of Health Management, College of Public Health, Zhengzhou University, Zhengzhou, ChinaDepartment of Hypertension, Henan Provincial People’s Hospital, People’s Hospital of Zhengzhou University, Zhengzhou, ChinaHenan Key Laboratory for Health Management of Chronic Diseases, Central China Fuwai Hospital, Central China Fuwai Hospital of Zhengzhou University, Zhengzhou, ChinaDepartment of Health Management, College of Public Health, Zhengzhou University, Zhengzhou, ChinaBackgroundThe association between lifestyles and the co-occurrence of physical, psychological, and cognitive conditions in older adults living with diabetes, especially in rural settings, remains unclear. This study investigated the prevalence of co-morbidity and their association with lifestyle in a rural population of older adults with diabetes.MethodsFrom 1st July to 31 August 2023, a cross-sectional study based on the whole cluster sampling method was conducted in Jia County, Henan Province, China. Participants included adults aged ≥65 years. Lifestyle factors assessed included physical activity, diet, smoking, sleep, and social participation. Physical disease was defined as the presence of one or more chronic conditions, while psychological and cognitive disorders were measured using validated scales. Co-morbidity refers to the occurrence of physical, psychological, cognitive diseases. Depending on the number of diseases, we define different comorbidity status. The subgroups of subdivision included eight categories: no co-morbidity, physical co-morbidity, psychological co-morbidity, cognitive co-morbidity, and their four combinations. Logistic regression models were employed to estimate the association between lifestyles and co-morbidity. The net difference in lifestyle between co-morbidity categories was determined using the propensity score matching (PSM).ResultsAmong 6057 participants, the overall prevalence of physical, psychological, and cognitive co-morbidity was 86.08%. Regular physical activity, adequate sleep, healthy diet, and active social participation were associated with lower prevalence of co-morbidity. A one-unit increase in the lifestyle score was associated with a 34% (OR: 0.66, 95%CI: 0.61–0.72) reduction in the odds of physical-psychological-cognitive co-morbidity. PSM analyses showed significant differences in lifestyle factors and scores across different co-morbidity status.ConclusionGiven the higher prevalence of co-morbidity in rural area and the positive association of lifestyle with co-morbidity status, multifactorial lifestyle interventions should be prioritized within diabetic populations to reduce the risk and burden of co-occurring conditions.https://www.frontiersin.org/articles/10.3389/fpubh.2025.1576697/fulllifestylesphysical co-morbiditypsychological co-morbiditycognitive comorbidityolder adultsdiabetes
spellingShingle Minfu Bai
Yudong Miao
Jingming Wei
Zhanlei Shen
Dongfang Zhu
Jingbao Zhang
Junwen Bai
Ruizhe Ren
Dan Guo
Dan Guo
Clifford Silver Tarimo
Clifford Silver Tarimo
Jiajia Zhang
Jinxin Cui
Xinran Li
Wenyong Dong
Qiuping Zhao
Mingyue Zhen
Influence of lifestyles on physical, psychological, and cognitive co-morbidity among older adults with diabetes in rural area
Frontiers in Public Health
lifestyles
physical co-morbidity
psychological co-morbidity
cognitive comorbidity
older adults
diabetes
title Influence of lifestyles on physical, psychological, and cognitive co-morbidity among older adults with diabetes in rural area
title_full Influence of lifestyles on physical, psychological, and cognitive co-morbidity among older adults with diabetes in rural area
title_fullStr Influence of lifestyles on physical, psychological, and cognitive co-morbidity among older adults with diabetes in rural area
title_full_unstemmed Influence of lifestyles on physical, psychological, and cognitive co-morbidity among older adults with diabetes in rural area
title_short Influence of lifestyles on physical, psychological, and cognitive co-morbidity among older adults with diabetes in rural area
title_sort influence of lifestyles on physical psychological and cognitive co morbidity among older adults with diabetes in rural area
topic lifestyles
physical co-morbidity
psychological co-morbidity
cognitive comorbidity
older adults
diabetes
url https://www.frontiersin.org/articles/10.3389/fpubh.2025.1576697/full
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