Evidence map›Paper›PMID 41393013›Full record

ArticleFrontiers in public health2025

Associations between multimorbidity and unintentional falls among older adults with coronary heart disease.

Xuejie Qi, Xue Yao, Shanshan Liu, Li Fan, Xiaojuan Wu, Xiao Qi, Fuyan Shi, Suzhen Wang, Fuzhong Xue

Abstract read
In one paragraph

Article in Frontiers in public health, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

What it found

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2 · The registry

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

9 authors.

Xuejie Qi *Key Laboratory of Medicine and Health of Shandong Province, School of Public Health, Department of Health Statistics, Shandong Second Medical University, Weifang, Shandong, China.
Xue Yao *Department of Interventional Vascular Surgery, Zibo 148 Hospital, Zibo, Shandong, China.
Shanshan Liu *Department of Cardiac Critical Care and Rehabilitation, Weifang People's Hospital, Weifang, China.
Li FanKey Laboratory of Medicine and Health of Shandong Province, School of Public Health, Department of Health Statistics, Shandong Second Medical University, Weifang, Shandong, China.
Xiaojuan WuKey Laboratory of Medicine and Health of Shandong Province, School of Public Health, Department of Health Statistics, Shandong Second Medical University, Weifang, Shandong, China.
Xiao QiKey Laboratory of Medicine and Health of Shandong Province, School of Public Health, Department of Health Statistics, Shandong Second Medical University, Weifang, Shandong, China.
Fuyan ShiKey Laboratory of Medicine and Health of Shandong Province, School of Public Health, Department of Health Statistics, Shandong Second Medical University, Weifang, Shandong, China.
Suzhen WangKey Laboratory of Medicine and Health of Shandong Province, School of Public Health, Department of Health Statistics, Shandong Second Medical University, Weifang, Shandong, China.
Fuzhong XueDepartment of Biostatistics, School of Public Health, Cheeloo College of Medicine, Shandong University, Jinan, Shandong, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Objectives: Multimorbidity in individuals with coronary heart disease (CHD) is associated with an increased incidence of falls. We aimed to identify multimorbidity patterns and investigate the impact of different comorbidity patterns on fall and consequent fractures in older adults with CHD. Methods: We identified 189,558 older adults (aged ≥ 60 years) with CHD between January 2015 and December 2021 from the Shandong Multicenter Healthcare Big Data Platform. Multimorbidity patterns were identified through latent class analysis (LCA). Fine and Gray competing risk regression models were used to assess the associations between multimorbidity pattern and falls and fall-related fractures. Results: Four distinct multimorbidity clusters were observed: a gastrointestinal-dominant pattern (Class 1, 49.34%), a core cardiovascular disease pattern (Class 2, 15.50%), a metabolic-cardiovascular disease pattern (Class 3, 19.00%), and a cerebrovascular-osteoarticular complex pattern (Class 4, 13.60%). Older adults in Class 3 (HR = 1.19, 95% CI: 1.02-1.39), and Class 4 (HR = 1.68, 95% CI: 1.46-1.95) had an increased fall risk after confounder adjustment compared with those in Class 1, with mild comorbidities. The highest risk of falls with fractures (especially for sternum fractures) was found in older adults in Class 4. The risks of falls and falls with fracture were greater for females and patients aged ≥ 80 years. Conclusion: In this study, we analysis multimorbidity clusters among older patients with CHD and their association with fall and falls with fracture risk. We found that CHD patients with a cerebrovascular-osteoarticular complex pattern face the highest unintentional falls and fractures risk. Our findings can help stratify the risk of falls in older CHD patients and support precision public health initiatives.

Indexed as

Accidental FallsCoronary DiseaseMultimorbidityAgedAged, 80 and overChinaFemaleFractures, BoneHumansMaleMiddle AgedRisk Factorscoronary artery diseasefallsfracturesmultimorbidityolder adults

Identifiers

PMID41393013
PMCPMC12695574

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