Evidence map›Paper›PMID 40181043›Full record

ArticleScientific reports2025

Identifying risk factors associated with the health-related quality of life for coronary heart diseases elderly using association rule mining.

Chunzi Wang, Yunwei Zhang, Shuangcheng Wang, Yi Wang, Yifei Shen, Hansheng Ding

Abstract read
In one paragraph

Article in Scientific reports, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

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3 · Its place in the literature

Who cites it

3 citing papers in PubMed.

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4 · The record

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PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

6 authors.

Chunzi Wang *Department of Fintech, Shanghai Normal University Tianhua College, No. 1661 Shengxin North Road, Jiading District, Shanghai, 201815, P.R. China.
Yunwei Zhang *Shanghai Health Development Research Center (Shanghai Medical Information Center), No. 602 West Jianguo Road, Shanghai, 200031, P.R. China.
Shuangcheng WangDepartment of Fintech, Shanghai Normal University Tianhua College, No. 1661 Shengxin North Road, Jiading District, Shanghai, 201815, P.R. China.
Yi WangDahua Hospital, No. 901 Lao Humin Road, Shanghai, Xuhui District, Shanghai, 200237, P.R. China.
Yifei ShenShanghai Health Development Research Center (Shanghai Medical Information Center), No. 602 West Jianguo Road, Shanghai, 200031, P.R. China.
Hansheng DingShanghai Health Development Research Center (Shanghai Medical Information Center), No. 602 West Jianguo Road, Shanghai, 200031, P.R. China. dinghansheng@shdrc.org.

Funding

National Natural Science Foundation of China (General Program, Study on the Development of Automatic Generation Model of Personalized Long-term Care Plan Based on Care Needs Grade and Performance Evaluation and Popularization No. 72074152Xuhui health system peak discipline construction funding project No. SHXHZDXK202307
6 · The paper itself

Abstract

Health-related quality of life (HRQoL) is a crucial outcome measure in the care of elderly patients with coronary heart disease (CHD). This research aims to identify risk factors associated with HRQoL in elderly patients with CHD. A cross-sectional study was carried out in Shanghai, China, from January to May 2023. Data on demographics and general symptoms and signs of CHD among elderly patients were collected by a structured questionnaire. HRQoL was measured by 21 items including both physical and psychological symptoms. The association rule mining (ARM) technique was performed to identify significant rules (support>10% and confidence >85%) for the sick and healthy conditions. In total, 179141 individuals were enrolled. 3,583 sick individuals (with CHD only, 34.4% male and 65.6% female) and 10,790 healthy individuals (free of any chronic disease, 39.5% male and 60.5% female) were included in our study. Among the significant rules for the sick condition, the most frequently occurring factors were "MedicalConstipation=1", "MotorFunction=1", "Sleep=1", "MasticatoryFunction=1" and "Gender=2". In contrast, for the healthy condition, the frequently occurring factors were "MotorFunction=0", "EducationLevel=3", "Sleep=0", "MedicalConstipation=0", and "MasticatoryFunction=0". ARM is effective in identifying the important risk factors. Impairments in medical constipation, sleep, motor function, and masticatory function are significant risk factors associated with the HRQoL in elderly patients with CHD. Early detection and management of these four symptoms could be crucial in reducing the disease burden and improving outcomes. Additionally, gender and education level may also influence the risk of developing CHD.

Indexed as

Coronary DiseaseQuality of LifeAgedAged, 80 and overChinaCross-Sectional StudiesFemaleHumansMaleMiddle AgedRisk FactorsSurveys and QuestionnairesAssociation rule miningCoronary heart diseaseHealth-related quality of lifeRisk factor

Identifiers

PMID40181043
PMCPMC11968995

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LicenceCC BY-NC-ND
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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.