Quality of Life in European Adults and Older with All-Over Pain: Relationship with Frequency of Moderate and Vigorous Physical Activity and Decision Prediction Models with Cross-Sectional Data.

IF 2.4 4区 医学 Q2 HEALTH CARE SCIENCES & SERVICES
Angel Denche-Zamorano, Daniel Collado-Mateo, Juan Manuel Franco-Garcia, José Carmelo Adsuar, Diana Salas-Gómez
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引用次数: 0

Abstract

Background/objectives: Quality of life (QoL) is negatively affected in people with all-over pain. Widespread pain has a negative impact on physical function, cognitive function, mental health and mood. Physical activity (PA) may help to improve the QoL in these people. This study aimed to assess the relationships between PA frequency (PAF) and QoL in middle-aged and older European people with all-over pain, in addition to developing and analyzing the performance of a classification and regression tree model (CRT) to predict QoL in this population.

Methods: A cross-sectional study of 1025 middle-aged and older European individuals with all-over pain. Relationships between moderate and vigorous PAF and QoL were assessed. A predictive algorithm for QoL was developed using CRT analysis. A cross-validation study was conducted to assess the performance of the model. In addition, a multivariate linear regression model was developed to predict QoL and compare its performance with the CRT model.

Results: Higher PAF and higher QoL were found to be related (p < 0.001). Specifically, the CRT found that depression, poor perceived health, and moderate physical activity once a week, rarely or never were the combinations of variables that predicted lower quality of life scores. Conversely, not having depression and performing moderate physical activity more than once a week predicted higher quality of life scores. The linear regression model performed better than the CRT model (R2 = 38% vs. R2 = 30%), and both identified depression, SPH, moderate PAF and education level as main predictors of QoL.

Conclusions: PA on a regular basis could improve the QoL of people with all-over pain. Depressive symptoms, self-perceived health, PAF and educational level are predictors of QoL in this population. Our findings provide useful information for assessing QoL in people with all-over pain, offering an easy-to-interpret visual model with similar accuracy to traditional models.

欧洲成年人和老年人全身疼痛患者的生活质量:与中度和剧烈体育活动频率的关系以及具有横截面数据的决策预测模型。
背景/目的:全身疼痛患者的生活质量(QoL)受到负面影响。广泛的疼痛对身体机能、认知功能、心理健康和情绪都有负面影响。体育活动(PA)可能有助于改善这些人的生活质量。本研究旨在评估欧洲中老年全身疼痛患者PA频率(PAF)与生活质量之间的关系,并开发和分析分类和回归树模型(CRT)的性能,以预测该人群的生活质量。方法:对欧洲1025例全身疼痛的中老年患者进行横断面研究。评估中度和重度PAF与生活质量的关系。利用CRT分析,建立了生活质量的预测算法。进行交叉验证研究以评估模型的性能。此外,还建立了一个多元线性回归模型来预测生活质量,并将其与CRT模型的性能进行比较。结果:高PAF与高生活质量相关(p < 0.001)。具体来说,CRT发现,抑郁、健康状况不佳和每周一次的适度体育活动,很少或从不是预测生活质量得分较低的变量组合。相反,没有抑郁症和每周进行一次以上适度体育活动的人,生活质量得分更高。线性回归模型优于CRT模型(R2 = 38% vs. R2 = 30%),均将抑郁、SPH、中度PAF和文化程度作为生活质量的主要预测因子。结论:定期PA治疗可改善全身疼痛患者的生活质量。抑郁症状、自我感知健康、PAF和教育水平是该人群生活质量的预测因子。我们的研究结果为评估全身疼痛患者的生活质量提供了有用的信息,提供了一个易于解释的视觉模型,具有与传统模型相似的准确性。
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来源期刊
Healthcare
Healthcare Medicine-Health Policy
CiteScore
3.50
自引率
7.10%
发文量
0
审稿时长
47 days
期刊介绍: Healthcare (ISSN 2227-9032) is an international, peer-reviewed, open access journal (free for readers), which publishes original theoretical and empirical work in the interdisciplinary area of all aspects of medicine and health care research. Healthcare publishes Original Research Articles, Reviews, Case Reports, Research Notes and Short Communications. We encourage researchers to publish their experimental and theoretical results in as much detail as possible. For theoretical papers, full details of proofs must be provided so that the results can be checked; for experimental papers, full experimental details must be provided so that the results can be reproduced. Additionally, electronic files or software regarding the full details of the calculations, experimental procedure, etc., can be deposited along with the publication as “Supplementary Material”.
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