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在50 - 64岁人群中与呼吸急促关联最紧密的因素。

Factors most strongly associated with breathlessness in a population aged 50-64 years.

作者信息

Olsson Max, Björkelund Anders J, Sandberg Jacob, Blomberg Anders, Börjesson Mats, Currow David, Malinovschi Andrei, Sköld Magnus, Wollmer Per, Torén Kjell, Östgren Carl Johan, Engström Gunnar, Ekström Magnus

机构信息

Lund University, Faculty of Medicine, Department of Clinical Sciences Lund, Respiratory Medicine, Allergology and Palliative Medicine, Lund, Sweden.

Lund University, Faculty of Science, Centre for Environmental and Climate Science, Lund, Sweden.

出版信息

ERJ Open Res. 2024 Mar 25;10(2). doi: 10.1183/23120541.00582-2023. eCollection 2024 Mar.

Abstract

BACKGROUND

Breathlessness is a troublesome and prevalent symptom in the population, but knowledge of related factors is scarce. The aim of this study was to identify the factors most strongly associated with breathlessness in the general population and to describe the shapes of the associations between the main factors and breathlessness.

METHODS

A cross-sectional analysis was carried out of the multicentre population-based Swedish CArdioPulmonary bioImage Study (SCAPIS) of adults aged 50 to 64 years. Breathlessness was defined as a modified Medical Research Council breathlessness rating ≥2. The machine learning algorithm extreme gradient boosting (XGBoost) was used to classify participants as either breathless or nonbreathless using 449 factors, including physiological measurements, blood samples, computed tomography cardiac and lung measurements, lifestyle, health conditions and socioeconomics. The strength of the associations between the factors and breathlessness were measured by SHapley Additive exPlanations (SHAP), with higher scores reflecting stronger associations.

RESULTS

A total of 28 730 participants (52% women) were included in the study. The strongest associated factors for breathlessness were (in order of magnitude): body mass index ( SHAP score 0.39), forced expiratory volume in 1 s (0.32), physical activity measured by accelerometery (0.27), sleep apnoea (0.22), diffusing lung capacity for carbon monoxide (0.21), self-reported physical activity (0.17), chest pain when hurrying (0.17), high-sensitivity C-reactive protein (0.17), recent weight change (0.14) and cough (0.13).

CONCLUSION

This large population-based study of men and women aged 50-64 years identified the main factors related to breathlessness that may be prevented or amenable to public health interventions.

摘要

背景

呼吸急促是人群中一种令人困扰且普遍存在的症状,但相关因素的知识却很匮乏。本研究的目的是确定在普通人群中与呼吸急促最密切相关的因素,并描述主要因素与呼吸急促之间关联的形式。

方法

对基于多中心人群的瑞典心肺生物影像研究(SCAPIS)中50至64岁的成年人进行了横断面分析。呼吸急促被定义为改良的医学研究委员会呼吸急促评分≥2。使用机器学习算法极端梯度提升(XGBoost),利用449个因素(包括生理测量、血液样本、计算机断层扫描心脏和肺部测量、生活方式、健康状况和社会经济因素)将参与者分类为呼吸急促或无呼吸急促。因素与呼吸急促之间关联的强度通过夏普利值解释(SHAP)来衡量,分数越高表明关联越强。

结果

共有28730名参与者(52%为女性)纳入研究。与呼吸急促关联最强的因素依次为:体重指数(SHAP评分为0.39)、一秒用力呼气量(0.32)、通过加速度计测量的身体活动(0.27)、睡眠呼吸暂停(0.22)、一氧化碳弥散肺容量(0.21)、自我报告的身体活动(0.17)、匆忙时胸痛(0.17)、高敏C反应蛋白(0.17)、近期体重变化(0.14)和咳嗽(0.13)。

结论

这项针对50 - 64岁男性和女性的大型基于人群的研究确定了与呼吸急促相关的主要因素,这些因素可能是可预防的或适合公共卫生干预的。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5293/10962452/5733572c734d/00582-2023.01.jpg

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