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系统性硬皮病患者症状体验的差异:一种识别亚组的聚类分析方法。

Differences in symptom experience among patients with systemic sclerosis: a cluster analytic approach to identifying subgroups.

机构信息

Department of Physical Medicine and Rehabilitation.

Division of Rheumatology.

出版信息

Rheumatology (Oxford). 2023 Feb 6;62(SI):SI64-SI73. doi: 10.1093/rheumatology/keac444.

Abstract

OBJECTIVES

Symptoms of people who have SSc are heterogeneous and difficult to address clinically. Because diverse symptoms often co-occur and may share common underlying mechanisms, identifying symptoms that cluster together may better target treatment approaches. We sought to identify and characterize patient subgroups based on symptom experience.

METHODS

An exploratory hierarchical agglomerative cluster analysis was conducted to identify subgroups from a large SSc cohort from a single US academic medical centre. Patient-reported symptoms of pain interference, fatigue, sleep disturbance, dyspnoea, depression and anxiety were used for clustering. A multivariate analysis of variance (MANOVA) was used to examine the relative contribution of each variable across subgroups. Analyses of variance were performed to determine participant characteristics based on subgroup assignment. Presence of symptom clusters were tallied within subgroup.

RESULTS

Participants (n = 587; 84% female, 41% diffuse cutaneous subtype, 59% early disease) divided into three subgroups via cluster analysis based on symptom severity: (i) no/minimal, (ii) mild, and (iii) moderate. Participants in mild and moderate symptoms subgroups had similar disease severity, but different symptom presentation. In the mild symptoms subgroup, pain, fatigue and sleep disturbance was the main symptom cluster. Participants in the moderate symptoms subgroup were characterized by co-occurring pain, fatigue, sleep disturbance, depression and anxiety.

CONCLUSION

Identification of distinct symptom clusters, particularly among SSc patients who experience mild and moderate symptoms, suggests potential differences in treatment approach and in mechanisms underlying symptom experience that require further study.

摘要

目的

硬皮病患者的症状具有异质性,临床上难以处理。由于不同的症状常常同时出现,并且可能具有共同的潜在机制,因此识别聚集在一起的症状可能会更好地确定治疗方法。我们试图根据症状体验来确定和描述患者亚组。

方法

对来自美国一家学术医疗中心的大型硬皮病队列进行了探索性层次凝聚聚类分析,以确定亚组。使用疼痛干扰、疲劳、睡眠障碍、呼吸困难、抑郁和焦虑等患者报告的症状进行聚类。使用多元方差分析(MANOVA)来检查亚组之间每个变量的相对贡献。基于亚组分配进行方差分析以确定参与者特征。在亚组内计算症状群的出现情况。

结果

根据症状严重程度,参与者(n=587;84%为女性,41%为弥漫性皮肤型,59%为早期疾病)通过聚类分析分为三组:(i)无/轻度,(ii)轻度和(iii)中度。在轻度和中度症状亚组中,疼痛、疲劳和睡眠障碍是主要的症状群。中度症状亚组的参与者以疼痛、疲劳、睡眠障碍、抑郁和焦虑同时出现为特征。

结论

鉴定出不同的症状群,尤其是在经历轻度和中度症状的硬皮病患者中,表明治疗方法和症状体验的潜在机制可能存在差异,需要进一步研究。

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