Cluster analysis of clinical manifestations assigns systemic lupus erythematosus-phenotype subgroups: A multicentre study on 440 patients

IF 3.8 3区 医学 Q1 RHEUMATOLOGY Joint Bone Spine Pub Date : 2024-07-06 DOI:10.1016/j.jbspin.2024.105760
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Abstract

Objective

Systemic lupus erythematous (SLE) is a heterogenous disease characterised by a large panel of autoantibodies and a wide spectrum of clinical signs and symptoms that engender different outcomes. We aimed to identify distinct, homogeneous SLE patients’ phenotypes.

Methods

This retrospective study enrolled SLE patients meeting the Systemic Lupus International Collaborating Clinics (SLICC) classification criteria, enrolled in the French multicentre “APS (antiphospholipid syndrome) and SLE” Registry. Based on 29 variables selected to cover a broad range of clinical and laboratory (excluding autoantibodies) SLE manifestations, unsupervised multiple correspondence analysis followed by hierarchical ascendent-clustering analysis assigned different phenotypes.

Results

We included 440 patients, mostly women (94.3%). Median age at SLE diagnosis was 24 (IQR 19–32) years. Cluster analysis yielded three distinct subgroups based on cumulative clinical manifestations, not autoantibody pattern. Cluster 1 (n = 91) comprised mostly Caucasian patients, with APS-associated clinical and biological manifestations, e.g., livedo, seizure, thrombocytopaenia and haemolytic anaemia. Cluster 2 (n = 221), the largest, included patients with mild clinical manifestations, mainly articular, more frequently associated with Sjögren's syndrome and with less frequent autoantibody-positivity. Cluster 3 (n = 128) consisted of patients with the largest panel of SLE-specific clinical manifestations (cutaneous, articular, proliferative nephritis, pleural, cardiac and haematological), the most frequent autoantibody-positivity, low complement levels, and more often of Asian and sub-Saharan African origin.

Conclusion

This unsupervised clustering method distinguished three distinct SLE patient subgroups, highlighting SLE heterogeneity.

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对临床表现进行聚类分析,划分出系统性红斑狼疮表型亚组:一项对 440 名患者进行的多中心研究。
目的:系统性红斑狼疮(SLE)是一种异质性疾病,其特点是自身抗体种类繁多,临床症状和体征范围广泛,导致不同的结果。我们旨在确定系统性红斑狼疮患者独特的同质性表型:这项回顾性研究招募了符合系统性红斑狼疮国际合作诊所(SLICC)分类标准的系统性红斑狼疮患者,这些患者都是法国多中心 "APS(抗磷脂综合征)和系统性红斑狼疮‿登记处 "的登记患者。根据所选的涵盖广泛的系统性红斑狼疮临床和实验室(不包括自身抗体)表现的 29 个变量,进行无监督多重对应分析,然后进行分层升序聚类分析,得出不同的表型:我们共纳入了 440 名患者,其中大部分为女性(94.3%)。确诊系统性红斑狼疮时的中位年龄为 24 岁(IQR 19-32 岁)。聚类分析根据累积的临床表现(而非自身抗体模式)得出了三个不同的亚组。群组1(人数=91)主要由白种人组成,具有与APS相关的临床和生物学表现,如活组织病、癫痫发作、血小板减少症和溶血性贫血。第 2 组(人数=221)是最大的一组,包括临床表现轻微的患者,主要是关节型患者,更常见的是与斯约格伦综合征相关的患者,自身抗体阳性率较低。第3组(n=128)的患者有最多的系统性红斑狼疮特异性临床表现(皮肤、关节、增生性肾炎、胸膜、心脏和血液),最常见的自身抗体阳性,补体水平低,且多为亚洲和撒哈拉以南非洲血统:结论:这种无监督聚类方法可区分三个不同的系统性红斑狼疮患者亚群,突出了系统性红斑狼疮的异质性。
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来源期刊
Joint Bone Spine
Joint Bone Spine 医学-风湿病学
CiteScore
4.50
自引率
11.90%
发文量
184
审稿时长
25 days
期刊介绍: Bimonthly e-only international journal, Joint Bone Spine publishes in English original research articles and all the latest advances that deal with disorders affecting the joints, bones, and spine and, more generally, the entire field of rheumatology. All submitted manuscripts to the journal are subjected to rigorous peer review by international experts: under no circumstances does the journal guarantee publication before the editorial board makes its final decision. (Surgical techniques and work focusing specifically on orthopedic surgery are not within the scope of the journal.)Joint Bone Spine is indexed in the main international databases and is accessible worldwide through the ScienceDirect and ClinicalKey platforms.
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