A multicentre study for clinical phenotype prediction in juvenile dermatomyositis: categorical principal component analysis-based hierarchical clustering.
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引用次数: 0
Abstract
Introduction: Juvenile dermatomyositis (JDM) is the most common inflammatory myopathy in childhood and exhibits a heterogeneous disease course. This study aimed to analyse and identify phenotypic clusters by examining the laboratory findings, nailfold capillaroscopy results, and myositis-specific autoantibodies (MSAs) in patients with JDM.
Material and methods: This retrospective cohort study included data from patients with JDM treated at the Paediatric Rheumatology Departments of 14 advanced health centres in Turkey. A categorical principal component analysis (CATPCA)-based hierarchical cluster analysis method was employed for clustering.
Results: A total of 176 JDM patients were enrolled, and 5 phenotypic clusters were identified using 23 categorical variables. These clusters were interpreted as follows: Cluster A with severe muscle weakness and oesophageal involvement requiring intensive immunosuppressive treatment; Cluster B with amyopathic/hypomyopathic patients; Cluster C with skin manifestations and lung involvement; Cluster D with complicated skin manifestations; and Cluster E with classic JDM. The clinical and laboratory findings and treatments of these 5 clusters were compared. Fatigue, myalgia, photosensitivity, Raynaud's phenomenon, and the use of pulse glucocorticosteroids, intravenous immunoglobulin, and cyclophosphamide treatments differed between the groups (p < 0.001, p = 0.002, p = 0.015, p = 0.036, p = 0.002, p = 0.006, and p = 0.024, respectively). Myositis-specific autoantibodies results were available for 119 patients (65.3%). The most frequent MSAs were antinuclear matrix protein 2 (26.1%) and anti-transcription intermediary factor 1 (20.9%). However, no significant differences were found in MSAs or nailfold capillaroscopy findings.
Conclusions: We identified 5 clusters based on patient symptoms and findings. The identification of these 5 clusters can guide more effective treatment strategies in clinical practice. Additionally, these approaches may contribute to improving patients' quality of life and long-term outcomes by increasing the feasibility of individualised treatment.
青少年皮肌炎(JDM)是儿童时期最常见的炎症性肌病,其病程具有异质性。本研究旨在通过检查JDM患者的实验室结果、甲襞毛细血管镜检查结果和肌炎特异性自身抗体(msa)来分析和确定表型集群。材料和方法:本回顾性队列研究纳入了在土耳其14个高级卫生中心儿科风湿病科治疗的JDM患者的数据。采用基于分类主成分分析(CATPCA)的层次聚类分析方法进行聚类。结果:共纳入176例JDM患者,使用23个分类变量确定了5个表型群。这些集群被解释如下:A类有严重的肌肉无力和食道受累,需要强化免疫抑制治疗;B组为amyopathy / hypoomyopathy患者;C组有皮肤表现和肺部受累;D组有复杂的皮肤表现;集群E使用经典JDM。比较5例病例的临床、实验室表现及治疗方法。疲劳、肌痛、光敏、雷诺现象以及脉冲糖皮质激素、静脉注射免疫球蛋白和环磷酰胺治疗的使用在两组之间存在差异(p < 0.001, p = 0.002, p = 0.015, p = 0.036, p = 0.002, p = 0.006和p = 0.024)。119例(65.3%)患者有肌炎特异性自身抗体检测结果。最常见的msa是抗核基质蛋白2(26.1%)和抗转录中介因子1(20.9%)。然而,在msa或甲襞毛细血管镜检查结果中没有发现显著差异。结论:我们根据患者的症状和发现确定了5个群集。这5个聚类的识别可以指导临床实践中更有效的治疗策略。此外,这些方法可以通过提高个体化治疗的可行性来改善患者的生活质量和长期预后。