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采用聚类分析对抗合成酶抗体患者进行临床表型分析。

Clinical phenotyping in patients with anti-synthetase antibodies using cluster analysis.

作者信息

Yamamoto Shintaro, Yoshida Akira, Okazaki Yuka, Gono Takahisa, Kuwana Masataka

机构信息

Department of Allergy and Rheumatology, Nippon Medical School Graduate School of Medicine, Tokyo, Japan.

Scleroderma/Myositis Centre of Excellence, Nippon Medical School Hospital, Tokyo, Japan.

出版信息

Rheumatol Adv Pract. 2024 Apr 8;8(2):rkae049. doi: 10.1093/rap/rkae049. eCollection 2024.

Abstract

OBJECTIVES

To characterize clinically distinct subgroups among unselected patients with anti-synthetase antibodies using cluster analysis.

METHODS

This study evaluated patients with anti-synthetase antibodies registered to two independent cohorts; 106 consecutive patients from a prospective, single-centre cohort of the Scleroderma/Myositis Centre of Excellence (SMCE) were used as a derivation cohort and 125 patients from the Multicentre Retrospective Cohort of Japanese Patients with Myositis-Associated Interstitial Lung Disease (JAMI) were used as a validation cohort. Anti-synthetase antibodies were identified by RNA immunoprecipitation. A multiple correspondence analysis followed by hierarchical clustering was performed to aggregate the patients into homogeneous subgroups. Subsequently, a simple-to-use classification tree was generated using classification and regression tree analysis.

RESULTS

Three clusters were identified in the SMCE cohort: cluster 1 ( = 48), the interstitial pneumonia with autoimmune features/amyopathic dermatomyositis cluster, associated with older age at diagnosis and a higher frequency of malignancy; cluster 2 ( = 46), the DM cluster, corresponded to a younger age at diagnosis with a higher prevalence of myositis, arthritis, DM pathognomonic rashes, mechanic's hands and fever; and cluster 3 ( = 12), the SSc cluster, characterized by chronic interstitial lung disease. There was no significant difference in overall survival or progression-free survival between the clusters. A simple classification tree using myositis and RP was created in the SMCE cohort. Clusters 1 and 2 were successfully reproduced and the classification tree demonstrated favourable performance in the JAMI cohort.

CONCLUSION

Patients with anti-synthetase antibodies were classified into three distinct phenotypes, indicating substantial heterogeneity within this patient group.

摘要

目的

采用聚类分析对未选择的抗合成酶抗体患者中临床上不同的亚组进行特征描述。

方法

本研究评估了登记在两个独立队列中的抗合成酶抗体患者;来自硬皮病/肌炎卓越中心(SMCE)前瞻性单中心队列的106例连续患者作为推导队列,来自日本肌炎相关间质性肺疾病多中心回顾性队列(JAMI)的125例患者作为验证队列。通过RNA免疫沉淀鉴定抗合成酶抗体。进行多重对应分析,随后进行层次聚类,以将患者聚集为同质亚组。随后,使用分类与回归树分析生成一个易于使用的分类树。

结果

在SMCE队列中鉴定出三个聚类:聚类1(n = 48),具有自身免疫特征的间质性肺炎/无肌病性皮肌炎聚类,与诊断时年龄较大和较高的恶性肿瘤发生率相关;聚类2(n = 46),皮肌炎聚类,对应于诊断时年龄较小,肌炎、关节炎、皮肌炎特征性皮疹、技工手和发热的患病率较高;聚类3(n = 12),系统性硬化症聚类,其特征为慢性间质性肺疾病。各聚类之间的总生存期或无进展生存期无显著差异。在SMCE队列中使用肌炎和雷诺现象创建了一个简单的分类树。聚类1和聚类2成功再现,且分类树在JAMI队列中表现良好。

结论

抗合成酶抗体患者被分为三种不同的表型,表明该患者群体存在显著的异质性。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6d0d/11069276/e9268fe84947/rkae049f4.jpg

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