Andrés González-García,Martin Fabregate,Guillermo Ruiz-Irastorza,Carlos Feijoo-Massó,María López-Paraja,Olga Capdevila Pons,Manuel Anselmo Bahamonde García,Nuria Navarrete,Olga Araujo,Aleida Martínez Zapico,Sandra Parra Pérez,Borja Gracia-Tello,María Victoria Villalba García,Ángel Robles Marhuenda,Mónica Angerri,Eva Fonseca Aizpuru,Miguel López Dupla,Iñigo Les Bujanda,Alba Gil,Germán Daroca Bengoa,Mercedes Pérez-Conesa,Ana Isabel García Sánchez,Isabel Perales Fraile,María López Veloso,Javier de la Hera,María Calabuig Ballester,Alba Jerez Lienas,María Andreo,Eva Calvo Begueria,Begoña Frutos,Antonio Chamorro,Sara Gómez-García,Salvador García Morillo⁶,Arnau Antoli Gil,Gerard Espinosa Garriga⁸,Joan Duran Bertran,Antoni Castro Guardiola,Isabel Sánchez-Berná⁷,Laura Pérez Abad,Paula Martínez García,María Dolores Manjón Rodríguez,Ivan Cusacovich
{"title":"Three clinical and immunological phenotypes of systemic lupus erythematosus onset identified through clustering analysis: data from the RELES registry","authors":"Andrés González-García,Martin Fabregate,Guillermo Ruiz-Irastorza,Carlos Feijoo-Massó,María López-Paraja,Olga Capdevila Pons,Manuel Anselmo Bahamonde García,Nuria Navarrete,Olga Araujo,Aleida Martínez Zapico,Sandra Parra Pérez,Borja Gracia-Tello,María Victoria Villalba García,Ángel Robles Marhuenda,Mónica Angerri,Eva Fonseca Aizpuru,Miguel López Dupla,Iñigo Les Bujanda,Alba Gil,Germán Daroca Bengoa,Mercedes Pérez-Conesa,Ana Isabel García Sánchez,Isabel Perales Fraile,María López Veloso,Javier de la Hera,María Calabuig Ballester,Alba Jerez Lienas,María Andreo,Eva Calvo Begueria,Begoña Frutos,Antonio Chamorro,Sara Gómez-García,Salvador García Morillo⁶,Arnau Antoli Gil,Gerard Espinosa Garriga⁸,Joan Duran Bertran,Antoni Castro Guardiola,Isabel Sánchez-Berná⁷,Laura Pérez Abad,Paula Martínez García,María Dolores Manjón Rodríguez,Ivan Cusacovich","doi":"10.1186/s13075-026-03908-5","DOIUrl":null,"url":null,"abstract":"Abstract Background Systemic lupus erythematosus (SLE) shows heterogeneous clinical expression at onset, complicating early characterisation and risk assessment. We aimed to identify SLE phenotypes emerging after diagnosis and assess their clinical relevance. Methods We analysed newly diagnosed SLE patients from the Spanish multicentre RELES inception cohort. Eighteen binary clinical and immunological variables based on the 2019 EULAR/ACR classification criteria, cumulatively recorded within two years of diagnosis, were included. Multiple correspondence analysis followed by unsupervised hierarchical clustering on principal components with k-means consolidation was performed. Internal validation metrics assessed cluster stability and separation. Baseline characteristics, treatments and early clinical burden were compared across clusters. Results A total of 795 patients were included (87.7% women; mean age at diagnosis 42 ± 16 years). Three clinically interpretable phenotypes were identified. Cluster 1 ( n = 168, 21.1%) represented a renal-dominant phenotype, characterised by younger age, frequent lupus nephritis, complement consumption and greater exposure to intensive immunosuppression, with the highest rates of infections and cumulative damage. Cluster 2 ( n = 175, 22.0%) showed a haematologic-serosal phenotype, with cytopenias, serositis, and frequent antiphospholipid and anti-dsDNA positivity, also associated with substantial early damage. Cluster 3 ( n = 452, 56.9%) represented a mild cutaneous-articular phenotype, with lower serological activity and the lowest burden of early complications. Internal validation supported a stable three-cluster solution, with moderate separation reflecting the continuum of early SLE. Conclusion Three clinically meaningful SLE phenotypes can be identified within two years of diagnosis using routinely collected variables. This approach may provide a practical framework for early disease characterisation and risk-adapted management in SLE.","PeriodicalId":8419,"journal":{"name":"Arthritis Research & Therapy","volume":"52 1","pages":""},"PeriodicalIF":4.6000,"publicationDate":"2026-09-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Arthritis Research & Therapy","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1186/s13075-026-03908-5","RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"Medicine","Score":null,"Total":0}
引用次数: 0
Abstract
Abstract Background Systemic lupus erythematosus (SLE) shows heterogeneous clinical expression at onset, complicating early characterisation and risk assessment. We aimed to identify SLE phenotypes emerging after diagnosis and assess their clinical relevance. Methods We analysed newly diagnosed SLE patients from the Spanish multicentre RELES inception cohort. Eighteen binary clinical and immunological variables based on the 2019 EULAR/ACR classification criteria, cumulatively recorded within two years of diagnosis, were included. Multiple correspondence analysis followed by unsupervised hierarchical clustering on principal components with k-means consolidation was performed. Internal validation metrics assessed cluster stability and separation. Baseline characteristics, treatments and early clinical burden were compared across clusters. Results A total of 795 patients were included (87.7% women; mean age at diagnosis 42 ± 16 years). Three clinically interpretable phenotypes were identified. Cluster 1 ( n = 168, 21.1%) represented a renal-dominant phenotype, characterised by younger age, frequent lupus nephritis, complement consumption and greater exposure to intensive immunosuppression, with the highest rates of infections and cumulative damage. Cluster 2 ( n = 175, 22.0%) showed a haematologic-serosal phenotype, with cytopenias, serositis, and frequent antiphospholipid and anti-dsDNA positivity, also associated with substantial early damage. Cluster 3 ( n = 452, 56.9%) represented a mild cutaneous-articular phenotype, with lower serological activity and the lowest burden of early complications. Internal validation supported a stable three-cluster solution, with moderate separation reflecting the continuum of early SLE. Conclusion Three clinically meaningful SLE phenotypes can be identified within two years of diagnosis using routinely collected variables. This approach may provide a practical framework for early disease characterisation and risk-adapted management in SLE.
期刊介绍:
Established in 1999, Arthritis Research and Therapy is an international, open access, peer-reviewed journal, publishing original articles in the area of musculoskeletal research and therapy as well as, reviews, commentaries and reports. A major focus of the journal is on the immunologic processes leading to inflammation, damage and repair as they relate to autoimmune rheumatic and musculoskeletal conditions, and which inform the translation of this knowledge into advances in clinical care. Original basic, translational and clinical research is considered for publication along with results of early and late phase therapeutic trials, especially as they pertain to the underpinning science that informs clinical observations in interventional studies.