RMD Open (Oct 2023)

Derivation and validation of four patient clusters in Still’s disease, results from GIRRCS AOSD-study group and AIDA Network Still Disease Registry

  • Marcello Govoni,
  • Annamaria Iagnocco,
  • Carlomaurizio Montecucco,
  • Sara Monti,
  • Eduardo Martin-Nares,
  • Paola Cipriani,
  • Piero Ruscitti,
  • Roberto Giacomelli,
  • Luca Cantarini,
  • Giuseppe Lopalco,
  • Lorenzo Dagna,
  • Francesco Carubbi,
  • Antonio Vitale,
  • Fatma Alibaz-Öner,
  • Haner Direskeneli,
  • Petros P Sfikakis,
  • Giacomo Emmi,
  • Claudia Fabiani,
  • Gabriele Simonini,
  • Daniele Mauro,
  • Giuliana Guggino,
  • Francesco Ciccia,
  • Elena Bartoloni,
  • Fabiola Atzeni,
  • Daniela Iacono,
  • Ilenia Pantano,
  • Luisa Costa,
  • Francesco Caso,
  • Bruno Frediani,
  • Benson Ogunjimi,
  • Serena Bugatti,
  • Ludovico De Stefano,
  • Onorina Berardicurti,
  • Ilenia Di Cola,
  • Silvia Rossi,
  • Abdurrahman Tufan,
  • José Hernández-Rodríguez,
  • Lampros Fotis,
  • Antonio Gidaro,
  • Jiram Torres-Ruiz,
  • Paolo Sfriso,
  • Luca Navarini,
  • Francesco La Torre,
  • Marco Valenti,
  • Francesco Masedu,
  • Samar Tharwat,
  • Andrea Hinojosa-Azaola,
  • Alberto Lo Gullo,
  • Valeria Caggiano,
  • Claudia Di Muzio,
  • Marcella Prete,
  • Federico Perosa,
  • Henrique Giardini,
  • Isabele Parente de Brito Antonelli,
  • Ibrahim A Almaghlouth,
  • Kazi Asfina,
  • Gizem Sevik,
  • Gafaar Ragab,
  • Maria Cristina Maggio,
  • Joanna Makowska,
  • Emanuela Del Giudice,
  • Armin Maier,
  • Sukran Erten

DOI
https://doi.org/10.1136/rmdopen-2023-003419
Journal volume & issue
Vol. 9, no. 4

Abstract

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Background Different patient clusters were preliminarily suggested to dissect the clinical heterogeneity in Still’s disease. Thus, we aimed at deriving and validating disease clusters in a multicentre, observational, prospective study to stratify these patients.Methods Patients included in GIRRCS AOSD-study group and AIDA Network Still Disease Registry were assessed if variables for cluster analysis were available (age, systemic score, erythrocyte sedimentation rate (ESR), C reactive protein (CRP) and ferritin). K-means algorithm with Euclidean metric and Elbow plot were used to derive an adequate number of clusters.Results K-means clustering assessment provided four clusters based on means standardised according to z-scores on 349 patients. All clusters mainly presented fever, skin rash and joint involvement. Cluster 1 was composed by 115 patients distinguished by lower values of age and characterised by skin rash myalgia, sore throat and splenomegaly. Cluster 2 included 128 patients identified by lower levels of ESR, ferritin and systemic score; multiorgan manifestations were less frequently observed. Cluster 3 comprised 31 patients categorised by higher levels of CRP and ferritin, they were characterised by fever and joint involvement. Cluster 4 contained 75 patients derived by higher values of age and systemic score. Myalgia, sore throat, liver involvement and life-threatening complications, leading to a high mortality rate, were observed in these patients.Conclusions Four patient clusters in Still’s disease may be recognised by a multidimensional characterisation (‘Juvenile/Transitional’, ‘Uncomplicated’, ‘Hyperferritinemic’ and ‘Catastrophic’). Of interest, cluster 4 was burdened by an increased rate of life-threatening complications and mortality, suggesting a more severe patient group.