Derivation and validation of four patient clusters in Still’s disease, results from GIRRCS AOSD-study group and AIDA Network Still Disease Registry
Author:
Ruscitti PieroORCID, Masedu Francesco, Vitale Antonio, Di Cola Ilenia, Caggiano Valeria, Di Muzio Claudia, Cipriani Paola, Valenti Marco, Berardicurti Onorina, Navarini Luca, Iacono Daniela, Pantano Ilenia, Mauro Daniele, Ciccia FrancescoORCID, Rossi Silvia, De Stefano LudovicoORCID, Monti SaraORCID, Bugatti SerenaORCID, Montecucco Carlomaurizio, Caso FrancescoORCID, Costa Luisa, Prete Marcella, Perosa Federico, Iagnocco Annamaria, Atzeni Fabiola, Guggino GiulianaORCID, Giardini HenriqueORCID, Antonelli Isabele Parente de Brito, Almaghlouth Ibrahim A, Asfina KaziORCID, Direskeneli HanerORCID, Alibaz-Oner FatmaORCID, Sevik Gizem, Tufan AbdurrahmanORCID, Sfikakis Petros P, La Torre Francesco, Hinojosa-Azaola Andrea, Martín-Nares EduardoORCID, Torres-Ruiz Jiram, Ragab Gafaar, Maggio Maria Cristina, Makowska Joanna, Del Giudice Emanuela, Bartoloni ElenaORCID, Emmi GiacomoORCID, Govoni Marcello, Lo Gullo AlbertoORCID, Lopalco Giuseppe, Simonini Gabriele, Fotis Lampros, Ogunjimi Benson, Tharwat Samar, Frediani Bruno, Maier Armin, Carubbi FrancescoORCID, Dagna Lorenzo, Erten Sukran, Gidaro Antonio, Hernández-Rodríguez José, Sfriso PaoloORCID, Fabiani Claudia, Giacomelli Roberto, Cantarini LucaORCID
Abstract
BackgroundDifferent 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.MethodsPatients 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.ResultsK-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.ConclusionsFour 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.
Subject
Immunology,Immunology and Allergy,Rheumatology
Cited by
5 articles.
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