1. Derivation and validation of four patient clusters in Still’s disease, results from GIRRCS AOSD-study group and AIDA Network Still Disease Registry
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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, and Sukran Erten
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Medicine - Abstract
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.
- Published
- 2023
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