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.

Derivation and validation of four patient clusters in Still’s disease, results from GIRRCS AOSD-study group and AIDA Network Still Disease Registry / Ruscitti, Piero; 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, Francesco; Rossi, Silvia; De Stefano, Ludovico; Monti, Sara; Bugatti, Serena; Montecucco, Carlomaurizio; Caso, Francesco; Costa, Luisa; Prete, Marcella; Perosa, Federico; Iagnocco, Annamaria; Atzeni, Fabiola; Guggino, Giuliana; Giardini, Henrique; Antonelli, Isabele Parente De Brito; Almaghlouth, Ibrahim A; Asfina, Kazi; Direskeneli, Haner; Alibaz-Oner, Fatma; Sevik, Gizem; Tufan, Abdurrahman; Sfikakis, Petros P; La Torre, Francesco; Hinojosa-Azaola, Andrea; Martín-Nares, Eduardo; Torres-Ruiz, Jiram; Ragab, Gafaar; Maggio, Maria Cristina; Makowska, Joanna; Del Giudice, Emanuela; Bartoloni, Elena; Emmi, Giacomo; Govoni, Marcello; Lo Gullo, Alberto; Lopalco, Giuseppe; Simonini, Gabriele; Fotis, Lampros; Ogunjimi, Benson; Tharwat, Samar; Frediani, Bruno; Maier, Armin; Carubbi, Francesco; Dagna, Lorenzo; Erten, Sukran; Gidaro, Antonio; Hernández-Rodríguez, José; Sfriso, Paolo; Fabiani, Claudia; Giacomelli, Roberto; Cantarini, Luca. - In: RMD OPEN. - ISSN 2056-5933. - 9:4(2023), pp. 1-12. [10.1136/rmdopen-2023-003419]

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

Cipriani, Paola;Berardicurti, Onorina;Iacono, Daniela;Ciccia, Francesco;Iagnocco, Annamaria;Guggino, Giuliana;Del Giudice, Emanuela;Fabiani, Claudia;Cantarini, Luca
2023

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.
2023
arthritis; arthritis, juvenile; still's disease, adult-onset
01 Pubblicazione su rivista::01a Articolo in rivista
Derivation and validation of four patient clusters in Still’s disease, results from GIRRCS AOSD-study group and AIDA Network Still Disease Registry / Ruscitti, Piero; 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, Francesco; Rossi, Silvia; De Stefano, Ludovico; Monti, Sara; Bugatti, Serena; Montecucco, Carlomaurizio; Caso, Francesco; Costa, Luisa; Prete, Marcella; Perosa, Federico; Iagnocco, Annamaria; Atzeni, Fabiola; Guggino, Giuliana; Giardini, Henrique; Antonelli, Isabele Parente De Brito; Almaghlouth, Ibrahim A; Asfina, Kazi; Direskeneli, Haner; Alibaz-Oner, Fatma; Sevik, Gizem; Tufan, Abdurrahman; Sfikakis, Petros P; La Torre, Francesco; Hinojosa-Azaola, Andrea; Martín-Nares, Eduardo; Torres-Ruiz, Jiram; Ragab, Gafaar; Maggio, Maria Cristina; Makowska, Joanna; Del Giudice, Emanuela; Bartoloni, Elena; Emmi, Giacomo; Govoni, Marcello; Lo Gullo, Alberto; Lopalco, Giuseppe; Simonini, Gabriele; Fotis, Lampros; Ogunjimi, Benson; Tharwat, Samar; Frediani, Bruno; Maier, Armin; Carubbi, Francesco; Dagna, Lorenzo; Erten, Sukran; Gidaro, Antonio; Hernández-Rodríguez, José; Sfriso, Paolo; Fabiani, Claudia; Giacomelli, Roberto; Cantarini, Luca. - In: RMD OPEN. - ISSN 2056-5933. - 9:4(2023), pp. 1-12. [10.1136/rmdopen-2023-003419]
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11573/1741268
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