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

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...

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Autores principales: 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
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BMJ Publishing Group 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10660445/
https://www.ncbi.nlm.nih.gov/pubmed/37989322
http://dx.doi.org/10.1136/rmdopen-2023-003419
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author 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
author_facet 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
author_sort Ruscitti, Piero
collection PubMed
description 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.
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spelling pubmed-106604452023-11-20 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 RMD Open Autoinflammatory Disorders 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. BMJ Publishing Group 2023-11-20 /pmc/articles/PMC10660445/ /pubmed/37989322 http://dx.doi.org/10.1136/rmdopen-2023-003419 Text en © Author(s) (or their employer(s)) 2023. Re-use permitted under CC BY. Published by BMJ. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed in accordance with the Creative Commons Attribution 4.0 Unported (CC BY 4.0) license, which permits others to copy, redistribute, remix, transform and build upon this work for any purpose, provided the original work is properly cited, a link to the licence is given, and indication of whether changes were made. See: https://creativecommons.org/licenses/by/4.0/.
spellingShingle Autoinflammatory Disorders
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
Derivation and validation of four patient clusters in Still’s disease, results from GIRRCS AOSD-study group and AIDA Network Still Disease Registry
title Derivation and validation of four patient clusters in Still’s disease, results from GIRRCS AOSD-study group and AIDA Network Still Disease Registry
title_full Derivation and validation of four patient clusters in Still’s disease, results from GIRRCS AOSD-study group and AIDA Network Still Disease Registry
title_fullStr Derivation and validation of four patient clusters in Still’s disease, results from GIRRCS AOSD-study group and AIDA Network Still Disease Registry
title_full_unstemmed Derivation and validation of four patient clusters in Still’s disease, results from GIRRCS AOSD-study group and AIDA Network Still Disease Registry
title_short Derivation and validation of four patient clusters in Still’s disease, results from GIRRCS AOSD-study group and AIDA Network Still Disease Registry
title_sort derivation and validation of four patient clusters in still’s disease, results from girrcs aosd-study group and aida network still disease registry
topic Autoinflammatory Disorders
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10660445/
https://www.ncbi.nlm.nih.gov/pubmed/37989322
http://dx.doi.org/10.1136/rmdopen-2023-003419
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