Cargando…
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...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , |
---|---|
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 |
_version_ | 1785148407335092224 |
---|---|
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. |
format | Online Article Text |
id | pubmed-10660445 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | BMJ Publishing Group |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT ruscittipiero derivationandvalidationoffourpatientclustersinstillsdiseaseresultsfromgirrcsaosdstudygroupandaidanetworkstilldiseaseregistry AT masedufrancesco derivationandvalidationoffourpatientclustersinstillsdiseaseresultsfromgirrcsaosdstudygroupandaidanetworkstilldiseaseregistry AT vitaleantonio derivationandvalidationoffourpatientclustersinstillsdiseaseresultsfromgirrcsaosdstudygroupandaidanetworkstilldiseaseregistry AT dicolailenia derivationandvalidationoffourpatientclustersinstillsdiseaseresultsfromgirrcsaosdstudygroupandaidanetworkstilldiseaseregistry AT caggianovaleria derivationandvalidationoffourpatientclustersinstillsdiseaseresultsfromgirrcsaosdstudygroupandaidanetworkstilldiseaseregistry AT dimuzioclaudia derivationandvalidationoffourpatientclustersinstillsdiseaseresultsfromgirrcsaosdstudygroupandaidanetworkstilldiseaseregistry AT ciprianipaola derivationandvalidationoffourpatientclustersinstillsdiseaseresultsfromgirrcsaosdstudygroupandaidanetworkstilldiseaseregistry AT valentimarco derivationandvalidationoffourpatientclustersinstillsdiseaseresultsfromgirrcsaosdstudygroupandaidanetworkstilldiseaseregistry AT berardicurtionorina derivationandvalidationoffourpatientclustersinstillsdiseaseresultsfromgirrcsaosdstudygroupandaidanetworkstilldiseaseregistry AT navariniluca derivationandvalidationoffourpatientclustersinstillsdiseaseresultsfromgirrcsaosdstudygroupandaidanetworkstilldiseaseregistry AT iaconodaniela derivationandvalidationoffourpatientclustersinstillsdiseaseresultsfromgirrcsaosdstudygroupandaidanetworkstilldiseaseregistry AT pantanoilenia derivationandvalidationoffourpatientclustersinstillsdiseaseresultsfromgirrcsaosdstudygroupandaidanetworkstilldiseaseregistry AT maurodaniele derivationandvalidationoffourpatientclustersinstillsdiseaseresultsfromgirrcsaosdstudygroupandaidanetworkstilldiseaseregistry AT cicciafrancesco derivationandvalidationoffourpatientclustersinstillsdiseaseresultsfromgirrcsaosdstudygroupandaidanetworkstilldiseaseregistry AT rossisilvia derivationandvalidationoffourpatientclustersinstillsdiseaseresultsfromgirrcsaosdstudygroupandaidanetworkstilldiseaseregistry AT destefanoludovico derivationandvalidationoffourpatientclustersinstillsdiseaseresultsfromgirrcsaosdstudygroupandaidanetworkstilldiseaseregistry AT montisara derivationandvalidationoffourpatientclustersinstillsdiseaseresultsfromgirrcsaosdstudygroupandaidanetworkstilldiseaseregistry AT bugattiserena derivationandvalidationoffourpatientclustersinstillsdiseaseresultsfromgirrcsaosdstudygroupandaidanetworkstilldiseaseregistry AT montecuccocarlomaurizio derivationandvalidationoffourpatientclustersinstillsdiseaseresultsfromgirrcsaosdstudygroupandaidanetworkstilldiseaseregistry AT casofrancesco derivationandvalidationoffourpatientclustersinstillsdiseaseresultsfromgirrcsaosdstudygroupandaidanetworkstilldiseaseregistry AT costaluisa derivationandvalidationoffourpatientclustersinstillsdiseaseresultsfromgirrcsaosdstudygroupandaidanetworkstilldiseaseregistry AT pretemarcella derivationandvalidationoffourpatientclustersinstillsdiseaseresultsfromgirrcsaosdstudygroupandaidanetworkstilldiseaseregistry AT perosafederico derivationandvalidationoffourpatientclustersinstillsdiseaseresultsfromgirrcsaosdstudygroupandaidanetworkstilldiseaseregistry AT iagnoccoannamaria derivationandvalidationoffourpatientclustersinstillsdiseaseresultsfromgirrcsaosdstudygroupandaidanetworkstilldiseaseregistry AT atzenifabiola derivationandvalidationoffourpatientclustersinstillsdiseaseresultsfromgirrcsaosdstudygroupandaidanetworkstilldiseaseregistry AT gugginogiuliana derivationandvalidationoffourpatientclustersinstillsdiseaseresultsfromgirrcsaosdstudygroupandaidanetworkstilldiseaseregistry AT giardinihenrique derivationandvalidationoffourpatientclustersinstillsdiseaseresultsfromgirrcsaosdstudygroupandaidanetworkstilldiseaseregistry AT antonelliisabeleparentedebrito derivationandvalidationoffourpatientclustersinstillsdiseaseresultsfromgirrcsaosdstudygroupandaidanetworkstilldiseaseregistry AT almaghlouthibrahima derivationandvalidationoffourpatientclustersinstillsdiseaseresultsfromgirrcsaosdstudygroupandaidanetworkstilldiseaseregistry AT asfinakazi derivationandvalidationoffourpatientclustersinstillsdiseaseresultsfromgirrcsaosdstudygroupandaidanetworkstilldiseaseregistry AT direskenelihaner derivationandvalidationoffourpatientclustersinstillsdiseaseresultsfromgirrcsaosdstudygroupandaidanetworkstilldiseaseregistry AT alibazonerfatma derivationandvalidationoffourpatientclustersinstillsdiseaseresultsfromgirrcsaosdstudygroupandaidanetworkstilldiseaseregistry AT sevikgizem derivationandvalidationoffourpatientclustersinstillsdiseaseresultsfromgirrcsaosdstudygroupandaidanetworkstilldiseaseregistry AT tufanabdurrahman derivationandvalidationoffourpatientclustersinstillsdiseaseresultsfromgirrcsaosdstudygroupandaidanetworkstilldiseaseregistry AT sfikakispetrosp derivationandvalidationoffourpatientclustersinstillsdiseaseresultsfromgirrcsaosdstudygroupandaidanetworkstilldiseaseregistry AT latorrefrancesco derivationandvalidationoffourpatientclustersinstillsdiseaseresultsfromgirrcsaosdstudygroupandaidanetworkstilldiseaseregistry AT hinojosaazaolaandrea derivationandvalidationoffourpatientclustersinstillsdiseaseresultsfromgirrcsaosdstudygroupandaidanetworkstilldiseaseregistry AT martinnareseduardo derivationandvalidationoffourpatientclustersinstillsdiseaseresultsfromgirrcsaosdstudygroupandaidanetworkstilldiseaseregistry AT torresruizjiram derivationandvalidationoffourpatientclustersinstillsdiseaseresultsfromgirrcsaosdstudygroupandaidanetworkstilldiseaseregistry AT ragabgafaar derivationandvalidationoffourpatientclustersinstillsdiseaseresultsfromgirrcsaosdstudygroupandaidanetworkstilldiseaseregistry AT maggiomariacristina derivationandvalidationoffourpatientclustersinstillsdiseaseresultsfromgirrcsaosdstudygroupandaidanetworkstilldiseaseregistry AT makowskajoanna derivationandvalidationoffourpatientclustersinstillsdiseaseresultsfromgirrcsaosdstudygroupandaidanetworkstilldiseaseregistry AT delgiudiceemanuela derivationandvalidationoffourpatientclustersinstillsdiseaseresultsfromgirrcsaosdstudygroupandaidanetworkstilldiseaseregistry AT bartolonielena derivationandvalidationoffourpatientclustersinstillsdiseaseresultsfromgirrcsaosdstudygroupandaidanetworkstilldiseaseregistry AT emmigiacomo derivationandvalidationoffourpatientclustersinstillsdiseaseresultsfromgirrcsaosdstudygroupandaidanetworkstilldiseaseregistry AT govonimarcello derivationandvalidationoffourpatientclustersinstillsdiseaseresultsfromgirrcsaosdstudygroupandaidanetworkstilldiseaseregistry AT logulloalberto derivationandvalidationoffourpatientclustersinstillsdiseaseresultsfromgirrcsaosdstudygroupandaidanetworkstilldiseaseregistry AT lopalcogiuseppe derivationandvalidationoffourpatientclustersinstillsdiseaseresultsfromgirrcsaosdstudygroupandaidanetworkstilldiseaseregistry AT simoninigabriele derivationandvalidationoffourpatientclustersinstillsdiseaseresultsfromgirrcsaosdstudygroupandaidanetworkstilldiseaseregistry AT fotislampros derivationandvalidationoffourpatientclustersinstillsdiseaseresultsfromgirrcsaosdstudygroupandaidanetworkstilldiseaseregistry AT ogunjimibenson derivationandvalidationoffourpatientclustersinstillsdiseaseresultsfromgirrcsaosdstudygroupandaidanetworkstilldiseaseregistry AT tharwatsamar derivationandvalidationoffourpatientclustersinstillsdiseaseresultsfromgirrcsaosdstudygroupandaidanetworkstilldiseaseregistry AT fredianibruno derivationandvalidationoffourpatientclustersinstillsdiseaseresultsfromgirrcsaosdstudygroupandaidanetworkstilldiseaseregistry AT maierarmin derivationandvalidationoffourpatientclustersinstillsdiseaseresultsfromgirrcsaosdstudygroupandaidanetworkstilldiseaseregistry AT carubbifrancesco derivationandvalidationoffourpatientclustersinstillsdiseaseresultsfromgirrcsaosdstudygroupandaidanetworkstilldiseaseregistry AT dagnalorenzo derivationandvalidationoffourpatientclustersinstillsdiseaseresultsfromgirrcsaosdstudygroupandaidanetworkstilldiseaseregistry AT ertensukran derivationandvalidationoffourpatientclustersinstillsdiseaseresultsfromgirrcsaosdstudygroupandaidanetworkstilldiseaseregistry AT gidaroantonio derivationandvalidationoffourpatientclustersinstillsdiseaseresultsfromgirrcsaosdstudygroupandaidanetworkstilldiseaseregistry AT hernandezrodriguezjose derivationandvalidationoffourpatientclustersinstillsdiseaseresultsfromgirrcsaosdstudygroupandaidanetworkstilldiseaseregistry AT sfrisopaolo derivationandvalidationoffourpatientclustersinstillsdiseaseresultsfromgirrcsaosdstudygroupandaidanetworkstilldiseaseregistry AT fabianiclaudia derivationandvalidationoffourpatientclustersinstillsdiseaseresultsfromgirrcsaosdstudygroupandaidanetworkstilldiseaseregistry AT giacomelliroberto derivationandvalidationoffourpatientclustersinstillsdiseaseresultsfromgirrcsaosdstudygroupandaidanetworkstilldiseaseregistry AT cantariniluca derivationandvalidationoffourpatientclustersinstillsdiseaseresultsfromgirrcsaosdstudygroupandaidanetworkstilldiseaseregistry |