Evidence map›Paper›PMID 37989322›Full record

Observational studyRMD open2023

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

Piero Ruscitti, Francesco Masedu, Antonio Vitale, Ilenia Di Cola, Valeria Caggiano, Claudia Di Muzio, Paola Cipriani, Marco Valenti, Onorina Berardicurti, Luca Navarini and 53 more

Open access · goldAbstract readMulticenter StudyObservational Study
In one paragraph

Observational study in RMD open, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 14 papers.

0numbers the graph read from it
0cells of the map it votes in
14citing papers in PubMed
6.1field-weighted citation impact, top 3% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

14 citing papers in PubMed, 21 citations in OpenAlex.

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  7. Observational
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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

63 authors at 20 institutions in 11 countries.

Piero RuscittiRheumatology Unit, Department of Biotechnological and Applied Clinical Sciences, University of L'Aquila, L'Aquila, Italy piero.ruscitti@univaq.it.ORCID 0000-0003-3487-8551
Francesco MaseduRheumatology Unit, Department of Biotechnological and Applied Clinical Sciences, University of L'Aquila, L'Aquila, Italy.
Antonio VitaleUOC Reumatologia, Azienda Ospedaliero-Universitaria Senese, ERN-RITA Center, Siena, Italy.
Ilenia Di ColaRheumatology Unit, Department of Biotechnological and Applied Clinical Sciences, University of L'Aquila, L'Aquila, Italy.
Valeria CaggianoUOC Reumatologia, Azienda Ospedaliero-Universitaria Senese, ERN-RITA Center, Siena, Italy.
Claudia Di MuzioRheumatology Unit, Department of Biotechnological and Applied Clinical Sciences, University of L'Aquila, L'Aquila, Italy.
Paola CiprianiRheumatology Unit, Department of Biotechnological and Applied Clinical Sciences, University of L'Aquila, L'Aquila, Italy.
Marco ValentiRheumatology Unit, Department of Biotechnological and Applied Clinical Sciences, University of L'Aquila, L'Aquila, Italy.
Onorina BerardicurtiRheumatology and Clinical Immunology, Department of Medicine, University of Rome "Campus Biomedico", School of Medicine, Rome, Italy.
Luca NavariniRheumatology and Clinical Immunology, Department of Medicine, University of Rome "Campus Biomedico", School of Medicine, Rome, Italy.
Daniela IaconoDepartment of Precision Medicine, University of Campania "Luigi Vanvitelli", Naples, Italy.
Ilenia PantanoDepartment of Precision Medicine, University of Campania "Luigi Vanvitelli", Naples, Italy.
Daniele MauroDepartment of Precision Medicine, University of Campania "Luigi Vanvitelli", Naples, Italy.
Francesco CicciaDepartment of Precision Medicine, University of Campania "Luigi Vanvitelli", Naples, Italy.ORCID 0000-0002-9352-1264
Silvia RossiRheumatology Department, Istituto di ricovero e cura a carattere scientifico Policlinico S. Matteo Fondazione, University of Pavia, Pavia, Italy.
Ludovico De StefanoRheumatology Department, Istituto di ricovero e cura a carattere scientifico Policlinico S. Matteo Fondazione, University of Pavia, Pavia, Italy.ORCID 0000-0002-2312-2161
Sara MontiRheumatology Department, Istituto di ricovero e cura a carattere scientifico Policlinico S. Matteo Fondazione, University of Pavia, Pavia, Italy.ORCID 0000-0002-1800-6772
Serena BugattiRheumatology Department, Istituto di ricovero e cura a carattere scientifico Policlinico S. Matteo Fondazione, University of Pavia, Pavia, Italy.ORCID 0000-0002-5396-7077
Carlomaurizio MontecuccoRheumatology Department, Istituto di ricovero e cura a carattere scientifico Policlinico S. Matteo Fondazione, University of Pavia, Pavia, Italy.
Francesco CasoRheumatology Unit, Department of Clinical Medicine and Surgery, University of Naples Federico II, Naples, Italy.ORCID 0000-0002-8928-2520
Luisa CostaRheumatology Unit, Department of Clinical Medicine and Surgery, University of Naples Federico II, Naples, Italy.
Marcella PreteRheumatic and Systemic Autoimmune Diseases Unit, Department of Interdisciplinary Medicine (DIM), University of Bari Medical School, Bari, Italy.
Federico PerosaRheumatic and Systemic Autoimmune Diseases Unit, Department of Interdisciplinary Medicine (DIM), University of Bari Medical School, Bari, Italy.
Annamaria IagnoccoAcademic Rheumatology Centre, Ospedale Mauriziano - Dipartimento Scienze Cliniche e Biologiche, Università degli Studi di Torino, Turin, Italy.
Fabiola AtzeniRheumatology Unit, Department of Clinical and Experimental Medicine, University of Messina, Messina, Italy.
Giuliana GugginoRheumatology Section, Department of Health Promotion, Mother and Child Care, Internal Medicine and Medical Specialties, University Hospital P. Giaccone, Palermo, Italy.ORCID 0000-0003-2479-6958
Henrique GiardiniRheumatology Division, Faculdade de Medicina, Hospital das Clínicas, Universidade de São Paulo, São Paulo, Brazil.ORCID 0000-0002-0860-0882
Isabele Parente de Brito AntonelliRheumatology Division, Faculdade de Medicina, Hospital das Clínicas, Universidade de São Paulo, São Paulo, Brazil.
Ibrahim A AlmaghlouthRheumatology Unit, Department of Medicine, College of Medicine, King Saud University, Riyadh, Saudi Arabia.
Kazi AsfinaRheumatology Unit, Department of Medicine, College of Medicine, King Saud University, Riyadh, Saudi Arabia.ORCID 0000-0002-3453-3660
Haner DireskeneliDepartment of Internal Medicine, Division of Rheumatology, Marmara University, School of Medicine, Istanbul, Turkey.ORCID 0000-0003-2598-5806
Fatma Alibaz-OnerDepartment of Internal Medicine, Division of Rheumatology, Marmara University, School of Medicine, Istanbul, Turkey.ORCID 0000-0002-6653-1758
Gizem SevikDepartment of Internal Medicine, Division of Rheumatology, Marmara University, School of Medicine, Istanbul, Turkey.
Abdurrahman TufanDivision of Rheumatology, Department of Internal Medicine, Gazi University Faculty of Medicine, Ankara, Turkey.ORCID 0000-0001-6244-9362
Petros P SfikakisJoint Academic Rheumatology Program, National and Kapodistrian University of Athens Medical School, Athens, Greece.
Francesco La TorreClinical Pediatrics, University of Bari, Bari, Italy.
Andrea Hinojosa-AzaolaDepartment of Immunology and Rheumatology, Instituto Nacional de Ciencias Médicas Y Nutrición Salvador Zubirán, Mexico City, Mexico.
Eduardo Martín-NaresDepartment of Immunology and Rheumatology, Instituto Nacional de Ciencias Médicas Y Nutrición Salvador Zubirán, Mexico City, Mexico.ORCID 0000-0002-7911-1269
Jiram Torres-RuizDepartment of Immunology and Rheumatology, Instituto Nacional de Ciencias Médicas Y Nutrición Salvador Zubirán, Mexico City, Mexico.
Gafaar RagabInternal Medicine Department, Rheumatology and Clinical Immunology Unit, Faculty of Medicine, Cairo University, Giza, Egypt.
Maria Cristina MaggioUniversity Department Pro.Sa.M.I. "G. D'Alessandro", University of Palermo, Palermo, Italy.
Joanna MakowskaDepartment of Rheumatology, Medical University of Lodz, Łódź, Poland.
Emanuela Del GiudicePediatric and Neonatology Unit, Department of Maternal Infantile and Urological Sciences, Sapienza, University of Rome, Polo Pontino, Latina, Italy.
Elena BartoloniDepartment of Medicine and Surgery, MED/16- Rheumatology, Università degli studi di Perugia, P.zza Università, Perugia, Italy.ORCID 0000-0003-4776-2136
Giacomo EmmiDepartment of Experimental and Clinical Medicine, University of Florence, Florence, Italy.ORCID 0000-0001-9575-8321
Marcello GovoniRheumatology Unit, Department of Medical Sciences, Azienda Ospedaliero-Universitaria S. Anna - Ferrara, University of Ferrara, Ferrara, Italy.
Alberto Lo GulloUOSD Reumatologia ARNAS Garibaldi, Catania, Italy.ORCID 0000-0003-4383-0314
Giuseppe LopalcoRheumatology Unit, Department of Emergency and Organ Transplantation, University of Bari, Bari, Italy.
Gabriele SimoniniNEUROFARBA Department, Rheumatology Unit, Meyer Children's University Hospital, University of Florence, Firenze, Italy.
Lampros FotisThird Department of Paediatrics, National and Kapodistrian University of Athens, General University Hospital "Attikon", Athens, Greece.
Benson OgunjimiAntwerp Unit for Data Analysis and Computation in Immunology and Sequencing, University of Antwerp, Antwerp, Belgium.
Samar TharwatRheumatology and Immunology Unit, Internal Medicine Department, Mansoura University, Mansoura, Egypt.
Bruno FredianiUOC Reumatologia, Azienda Ospedaliero-Universitaria Senese, ERN-RITA Center, Siena, Italy.
Armin MaierRheumatology Unit, Department of Medicine, Central Hospital of Bolzano, Bolzano, Italy.
Francesco CarubbiDepartment of Life, Health & Environmental Sciences and Internal Medicine and Nephrology Unit, Department of Medicine, University of L'Aquila and ASL Avezzano-Sulmona-L'Aquila, San Salvatore Hospital, L'Aquila, Italy.ORCID 0000-0003-1958-5136
Lorenzo DagnaUnit of Immunology, Rheumatology, Allergy and Rare Diseases, IRCCS San Raffaele Hospital, Milan, Italy.
Sukran ErtenDepartment of Rheumatology, Faculty of Medicine Ankara City Hospital, Ankara Yıldırım Beyazıt University, Ankara, Turkey.
Antonio GidaroDepartment of Biomedical and Clinical Sciences Luigi Sacco, Luigi Sacco Hospital, University of Milan, Milan, Italy.
José Hernández-RodríguezVasculitis Research Unit and Autoinflammatory Diseases Clinical Unit, Department of Autoimmune Diseases, Hospital Clinic of Barcelona, IDIBAPS, University of Barcelona, [European Reference Network (ERN) for Rare Immunodeficiency, Autoinflammatory and Autoimmune Diseases (RITA) Center], Barcelona, Spain.
Paolo SfrisoRheumatology Unit, Department of Medicine (DIMED), University of Padova, Padova, Italy.ORCID 0000-0001-6432-7174
Claudia FabianiOphthalmology Unit, Department of Medicine, Surgery and Neurosciences, University of Siena and Azienda Ospedaliero-Universitaria Senese [European Reference Network (ERN) for Rare Immunodeficiency, Autoinflammatory and Autoimmune Diseases (RITA) Center], Siena, Italy.
Roberto GiacomelliRheumatology and Clinical Immunology, Department of Medicine, University of Rome "Campus Biomedico", School of Medicine, Rome, Italy.
Luca CantariniUOC Reumatologia, Azienda Ospedaliero-Universitaria Senese, ERN-RITA Center, Siena, Italy.ORCID 0000-0002-7352-1275
University of L'Aquila · ITUniversity of Pavia · ITUniversity of Siena · ITUniversity of Bari Aldo Moro · ITUniversity of Campania "Luigi Vanvitelli" · ITInstituto Nacional de Ciencias Médicas y Nutrición Salvador Zubirán · MXMarmara University · TRUniversità Campus Bio-Medico · ITHospital das Clínicas da Faculdade de Medicina da Universidade de São Paulo · BRKing Saud University · SANational and Kapodistrian University of Athens · GRUniversity of Naples Federico II · ITAnkara Yıldırım Beyazıt University · TRA. O. Ordine Mauriziano di Torino · ITCairo University · EGDamietta University · EGGazi University · TRMedical University of Lodz · PLMeyer Children's Hospital · ITMonash Medical Centre · AU

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

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.

Indexed as

Arthritis, JuvenileExanthemaPharyngitisStill's Disease, Adult-OnsetC-Reactive ProteinFerritinsFeverHumansMyalgiaProspective StudiesC-Reactive ProteinFerritinsArthritisArthritis, JuvenileStill's Disease, Adult-Onset

Identifiers

PMID37989322
PMCPMC10660445
OpenAlexW4388871521

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