Article (Scientific journals)
Adult patients with autoinflammation of unknown origin partially phenocopy the immune presentation of Still's disease.
Veiga, Rafael; De Vuyst, Leana; Poulet, Christophe et al.
2026In Nature Communications
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Keywords :
Systemic autoinflammatory diseases; SAID; Autoinflammation of unknown origin; Undifferentiated autoinflammatory syndromes; Adult-onset Still’s disease; AOSD; Recurrent fever of unknown origin; Innate immune dysregulation; Deep immunophenotyping; High-dimensional flow cytometry; Plasma proteomics; Machine learning in immunology
Abstract :
[en] Autoinflammation of unknown origin remains amongst the most enigmatic of systemic autoinflammatory disorders (SAID), with systemic autoinflammatory symptoms in the absence of a molecular or clinical diagnosis with a recognized SAID. Here, we aim to understand the immunological process behind patients with autoinflammation of unknown origin. We collect samples from 36 patients manifesting recent disease activity across 30 European medical centers, and employ deep immunophenotyping and plasma proteomics to compare to 58 healthy controls and an additional demographically similar cohort comprising 92 SAID patients. Machine-learning approaches identify key immunological changes, including the upregulation of CD38 and HLA across T cell subsets and the upregulation of acute-phase plasma proteins in autoinflammation of unknown origin patients. The immunological traits of these previously poorly characterised patients partially phenocopy Still's disease presentation. Thus, this study identifies potential biomarkers and disease mediators in autoinflammation of unknown origin.
Disciplines :
Rheumatology
Author, co-author :
Veiga, Rafael ;  The Babraham Institute, Immunology Programme, Cambridge, UK ; University of Cambridge, Department of Pathology, Cambridge, UK
De Vuyst, Leana  ;  KU Leuven, Department of Microbiology, Immunology and Transplantation, Leuven, Belgium
Poulet, Christophe   ;  Université de Liège - ULiège > Département des sciences biomédicales et précliniques
Neumann, Julika ;  KU Leuven, Department of Microbiology, Immunology and Transplantation, Leuven, Belgium ; VIB Center for Brain and Disease Research, Leuven, Belgium
Bücken, Leoni ;  KU Leuven, Department of Microbiology, Immunology and Transplantation, Leuven, Belgium
Prezzemolo, Teresa;  KU Leuven, Department of Microbiology, Immunology and Transplantation, Leuven, Belgium
Willemsen, Mathijs ;  KU Leuven, Department of Microbiology, Immunology and Transplantation, Leuven, Belgium ; VIB Center for Brain and Disease Research, Leuven, Belgium
Vanderschueren, Steven;  KU Leuven, Department of Microbiology, Immunology and Transplantation, Leuven, Belgium ; UZ Leuven, Leuven, Belgium
Matthys, Patrick ;  KU Leuven, Department of Microbiology, Immunology and Transplantation, Leuven, Belgium
Chabaane, Emna;  Université de Paris, Paris, France
Fleron, Maximilien ;  Université de Liège - ULiège > Département de chimie (sciences) > Chimie analytique inorganique
Cobraiville, Gaël ;  Université de Liège - ULiège > GIGA > GIGA Immunobiology - Rheumatology
Baiwir, Dominique  ;  Université de Liège - ULiège > Département des sciences biomédicales et précliniques
Mazzucchelli, Gabriel  ;  Université de Liège - ULiège > Département de chimie (sciences) > Laboratoire de spectrométrie de masse (L.S.M.)
Immunome Project Consortium for Autoinflammatory Disorders (ImmunAID)
Fautrel, Bruno;  Sorbonne University, Paris, France
Wouters, Carine;  KU Leuven, Department of Microbiology, Immunology and Transplantation, Leuven, Belgium ; UZ Leuven, Leuven, Belgium
de Seny, Dominique   ;  Université de Liège - ULiège > Département des sciences biomédicales et précliniques
Humblet-Baron, Stephanie  ;  KU Leuven, Department of Microbiology, Immunology and Transplantation, Leuven, Belgium. stephanie.humbletbaron@kuleuven.be
Liston, Adrian  ;  The Babraham Institute, Immunology Programme, Cambridge, UK. al989@cam.ac.uk ; University of Cambridge, Department of Pathology, Cambridge, UK. al989@cam.ac.uk
More authors (10 more) Less
 These authors have contributed equally to this work.
Language :
English
Title :
Adult patients with autoinflammation of unknown origin partially phenocopy the immune presentation of Still's disease.
Publication date :
01 April 2026
Journal title :
Nature Communications
eISSN :
2041-1723
Publisher :
Springer Science and Business Media LLC, England
Peer reviewed :
Peer Reviewed verified by ORBi
European Projects :
H2020 - 779295 - ImmunAID - Immunome project consortium for AutoInflammatory Disorders
H2020 - 874707 - EXIMIOUS - Mapping Exposure-Induced Immune Effects: Connecting the Exposome and the Immunome
Funders :
European Union
Funding number :
779295
Funding text :
The authors thank all patients and volunteers enrolled in the study. This work has received funding from the European Union’s Horizon 2020 research and innovation program under grant agreement No 874707 (EXIMIOUS), and No 779295 (ImmunAID) to AL, SHB and DDS. The authors acknowledge the important contributions of Jeason Haughton, the KU Leuven FACS Core, and the GIGA Proteomics Facility. A full list of ImmunAID consortium members appears in Supplementary Note 1.
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