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. 2021 Jun;73(6):1073-1085.
doi: 10.1002/art.41610. Epub 2021 Apr 26.

Integrative Analysis Reveals a Molecular Stratification of Systemic Autoimmune Diseases

Guillermo Barturen  1 Sepideh Babaei  2 Francesc Català-Moll  3 Manuel Martínez-Bueno  1 Zuzanna Makowska  2 Jordi Martorell-Marugán  1 Pedro Carmona-Sáez  1 Daniel Toro-Domínguez  1 Elena Carnero-Montoro  1 María Teruel  1 Martin Kerick  4 Marialbert Acosta-Herrera  4 Lucas Le Lann  5 Christophe Jamin  5 Javier Rodríguez-Ubreva  3 Antonio García-Gómez  3 Jorge Kageyama  2 Anne Buttgereit  2 Sikander Hayat  2 Joerg Mueller  2 Ralf Lesche  2 Maria Hernandez-Fuentes  6 Maria Juarez  6 Tania Rowley  6 Ian White  6 Concepción Marañón  1 Tania Gomes Anjos  1 Nieves Varela  1 Rocío Aguilar-Quesada  7 Francisco Javier Garrancho  7 Antonio López-Berrio  7 Manuel Rodriguez Maresca  7 Héctor Navarro-Linares  7 Isabel Almeida  8 Nancy Azevedo  8 Mariana Brandão  8 Ana Campar  8 Raquel Faria  8 Fátima Farinha  8 António Marinho  8 Esmeralda Neves  8 Ana Tavares  8 Carlos Vasconcelos  8 Elena Trombetta  9 Gaia Montanelli  9 Barbara Vigone  9 Damiana Alvarez-Errico  3 Tianlu Li  3 Divya Thiagaran  10 Ricardo Blanco Alonso  11 Alfonso Corrales Martínez  11 Fernanda Genre  11 Raquel López Mejías  11 Miguel A Gonzalez-Gay  11 Sara Remuzgo  11 Begoña Ubilla Garcia  11 Ricard Cervera  12 Gerard Espinosa  12 Ignasi Rodríguez-Pintó  12 Ellen De Langhe  13 Jonathan Cremer  13 Rik Lories  13 Doreen Belz  14 Nicolas Hunzelmann  14 Niklas Baerlecken  15 Katja Kniesch  15 Torsten Witte  15 Michaela Lehner  16 Georg Stummvoll  16 Michael Zauner  16 Maria Angeles Aguirre-Zamorano  17 Nuria Barbarroja  17 Maria Carmen Castro-Villegas  17 Eduardo Collantes-Estevez  17 Enrique de Ramon  18 Isabel Díaz Quintero  18 Alejandro Escudero-Contreras  17 María Concepción Fernández Roldán  19 Yolanda Jiménez Gómez  17 Inmaculada Jiménez Moleón  20 Rosario Lopez-Pedrera  17 Rafaela Ortega-Castro  17 Norberto Ortego  19 Enrique Raya  20 Carolina Artusi  21 Maria Gerosa  21 Pier Luigi Meroni  21 Tommaso Schioppo  21 Aurélie De Groof  22 Julie Ducreux  22 Bernard Lauwerys  22 Anne-Lise Maudoux  22 Divi Cornec  5 Valérie Devauchelle-Pensec  5 Sandrine Jousse-Joulin  5 Pierre-Emmanuel Jouve  23 Bénédicte Rouvière  5 Alain Saraux  5 Quentin Simon  5 Montserrat Alvarez  24 Carlo Chizzolini  24 Aleksandra Dufour  24 Donatienne Wynar  24 Attila Balog  25 Márta Bocskai  25 Magdolna Deák  25 Sonja Dulic  25 Gabriella Kádár  25 László Kovács  25 Qingyu Cheng  26 Velia Gerl  26 Falk Hiepe  26 Laleh Khodadadi  26 Silvia Thiel  26 Emanuele de Rinaldis  27 Sambasiva Rao  28 Robert J Benschop  29 Chris Chamberlain  6 Ernst R Dow  29 Yiannis Ioannou  6 Laurence Laigle  30 Jacqueline Marovac  6 Jerome Wojcik  31 Yves Renaudineau  5 Maria Orietta Borghi  32 Johan Frostegård  10 Javier Martín  4 Lorenzo Beretta  9 Esteban Ballestar  3 Fiona McDonald  2 Jacques-Olivier Pers  5 Marta E Alarcón-Riquelme  33
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Free article

Integrative Analysis Reveals a Molecular Stratification of Systemic Autoimmune Diseases

Guillermo Barturen et al. Arthritis Rheumatol. 2021 Jun.
Free article

Abstract

Objective: Clinical heterogeneity, a hallmark of systemic autoimmune diseases, impedes early diagnosis and effective treatment, issues that may be addressed if patients could be classified into groups defined by molecular pattern. This study was undertaken to identify molecular clusters for reclassifying systemic autoimmune diseases independently of clinical diagnosis.

Methods: Unsupervised clustering of integrated whole blood transcriptome and methylome cross-sectional data on 955 patients with 7 systemic autoimmune diseases and 267 healthy controls was undertaken. In addition, an inception cohort was prospectively followed up for 6 or 14 months to validate the results and analyze whether or not cluster assignment changed over time.

Results: Four clusters were identified and validated. Three were pathologic, representing "inflammatory," "lymphoid," and "interferon" patterns. Each included all diagnoses and was defined by genetic, clinical, serologic, and cellular features. A fourth cluster with no specific molecular pattern was associated with low disease activity and included healthy controls. A longitudinal and independent inception cohort showed a relapse-remission pattern, where patients remained in their pathologic cluster, moving only to the healthy one, thus showing that the molecular clusters remained stable over time and that single pathogenic molecular signatures characterized each individual patient.

Conclusion: Patients with systemic autoimmune diseases can be jointly stratified into 3 stable disease clusters with specific molecular patterns differentiating different molecular disease mechanisms. These results have important implications for future clinical trials and the study of nonresponse to therapy, marking a paradigm shift in our view of systemic autoimmune diseases.

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