Volume 73, Issue 6 p. 1073-1085
Full Length

Integrative Analysis Reveals a Molecular Stratification of Systemic Autoimmune Diseases

Guillermo Barturen

Guillermo Barturen

Pfizer–University of Granada–Junta de Andalucía Centre for Genomics and Oncological Research, Granada, Spain

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Sepideh Babaei

Sepideh Babaei

Bayer, Berlin, Germany

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Francesc Català-Moll

Francesc Català-Moll

Bellvitge Biomedical Research Institute, Barcelona, Spain

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Manuel Martínez-Bueno

Manuel Martínez-Bueno

Pfizer–University of Granada–Junta de Andalucía Centre for Genomics and Oncological Research, Granada, Spain

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Zuzanna Makowska

Zuzanna Makowska

Bayer, Berlin, Germany

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Jordi Martorell-Marugán

Jordi Martorell-Marugán

Pfizer–University of Granada–Junta de Andalucía Centre for Genomics and Oncological Research, Granada, Spain

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Pedro Carmona-Sáez

Pedro Carmona-Sáez

Pfizer–University of Granada–Junta de Andalucía Centre for Genomics and Oncological Research, Granada, Spain

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Daniel Toro-Domínguez

Daniel Toro-Domínguez

Pfizer–University of Granada–Junta de Andalucía Centre for Genomics and Oncological Research, Granada, Spain

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Elena Carnero-Montoro

Elena Carnero-Montoro

Pfizer–University of Granada–Junta de Andalucía Centre for Genomics and Oncological Research, Granada, Spain

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María Teruel

María Teruel

Pfizer–University of Granada–Junta de Andalucía Centre for Genomics and Oncological Research, Granada, Spain

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Martin Kerick

Martin Kerick

Institute of Parasitology and Biomedicine “López Neyra”, Spanish National Research Council, Granada, Spain

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Marialbert Acosta-Herrera

Marialbert Acosta-Herrera

Institute of Parasitology and Biomedicine “López Neyra”, Spanish National Research Council, Granada, Spain

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Lucas Le Lann

Lucas Le Lann

Université de Brest, Centre Hospitalier Universitaire de Brest, INSERM, and Labex IGO, Brest, France

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Christophe Jamin

Christophe Jamin

Université de Brest, Centre Hospitalier Universitaire de Brest, INSERM, and Labex IGO, Brest, France

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Javier Rodríguez-Ubreva

Javier Rodríguez-Ubreva

Bellvitge Biomedical Research Institute, Barcelona, Spain

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Antonio García-Gómez

Antonio García-Gómez

Bellvitge Biomedical Research Institute, Barcelona, Spain

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Jorge Kageyama

Jorge Kageyama

Bayer, Berlin, Germany

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Anne Buttgereit

Anne Buttgereit

Bayer, Berlin, Germany

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Sikander Hayat

Sikander Hayat

Bayer, Berlin, Germany

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Joerg Mueller

Joerg Mueller

Bayer, Berlin, Germany

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Ralf Lesche

Ralf Lesche

Bayer, Berlin, Germany

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Maria Hernandez-Fuentes

Maria Hernandez-Fuentes

UCB, Slough, UK

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Maria Juarez

Maria Juarez

UCB, Slough, UK

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Tania Rowley

Tania Rowley

UCB, Slough, UK

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Ian White

Ian White

UCB, Slough, UK

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Concepción Marañón

Concepción Marañón

Pfizer–University of Granada–Junta de Andalucía Centre for Genomics and Oncological Research, Granada, Spain

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Tania Gomes Anjos

Tania Gomes Anjos

Pfizer–University of Granada–Junta de Andalucía Centre for Genomics and Oncological Research, Granada, Spain

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Nieves Varela

Nieves Varela

Pfizer–University of Granada–Junta de Andalucía Centre for Genomics and Oncological Research, Granada, Spain

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Rocío Aguilar-Quesada

Rocío Aguilar-Quesada

Andalusian Public Health System Biobank, Granada, Spain

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Francisco Javier Garrancho

Francisco Javier Garrancho

Andalusian Public Health System Biobank, Granada, Spain

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Antonio López-Berrio

Antonio López-Berrio

Andalusian Public Health System Biobank, Granada, Spain

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Manuel Rodriguez Maresca

Manuel Rodriguez Maresca

Andalusian Public Health System Biobank, Granada, Spain

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Héctor Navarro-Linares

Héctor Navarro-Linares

Andalusian Public Health System Biobank, Granada, Spain

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Isabel Almeida

Isabel Almeida

Centro Hospitalar do Porto, Porto, Portugal

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Nancy Azevedo

Nancy Azevedo

Centro Hospitalar do Porto, Porto, Portugal

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Mariana Brandão

Mariana Brandão

Centro Hospitalar do Porto, Porto, Portugal

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Ana Campar

Ana Campar

Centro Hospitalar do Porto, Porto, Portugal

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Raquel Faria

Raquel Faria

Centro Hospitalar do Porto, Porto, Portugal

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Fátima Farinha

Fátima Farinha

Centro Hospitalar do Porto, Porto, Portugal

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António Marinho

António Marinho

Centro Hospitalar do Porto, Porto, Portugal

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Esmeralda Neves

Esmeralda Neves

Centro Hospitalar do Porto, Porto, Portugal

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Ana Tavares

Ana Tavares

Centro Hospitalar do Porto, Porto, Portugal

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Carlos Vasconcelos

Carlos Vasconcelos

Centro Hospitalar do Porto, Porto, Portugal

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Elena Trombetta

Elena Trombetta

Fondazione IRCCS Ca’ Granda Ospedale Maggiore Policlinico, Milan, Italy

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Gaia Montanelli

Gaia Montanelli

Fondazione IRCCS Ca’ Granda Ospedale Maggiore Policlinico, Milan, Italy

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Barbara Vigone

Barbara Vigone

Fondazione IRCCS Ca’ Granda Ospedale Maggiore Policlinico, Milan, Italy

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Damiana Alvarez-Errico

Damiana Alvarez-Errico

Bellvitge Biomedical Research Institute, Barcelona, Spain

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Tianlu Li

Tianlu Li

Bellvitge Biomedical Research Institute, Barcelona, Spain

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Divya Thiagaran

Divya Thiagaran

Karolinska Institutet, Stockholm, Sweden

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Ricardo Blanco Alonso

Ricardo Blanco Alonso

Hospital Universitario Marqués de Valdecilla, IDIVAL, Universidad de Cantabria, Santander, Spain

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Alfonso Corrales Martínez

Alfonso Corrales Martínez

Hospital Universitario Marqués de Valdecilla, IDIVAL, Universidad de Cantabria, Santander, Spain

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Fernanda Genre

Fernanda Genre

Hospital Universitario Marqués de Valdecilla, IDIVAL, Universidad de Cantabria, Santander, Spain

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Raquel López Mejías

Raquel López Mejías

Hospital Universitario Marqués de Valdecilla, IDIVAL, Universidad de Cantabria, Santander, Spain

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Miguel A. Gonzalez-Gay

Miguel A. Gonzalez-Gay

Hospital Universitario Marqués de Valdecilla, IDIVAL, Universidad de Cantabria, Santander, Spain

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Sara Remuzgo

Sara Remuzgo

Hospital Universitario Marqués de Valdecilla, IDIVAL, Universidad de Cantabria, Santander, Spain

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Begoña Ubilla Garcia

Begoña Ubilla Garcia

Hospital Universitario Marqués de Valdecilla, IDIVAL, Universidad de Cantabria, Santander, Spain

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Ricard Cervera

Ricard Cervera

Hospital Clínic and Institut d’Investigacions Biomèdiques August Pi i Sunyer, Barcelona, Spain

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Gerard Espinosa

Gerard Espinosa

Hospital Clínic and Institut d’Investigacions Biomèdiques August Pi i Sunyer, Barcelona, Spain

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Ignasi Rodríguez-Pintó

Ignasi Rodríguez-Pintó

Hospital Clínic and Institut d’Investigacions Biomèdiques August Pi i Sunyer, Barcelona, Spain

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Ellen De Langhe

Ellen De Langhe

Katholieke Universiteit Leuven and Universitair Ziekenhuis Leuven, Leuven, Belgium

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Jonathan Cremer

Jonathan Cremer

Katholieke Universiteit Leuven and Universitair Ziekenhuis Leuven, Leuven, Belgium

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Rik Lories

Rik Lories

Katholieke Universiteit Leuven and Universitair Ziekenhuis Leuven, Leuven, Belgium

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Doreen Belz

Doreen Belz

Klinikum der Universitaet zu Koeln, Cologne, Germany

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Nicolas Hunzelmann

Nicolas Hunzelmann

Klinikum der Universitaet zu Koeln, Cologne, Germany

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Niklas Baerlecken

Niklas Baerlecken

Hannover Medical School, Hannover, Germany

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Katja Kniesch

Katja Kniesch

Hannover Medical School, Hannover, Germany

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Torsten Witte

Torsten Witte

Hannover Medical School, Hannover, Germany

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Michaela Lehner

Michaela Lehner

Medical University Vienna, Vienna, Austria

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Georg Stummvoll

Georg Stummvoll

Medical University Vienna, Vienna, Austria

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Michael Zauner

Michael Zauner

Medical University Vienna, Vienna, Austria

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Maria Angeles Aguirre-Zamorano

Maria Angeles Aguirre-Zamorano

Reina Sofia University Hospital and University of Cordoba, Cordoba, Spain

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Nuria Barbarroja

Nuria Barbarroja

Reina Sofia University Hospital and University of Cordoba, Cordoba, Spain

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Maria Carmen Castro-Villegas

Maria Carmen Castro-Villegas

Reina Sofia University Hospital and University of Cordoba, Cordoba, Spain

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Eduardo Collantes-Estevez

Eduardo Collantes-Estevez

Reina Sofia University Hospital and University of Cordoba, Cordoba, Spain

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Enrique de Ramon

Enrique de Ramon

Hospital Regional Universitario de Málaga, Málaga, Spain

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Isabel Díaz Quintero

Isabel Díaz Quintero

Hospital Regional Universitario de Málaga, Málaga, Spain

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Alejandro Escudero-Contreras

Alejandro Escudero-Contreras

Reina Sofia University Hospital and University of Cordoba, Cordoba, Spain

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María Concepción Fernández Roldán

María Concepción Fernández Roldán

Hospital Universitario San Cecilio, Granada, Spain

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Yolanda Jiménez Gómez

Yolanda Jiménez Gómez

Reina Sofia University Hospital and University of Cordoba, Cordoba, Spain

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Inmaculada Jiménez Moleón

Inmaculada Jiménez Moleón

Hospital Virgen de las Nieves, Granada, Spain

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Rosario Lopez-Pedrera

Rosario Lopez-Pedrera

Reina Sofia University Hospital and University of Cordoba, Cordoba, Spain

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Rafaela Ortega-Castro

Rafaela Ortega-Castro

Reina Sofia University Hospital and University of Cordoba, Cordoba, Spain

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Norberto Ortego

Norberto Ortego

Hospital Universitario San Cecilio, Granada, Spain

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Enrique Raya

Enrique Raya

Hospital Virgen de las Nieves, Granada, Spain

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Carolina Artusi

Carolina Artusi

Università degli Studi di Milano, Milan, Italy

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Maria Gerosa

Maria Gerosa

Università degli Studi di Milano, Milan, Italy

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Pier Luigi Meroni

Pier Luigi Meroni

Università degli Studi di Milano, Milan, Italy

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Tommaso Schioppo

Tommaso Schioppo

Università degli Studi di Milano, Milan, Italy

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Aurélie De Groof

Aurélie De Groof

Université Catholique de Louvain and Cliniques Universitaires Saint-Luc, Brussels, Belgium

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Julie Ducreux

Julie Ducreux

Université Catholique de Louvain and Cliniques Universitaires Saint-Luc, Brussels, Belgium

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Bernard Lauwerys

Bernard Lauwerys

Université Catholique de Louvain and Cliniques Universitaires Saint-Luc, Brussels, Belgium

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Anne-Lise Maudoux

Anne-Lise Maudoux

Université Catholique de Louvain and Cliniques Universitaires Saint-Luc, Brussels, Belgium

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Divi Cornec

Divi Cornec

Université de Brest, Centre Hospitalier Universitaire de Brest, INSERM, and Labex IGO, Brest, France

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Valérie Devauchelle-Pensec

Valérie Devauchelle-Pensec

Université de Brest, Centre Hospitalier Universitaire de Brest, INSERM, and Labex IGO, Brest, France

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Sandrine Jousse-Joulin

Sandrine Jousse-Joulin

Université de Brest, Centre Hospitalier Universitaire de Brest, INSERM, and Labex IGO, Brest, France

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Pierre-Emmanuel Jouve

Pierre-Emmanuel Jouve

AltraBio, Lyon, France

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Bénédicte Rouvière

Bénédicte Rouvière

Université de Brest, Centre Hospitalier Universitaire de Brest, INSERM, and Labex IGO, Brest, France

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Alain Saraux

Alain Saraux

Université de Brest, Centre Hospitalier Universitaire de Brest, INSERM, and Labex IGO, Brest, France

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Quentin Simon

Quentin Simon

Université de Brest, Centre Hospitalier Universitaire de Brest, INSERM, and Labex IGO, Brest, France

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Montserrat Alvarez

Montserrat Alvarez

Geneva University Hospital, Geneva, Switzerland

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Carlo Chizzolini

Carlo Chizzolini

Geneva University Hospital, Geneva, Switzerland

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Aleksandra Dufour

Aleksandra Dufour

Geneva University Hospital, Geneva, Switzerland

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Donatienne Wynar

Donatienne Wynar

Geneva University Hospital, Geneva, Switzerland

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Attila Balog

Attila Balog

University of Szeged, Szeged, Hungary

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Márta Bocskai

Márta Bocskai

University of Szeged, Szeged, Hungary

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Magdolna Deák

Magdolna Deák

University of Szeged, Szeged, Hungary

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Sonja Dulic

Sonja Dulic

University of Szeged, Szeged, Hungary

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Gabriella Kádár

Gabriella Kádár

University of Szeged, Szeged, Hungary

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László Kovács

László Kovács

University of Szeged, Szeged, Hungary

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Qingyu Cheng

Qingyu Cheng

Charité Universitätsmedizin Berlin, Berlin, Germany

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Velia Gerl

Velia Gerl

Charité Universitätsmedizin Berlin, Berlin, Germany

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Falk Hiepe

Falk Hiepe

Charité Universitätsmedizin Berlin, Berlin, Germany

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Laleh Khodadadi

Laleh Khodadadi

Charité Universitätsmedizin Berlin, Berlin, Germany

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Silvia Thiel

Silvia Thiel

Charité Universitätsmedizin Berlin, Berlin, Germany

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Emanuele de Rinaldis

Emanuele de Rinaldis

Sanofi, Cambridge, Massachusetts

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Sambasiva Rao

Sambasiva Rao

Sanofi-Genzyme, Framingham, Massachusetts

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Robert J. Benschop

Robert J. Benschop

Eli Lilly, Indianapolis, Indiana

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Chris Chamberlain

Chris Chamberlain

UCB, Slough, UK

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Ernst R. Dow

Ernst R. Dow

Eli Lilly, Indianapolis, Indiana

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Yiannis Ioannou

Yiannis Ioannou

UCB, Slough, UK

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Laurence Laigle

Laurence Laigle

Institut de Recherches Internationales Servier, Suresnes, France

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Jacqueline Marovac

Jacqueline Marovac

UCB, Slough, UK

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Jerome Wojcik

Jerome Wojcik

QuartzBio, Geneva, Switzerland

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Yves Renaudineau

Yves Renaudineau

Université de Brest, Centre Hospitalier Universitaire de Brest, INSERM, and Labex IGO, Brest, France

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Maria Orietta Borghi

Maria Orietta Borghi

Università degli Studi di Milano and Istituto Auxologico Italiano, Milan, Italy

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Johan Frostegård

Johan Frostegård

Karolinska Institutet, Stockholm, Sweden

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Javier Martín

Javier Martín

Institute of Parasitology and Biomedicine “López Neyra”, Spanish National Research Council, Granada, Spain

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Lorenzo Beretta

Lorenzo Beretta

Fondazione IRCCS Ca’ Granda Ospedale Maggiore Policlinico, Milan, Italy

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Esteban Ballestar

Esteban Ballestar

Bellvitge Biomedical Research Institute, Barcelona, Spain

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Fiona McDonald

Fiona McDonald

Bayer, Berlin, Germany

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Jacques-Olivier Pers

Jacques-Olivier Pers

Université de Brest, Centre Hospitalier Universitaire de Brest, INSERM, and Labex IGO, Brest, France

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Marta E. Alarcón-Riquelme

Corresponding Author

Marta E. Alarcón-Riquelme

Pfizer–University of Granada–Junta de Andalucía Centre for Genomics and Oncological Research, Granada, Spain, and Karolinska Institutet, Stockholm, Sweden

Address correspondence to Marta E. Alarcón-Riquelme, MD, PhD, Department of Medical Genomics, Pfizer–University of Granada–Junta de Andalucía Centre for Genomics and Oncological Research, Andalusian Regional Government, Health Sciences Technology Park, 18016, Granada, Spain. Email: [email protected].

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First published: 08 December 2020
Citations: 53
Supported by the Innovative Medicines Initiative Joint Undertaking of the Spanish Health Ministry (grant 115565) and in-kind and in-cash contributions from the European Federation of Pharmaceutical Industries and Associations partners. Dr. Barturen’s work was supported by the Instituto de Salud Carlos III through the Sara Borrell subprogram (grant CD18/00153).
Drs. Babaei and Català-Moll contributed equally to this work.
Drs. Babaei, Makowska, Kageyama, Buttgereit, Hayat, Mueller, Lesche, and McDonald are employees of Bayer. Drs. Benschop and Dow are employees of Eli Lilly. Drs. Hernandez-Fuentes, Juárez, Rowley, White, Chamberlain, Ioannou, and Marovac are employees of UCB. Drs. de Rinaldis and Rao are employees of Sanofi. Dr. Laigle is an employee of IRIS Servier. No other disclosures relevant to this article were reported.

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.