Integrative Analysis Reveals a Molecular Stratification of Systemic Autoimmune Diseases
Guillermo Barturen
Pfizer–University of Granada–Junta de Andalucía Centre for Genomics and Oncological Research, Granada, Spain
Search for more papers by this authorFrancesc Català-Moll
Bellvitge Biomedical Research Institute, Barcelona, Spain
Search for more papers by this authorManuel Martínez-Bueno
Pfizer–University of Granada–Junta de Andalucía Centre for Genomics and Oncological Research, Granada, Spain
Search for more papers by this authorJordi Martorell-Marugán
Pfizer–University of Granada–Junta de Andalucía Centre for Genomics and Oncological Research, Granada, Spain
Search for more papers by this authorPedro Carmona-Sáez
Pfizer–University of Granada–Junta de Andalucía Centre for Genomics and Oncological Research, Granada, Spain
Search for more papers by this authorDaniel Toro-Domínguez
Pfizer–University of Granada–Junta de Andalucía Centre for Genomics and Oncological Research, Granada, Spain
Search for more papers by this authorElena Carnero-Montoro
Pfizer–University of Granada–Junta de Andalucía Centre for Genomics and Oncological Research, Granada, Spain
Search for more papers by this authorMaría Teruel
Pfizer–University of Granada–Junta de Andalucía Centre for Genomics and Oncological Research, Granada, Spain
Search for more papers by this authorMartin Kerick
Institute of Parasitology and Biomedicine “López Neyra”, Spanish National Research Council, Granada, Spain
Search for more papers by this authorMarialbert Acosta-Herrera
Institute of Parasitology and Biomedicine “López Neyra”, Spanish National Research Council, Granada, Spain
Search for more papers by this authorLucas Le Lann
Université de Brest, Centre Hospitalier Universitaire de Brest, INSERM, and Labex IGO, Brest, France
Search for more papers by this authorChristophe Jamin
Université de Brest, Centre Hospitalier Universitaire de Brest, INSERM, and Labex IGO, Brest, France
Search for more papers by this authorJavier Rodríguez-Ubreva
Bellvitge Biomedical Research Institute, Barcelona, Spain
Search for more papers by this authorAntonio García-Gómez
Bellvitge Biomedical Research Institute, Barcelona, Spain
Search for more papers by this authorConcepción Marañón
Pfizer–University of Granada–Junta de Andalucía Centre for Genomics and Oncological Research, Granada, Spain
Search for more papers by this authorTania Gomes Anjos
Pfizer–University of Granada–Junta de Andalucía Centre for Genomics and Oncological Research, Granada, Spain
Search for more papers by this authorNieves Varela
Pfizer–University of Granada–Junta de Andalucía Centre for Genomics and Oncological Research, Granada, Spain
Search for more papers by this authorRocío Aguilar-Quesada
Andalusian Public Health System Biobank, Granada, Spain
Search for more papers by this authorFrancisco Javier Garrancho
Andalusian Public Health System Biobank, Granada, Spain
Search for more papers by this authorAntonio López-Berrio
Andalusian Public Health System Biobank, Granada, Spain
Search for more papers by this authorManuel Rodriguez Maresca
Andalusian Public Health System Biobank, Granada, Spain
Search for more papers by this authorHéctor Navarro-Linares
Andalusian Public Health System Biobank, Granada, Spain
Search for more papers by this authorElena Trombetta
Fondazione IRCCS Ca’ Granda Ospedale Maggiore Policlinico, Milan, Italy
Search for more papers by this authorGaia Montanelli
Fondazione IRCCS Ca’ Granda Ospedale Maggiore Policlinico, Milan, Italy
Search for more papers by this authorBarbara Vigone
Fondazione IRCCS Ca’ Granda Ospedale Maggiore Policlinico, Milan, Italy
Search for more papers by this authorDamiana Alvarez-Errico
Bellvitge Biomedical Research Institute, Barcelona, Spain
Search for more papers by this authorTianlu Li
Bellvitge Biomedical Research Institute, Barcelona, Spain
Search for more papers by this authorRicardo Blanco Alonso
Hospital Universitario Marqués de Valdecilla, IDIVAL, Universidad de Cantabria, Santander, Spain
Search for more papers by this authorAlfonso Corrales Martínez
Hospital Universitario Marqués de Valdecilla, IDIVAL, Universidad de Cantabria, Santander, Spain
Search for more papers by this authorFernanda Genre
Hospital Universitario Marqués de Valdecilla, IDIVAL, Universidad de Cantabria, Santander, Spain
Search for more papers by this authorRaquel López Mejías
Hospital Universitario Marqués de Valdecilla, IDIVAL, Universidad de Cantabria, Santander, Spain
Search for more papers by this authorMiguel A. Gonzalez-Gay
Hospital Universitario Marqués de Valdecilla, IDIVAL, Universidad de Cantabria, Santander, Spain
Search for more papers by this authorSara Remuzgo
Hospital Universitario Marqués de Valdecilla, IDIVAL, Universidad de Cantabria, Santander, Spain
Search for more papers by this authorBegoña Ubilla Garcia
Hospital Universitario Marqués de Valdecilla, IDIVAL, Universidad de Cantabria, Santander, Spain
Search for more papers by this authorRicard Cervera
Hospital Clínic and Institut d’Investigacions Biomèdiques August Pi i Sunyer, Barcelona, Spain
Search for more papers by this authorGerard Espinosa
Hospital Clínic and Institut d’Investigacions Biomèdiques August Pi i Sunyer, Barcelona, Spain
Search for more papers by this authorIgnasi Rodríguez-Pintó
Hospital Clínic and Institut d’Investigacions Biomèdiques August Pi i Sunyer, Barcelona, Spain
Search for more papers by this authorEllen De Langhe
Katholieke Universiteit Leuven and Universitair Ziekenhuis Leuven, Leuven, Belgium
Search for more papers by this authorJonathan Cremer
Katholieke Universiteit Leuven and Universitair Ziekenhuis Leuven, Leuven, Belgium
Search for more papers by this authorRik Lories
Katholieke Universiteit Leuven and Universitair Ziekenhuis Leuven, Leuven, Belgium
Search for more papers by this authorDoreen Belz
Klinikum der Universitaet zu Koeln, Cologne, Germany
Search for more papers by this authorNicolas Hunzelmann
Klinikum der Universitaet zu Koeln, Cologne, Germany
Search for more papers by this authorMaria Angeles Aguirre-Zamorano
Reina Sofia University Hospital and University of Cordoba, Cordoba, Spain
Search for more papers by this authorNuria Barbarroja
Reina Sofia University Hospital and University of Cordoba, Cordoba, Spain
Search for more papers by this authorMaria Carmen Castro-Villegas
Reina Sofia University Hospital and University of Cordoba, Cordoba, Spain
Search for more papers by this authorEduardo Collantes-Estevez
Reina Sofia University Hospital and University of Cordoba, Cordoba, Spain
Search for more papers by this authorEnrique de Ramon
Hospital Regional Universitario de Málaga, Málaga, Spain
Search for more papers by this authorIsabel Díaz Quintero
Hospital Regional Universitario de Málaga, Málaga, Spain
Search for more papers by this authorAlejandro Escudero-Contreras
Reina Sofia University Hospital and University of Cordoba, Cordoba, Spain
Search for more papers by this authorMaría Concepción Fernández Roldán
Hospital Universitario San Cecilio, Granada, Spain
Search for more papers by this authorYolanda Jiménez Gómez
Reina Sofia University Hospital and University of Cordoba, Cordoba, Spain
Search for more papers by this authorInmaculada Jiménez Moleón
Hospital Virgen de las Nieves, Granada, Spain
Search for more papers by this authorRosario Lopez-Pedrera
Reina Sofia University Hospital and University of Cordoba, Cordoba, Spain
Search for more papers by this authorRafaela Ortega-Castro
Reina Sofia University Hospital and University of Cordoba, Cordoba, Spain
Search for more papers by this authorNorberto Ortego
Hospital Universitario San Cecilio, Granada, Spain
Search for more papers by this authorPier Luigi Meroni
Università degli Studi di Milano, Milan, Italy
Search for more papers by this authorTommaso Schioppo
Università degli Studi di Milano, Milan, Italy
Search for more papers by this authorAurélie De Groof
Université Catholique de Louvain and Cliniques Universitaires Saint-Luc, Brussels, Belgium
Search for more papers by this authorJulie Ducreux
Université Catholique de Louvain and Cliniques Universitaires Saint-Luc, Brussels, Belgium
Search for more papers by this authorBernard Lauwerys
Université Catholique de Louvain and Cliniques Universitaires Saint-Luc, Brussels, Belgium
Search for more papers by this authorAnne-Lise Maudoux
Université Catholique de Louvain and Cliniques Universitaires Saint-Luc, Brussels, Belgium
Search for more papers by this authorDivi Cornec
Université de Brest, Centre Hospitalier Universitaire de Brest, INSERM, and Labex IGO, Brest, France
Search for more papers by this authorValérie Devauchelle-Pensec
Université de Brest, Centre Hospitalier Universitaire de Brest, INSERM, and Labex IGO, Brest, France
Search for more papers by this authorSandrine Jousse-Joulin
Université de Brest, Centre Hospitalier Universitaire de Brest, INSERM, and Labex IGO, Brest, France
Search for more papers by this authorBénédicte Rouvière
Université de Brest, Centre Hospitalier Universitaire de Brest, INSERM, and Labex IGO, Brest, France
Search for more papers by this authorAlain Saraux
Université de Brest, Centre Hospitalier Universitaire de Brest, INSERM, and Labex IGO, Brest, France
Search for more papers by this authorQuentin Simon
Université de Brest, Centre Hospitalier Universitaire de Brest, INSERM, and Labex IGO, Brest, France
Search for more papers by this authorMontserrat Alvarez
Geneva University Hospital, Geneva, Switzerland
Search for more papers by this authorCarlo Chizzolini
Geneva University Hospital, Geneva, Switzerland
Search for more papers by this authorAleksandra Dufour
Geneva University Hospital, Geneva, Switzerland
Search for more papers by this authorDonatienne Wynar
Geneva University Hospital, Geneva, Switzerland
Search for more papers by this authorQingyu Cheng
Charité Universitätsmedizin Berlin, Berlin, Germany
Search for more papers by this authorLaleh Khodadadi
Charité Universitätsmedizin Berlin, Berlin, Germany
Search for more papers by this authorSilvia Thiel
Charité Universitätsmedizin Berlin, Berlin, Germany
Search for more papers by this authorLaurence Laigle
Institut de Recherches Internationales Servier, Suresnes, France
Search for more papers by this authorYves Renaudineau
Université de Brest, Centre Hospitalier Universitaire de Brest, INSERM, and Labex IGO, Brest, France
Search for more papers by this authorMaria Orietta Borghi
Università degli Studi di Milano and Istituto Auxologico Italiano, Milan, Italy
Search for more papers by this authorJavier Martín
Institute of Parasitology and Biomedicine “López Neyra”, Spanish National Research Council, Granada, Spain
Search for more papers by this authorLorenzo Beretta
Fondazione IRCCS Ca’ Granda Ospedale Maggiore Policlinico, Milan, Italy
Search for more papers by this authorEsteban Ballestar
Bellvitge Biomedical Research Institute, Barcelona, Spain
Search for more papers by this authorJacques-Olivier Pers
Université de Brest, Centre Hospitalier Universitaire de Brest, INSERM, and Labex IGO, Brest, France
Search for more papers by this authorCorresponding 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].
Search for more papers by this authorGuillermo Barturen
Pfizer–University of Granada–Junta de Andalucía Centre for Genomics and Oncological Research, Granada, Spain
Search for more papers by this authorFrancesc Català-Moll
Bellvitge Biomedical Research Institute, Barcelona, Spain
Search for more papers by this authorManuel Martínez-Bueno
Pfizer–University of Granada–Junta de Andalucía Centre for Genomics and Oncological Research, Granada, Spain
Search for more papers by this authorJordi Martorell-Marugán
Pfizer–University of Granada–Junta de Andalucía Centre for Genomics and Oncological Research, Granada, Spain
Search for more papers by this authorPedro Carmona-Sáez
Pfizer–University of Granada–Junta de Andalucía Centre for Genomics and Oncological Research, Granada, Spain
Search for more papers by this authorDaniel Toro-Domínguez
Pfizer–University of Granada–Junta de Andalucía Centre for Genomics and Oncological Research, Granada, Spain
Search for more papers by this authorElena Carnero-Montoro
Pfizer–University of Granada–Junta de Andalucía Centre for Genomics and Oncological Research, Granada, Spain
Search for more papers by this authorMaría Teruel
Pfizer–University of Granada–Junta de Andalucía Centre for Genomics and Oncological Research, Granada, Spain
Search for more papers by this authorMartin Kerick
Institute of Parasitology and Biomedicine “López Neyra”, Spanish National Research Council, Granada, Spain
Search for more papers by this authorMarialbert Acosta-Herrera
Institute of Parasitology and Biomedicine “López Neyra”, Spanish National Research Council, Granada, Spain
Search for more papers by this authorLucas Le Lann
Université de Brest, Centre Hospitalier Universitaire de Brest, INSERM, and Labex IGO, Brest, France
Search for more papers by this authorChristophe Jamin
Université de Brest, Centre Hospitalier Universitaire de Brest, INSERM, and Labex IGO, Brest, France
Search for more papers by this authorJavier Rodríguez-Ubreva
Bellvitge Biomedical Research Institute, Barcelona, Spain
Search for more papers by this authorAntonio García-Gómez
Bellvitge Biomedical Research Institute, Barcelona, Spain
Search for more papers by this authorConcepción Marañón
Pfizer–University of Granada–Junta de Andalucía Centre for Genomics and Oncological Research, Granada, Spain
Search for more papers by this authorTania Gomes Anjos
Pfizer–University of Granada–Junta de Andalucía Centre for Genomics and Oncological Research, Granada, Spain
Search for more papers by this authorNieves Varela
Pfizer–University of Granada–Junta de Andalucía Centre for Genomics and Oncological Research, Granada, Spain
Search for more papers by this authorRocío Aguilar-Quesada
Andalusian Public Health System Biobank, Granada, Spain
Search for more papers by this authorFrancisco Javier Garrancho
Andalusian Public Health System Biobank, Granada, Spain
Search for more papers by this authorAntonio López-Berrio
Andalusian Public Health System Biobank, Granada, Spain
Search for more papers by this authorManuel Rodriguez Maresca
Andalusian Public Health System Biobank, Granada, Spain
Search for more papers by this authorHéctor Navarro-Linares
Andalusian Public Health System Biobank, Granada, Spain
Search for more papers by this authorElena Trombetta
Fondazione IRCCS Ca’ Granda Ospedale Maggiore Policlinico, Milan, Italy
Search for more papers by this authorGaia Montanelli
Fondazione IRCCS Ca’ Granda Ospedale Maggiore Policlinico, Milan, Italy
Search for more papers by this authorBarbara Vigone
Fondazione IRCCS Ca’ Granda Ospedale Maggiore Policlinico, Milan, Italy
Search for more papers by this authorDamiana Alvarez-Errico
Bellvitge Biomedical Research Institute, Barcelona, Spain
Search for more papers by this authorTianlu Li
Bellvitge Biomedical Research Institute, Barcelona, Spain
Search for more papers by this authorRicardo Blanco Alonso
Hospital Universitario Marqués de Valdecilla, IDIVAL, Universidad de Cantabria, Santander, Spain
Search for more papers by this authorAlfonso Corrales Martínez
Hospital Universitario Marqués de Valdecilla, IDIVAL, Universidad de Cantabria, Santander, Spain
Search for more papers by this authorFernanda Genre
Hospital Universitario Marqués de Valdecilla, IDIVAL, Universidad de Cantabria, Santander, Spain
Search for more papers by this authorRaquel López Mejías
Hospital Universitario Marqués de Valdecilla, IDIVAL, Universidad de Cantabria, Santander, Spain
Search for more papers by this authorMiguel A. Gonzalez-Gay
Hospital Universitario Marqués de Valdecilla, IDIVAL, Universidad de Cantabria, Santander, Spain
Search for more papers by this authorSara Remuzgo
Hospital Universitario Marqués de Valdecilla, IDIVAL, Universidad de Cantabria, Santander, Spain
Search for more papers by this authorBegoña Ubilla Garcia
Hospital Universitario Marqués de Valdecilla, IDIVAL, Universidad de Cantabria, Santander, Spain
Search for more papers by this authorRicard Cervera
Hospital Clínic and Institut d’Investigacions Biomèdiques August Pi i Sunyer, Barcelona, Spain
Search for more papers by this authorGerard Espinosa
Hospital Clínic and Institut d’Investigacions Biomèdiques August Pi i Sunyer, Barcelona, Spain
Search for more papers by this authorIgnasi Rodríguez-Pintó
Hospital Clínic and Institut d’Investigacions Biomèdiques August Pi i Sunyer, Barcelona, Spain
Search for more papers by this authorEllen De Langhe
Katholieke Universiteit Leuven and Universitair Ziekenhuis Leuven, Leuven, Belgium
Search for more papers by this authorJonathan Cremer
Katholieke Universiteit Leuven and Universitair Ziekenhuis Leuven, Leuven, Belgium
Search for more papers by this authorRik Lories
Katholieke Universiteit Leuven and Universitair Ziekenhuis Leuven, Leuven, Belgium
Search for more papers by this authorDoreen Belz
Klinikum der Universitaet zu Koeln, Cologne, Germany
Search for more papers by this authorNicolas Hunzelmann
Klinikum der Universitaet zu Koeln, Cologne, Germany
Search for more papers by this authorMaria Angeles Aguirre-Zamorano
Reina Sofia University Hospital and University of Cordoba, Cordoba, Spain
Search for more papers by this authorNuria Barbarroja
Reina Sofia University Hospital and University of Cordoba, Cordoba, Spain
Search for more papers by this authorMaria Carmen Castro-Villegas
Reina Sofia University Hospital and University of Cordoba, Cordoba, Spain
Search for more papers by this authorEduardo Collantes-Estevez
Reina Sofia University Hospital and University of Cordoba, Cordoba, Spain
Search for more papers by this authorEnrique de Ramon
Hospital Regional Universitario de Málaga, Málaga, Spain
Search for more papers by this authorIsabel Díaz Quintero
Hospital Regional Universitario de Málaga, Málaga, Spain
Search for more papers by this authorAlejandro Escudero-Contreras
Reina Sofia University Hospital and University of Cordoba, Cordoba, Spain
Search for more papers by this authorMaría Concepción Fernández Roldán
Hospital Universitario San Cecilio, Granada, Spain
Search for more papers by this authorYolanda Jiménez Gómez
Reina Sofia University Hospital and University of Cordoba, Cordoba, Spain
Search for more papers by this authorInmaculada Jiménez Moleón
Hospital Virgen de las Nieves, Granada, Spain
Search for more papers by this authorRosario Lopez-Pedrera
Reina Sofia University Hospital and University of Cordoba, Cordoba, Spain
Search for more papers by this authorRafaela Ortega-Castro
Reina Sofia University Hospital and University of Cordoba, Cordoba, Spain
Search for more papers by this authorNorberto Ortego
Hospital Universitario San Cecilio, Granada, Spain
Search for more papers by this authorPier Luigi Meroni
Università degli Studi di Milano, Milan, Italy
Search for more papers by this authorTommaso Schioppo
Università degli Studi di Milano, Milan, Italy
Search for more papers by this authorAurélie De Groof
Université Catholique de Louvain and Cliniques Universitaires Saint-Luc, Brussels, Belgium
Search for more papers by this authorJulie Ducreux
Université Catholique de Louvain and Cliniques Universitaires Saint-Luc, Brussels, Belgium
Search for more papers by this authorBernard Lauwerys
Université Catholique de Louvain and Cliniques Universitaires Saint-Luc, Brussels, Belgium
Search for more papers by this authorAnne-Lise Maudoux
Université Catholique de Louvain and Cliniques Universitaires Saint-Luc, Brussels, Belgium
Search for more papers by this authorDivi Cornec
Université de Brest, Centre Hospitalier Universitaire de Brest, INSERM, and Labex IGO, Brest, France
Search for more papers by this authorValérie Devauchelle-Pensec
Université de Brest, Centre Hospitalier Universitaire de Brest, INSERM, and Labex IGO, Brest, France
Search for more papers by this authorSandrine Jousse-Joulin
Université de Brest, Centre Hospitalier Universitaire de Brest, INSERM, and Labex IGO, Brest, France
Search for more papers by this authorBénédicte Rouvière
Université de Brest, Centre Hospitalier Universitaire de Brest, INSERM, and Labex IGO, Brest, France
Search for more papers by this authorAlain Saraux
Université de Brest, Centre Hospitalier Universitaire de Brest, INSERM, and Labex IGO, Brest, France
Search for more papers by this authorQuentin Simon
Université de Brest, Centre Hospitalier Universitaire de Brest, INSERM, and Labex IGO, Brest, France
Search for more papers by this authorMontserrat Alvarez
Geneva University Hospital, Geneva, Switzerland
Search for more papers by this authorCarlo Chizzolini
Geneva University Hospital, Geneva, Switzerland
Search for more papers by this authorAleksandra Dufour
Geneva University Hospital, Geneva, Switzerland
Search for more papers by this authorDonatienne Wynar
Geneva University Hospital, Geneva, Switzerland
Search for more papers by this authorQingyu Cheng
Charité Universitätsmedizin Berlin, Berlin, Germany
Search for more papers by this authorLaleh Khodadadi
Charité Universitätsmedizin Berlin, Berlin, Germany
Search for more papers by this authorSilvia Thiel
Charité Universitätsmedizin Berlin, Berlin, Germany
Search for more papers by this authorLaurence Laigle
Institut de Recherches Internationales Servier, Suresnes, France
Search for more papers by this authorYves Renaudineau
Université de Brest, Centre Hospitalier Universitaire de Brest, INSERM, and Labex IGO, Brest, France
Search for more papers by this authorMaria Orietta Borghi
Università degli Studi di Milano and Istituto Auxologico Italiano, Milan, Italy
Search for more papers by this authorJavier Martín
Institute of Parasitology and Biomedicine “López Neyra”, Spanish National Research Council, Granada, Spain
Search for more papers by this authorLorenzo Beretta
Fondazione IRCCS Ca’ Granda Ospedale Maggiore Policlinico, Milan, Italy
Search for more papers by this authorEsteban Ballestar
Bellvitge Biomedical Research Institute, Barcelona, Spain
Search for more papers by this authorJacques-Olivier Pers
Université de Brest, Centre Hospitalier Universitaire de Brest, INSERM, and Labex IGO, Brest, France
Search for more papers by this authorCorresponding 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].
Search for more papers by this authorAbstract
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.
Supporting Information
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Please note: The publisher is not responsible for the content or functionality of any supporting information supplied by the authors. Any queries (other than missing content) should be directed to the corresponding author for the article.
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