Dysregulation of innate and adaptive lymphoid immunity may have implications for symptom attribution and predict responses to targeted therapies in neuropsychiatric systemic lupus erythematosus

Objectives: To gain insights into the pathogenesis of neuropsychiatric systemic lupus erythematosus (NPSLE) and identify potential drug targets through investigation of whole-blood human transcriptome. Methods: We analysed differentially expressed genes in peripheral blood from active central nervou...

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Main Authors: Julius Lindblom, Guillermo Barturen, Lorenzo Beretta, Daniel Toro-Domínguez, Elena Carnero-Montoro, Maria Orietta Borghi, Jessica Castillo, Ellen Iacobaeus, Yvonne Enman, Chandra Mohan, Marta E. Alarcón-Riquelme, Dionysis Nikolopoulos, Ioannis Parodis, Jacques-Olivier Pers, Alain Saraux, Valérie Devauchelle-Pensec, Sandrine Jousse-Joulin, Bernard Lauwerys, Julie Ducreux, Anne-Lise Maudoux, Ana Tavares, Isabel Almeida, Miguel Angel Gonzalez-Gay Mantecón, Ricardo Blanco Alonso, Alfonso Corrales Martínez, Ignasi Rodríguez-Pintó, Gerard Espinosa, Rik Lories, Nicolas Hunzelmann, Doreen Belz, Niklas Baerlecken, Michael Zauner, Michaela Lehner, Eduardo Collantes, Ma Angeles Aguirre-Zamorano, Alejandro Escudero-Contreras, Ma Carmen Castro-Villegas, Norberto Ortego, María Concepción Fernández Roldán, Enrique Raya, Inmaculada Jiménez Moleón, Enrique de Ramon, Isabel Díaz Quintero, Pier Luigi Meroni, Tommaso Schioppo, Carolina Artusi, Carlo Chizzolini, Aleksandra Zuber, Donatienne Wynar, Attila Balog, Magdolna Deák, Márta Bocskai, Sonja Dulic, Gabriella Kádár, Falk Hiepe, Silvia Thiel, Manuel Rodriguez Maresca, Antonio López-Berrio, Rocío Aguilar-Quesada, Héctor Navarro-Linares
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Language:English
Published: Elsevier 2025-12-01
Series:Journal of Translational Autoimmunity
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Online Access:http://www.sciencedirect.com/science/article/pii/S2589909025000310
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author Julius Lindblom
Guillermo Barturen
Lorenzo Beretta
Daniel Toro-Domínguez
Elena Carnero-Montoro
Maria Orietta Borghi
Jessica Castillo
Ellen Iacobaeus
Yvonne Enman
Chandra Mohan
Marta E. Alarcón-Riquelme
Dionysis Nikolopoulos
Ioannis Parodis
Jacques-Olivier Pers
Alain Saraux
Valérie Devauchelle-Pensec
Sandrine Jousse-Joulin
Bernard Lauwerys
Julie Ducreux
Anne-Lise Maudoux
Ana Tavares
Isabel Almeida
Miguel Angel Gonzalez-Gay Mantecón
Ricardo Blanco Alonso
Alfonso Corrales Martínez
Ignasi Rodríguez-Pintó
Gerard Espinosa
Rik Lories
Nicolas Hunzelmann
Doreen Belz
Niklas Baerlecken
Michael Zauner
Michaela Lehner
Eduardo Collantes
Ma Angeles Aguirre-Zamorano
Alejandro Escudero-Contreras
Ma Carmen Castro-Villegas
Norberto Ortego
María Concepción Fernández Roldán
Enrique Raya
Inmaculada Jiménez Moleón
Enrique de Ramon
Isabel Díaz Quintero
Pier Luigi Meroni
Tommaso Schioppo
Carolina Artusi
Carlo Chizzolini
Aleksandra Zuber
Donatienne Wynar
Attila Balog
Magdolna Deák
Márta Bocskai
Sonja Dulic
Gabriella Kádár
Falk Hiepe
Silvia Thiel
Manuel Rodriguez Maresca
Antonio López-Berrio
Rocío Aguilar-Quesada
Héctor Navarro-Linares
author_facet Julius Lindblom
Guillermo Barturen
Lorenzo Beretta
Daniel Toro-Domínguez
Elena Carnero-Montoro
Maria Orietta Borghi
Jessica Castillo
Ellen Iacobaeus
Yvonne Enman
Chandra Mohan
Marta E. Alarcón-Riquelme
Dionysis Nikolopoulos
Ioannis Parodis
Jacques-Olivier Pers
Alain Saraux
Valérie Devauchelle-Pensec
Sandrine Jousse-Joulin
Bernard Lauwerys
Julie Ducreux
Anne-Lise Maudoux
Ana Tavares
Isabel Almeida
Miguel Angel Gonzalez-Gay Mantecón
Ricardo Blanco Alonso
Alfonso Corrales Martínez
Ignasi Rodríguez-Pintó
Gerard Espinosa
Rik Lories
Nicolas Hunzelmann
Doreen Belz
Niklas Baerlecken
Michael Zauner
Michaela Lehner
Eduardo Collantes
Ma Angeles Aguirre-Zamorano
Alejandro Escudero-Contreras
Ma Carmen Castro-Villegas
Norberto Ortego
María Concepción Fernández Roldán
Enrique Raya
Inmaculada Jiménez Moleón
Enrique de Ramon
Isabel Díaz Quintero
Pier Luigi Meroni
Tommaso Schioppo
Carolina Artusi
Carlo Chizzolini
Aleksandra Zuber
Donatienne Wynar
Attila Balog
Magdolna Deák
Márta Bocskai
Sonja Dulic
Gabriella Kádár
Falk Hiepe
Silvia Thiel
Manuel Rodriguez Maresca
Antonio López-Berrio
Rocío Aguilar-Quesada
Héctor Navarro-Linares
author_sort Julius Lindblom
collection DOAJ
description Objectives: To gain insights into the pathogenesis of neuropsychiatric systemic lupus erythematosus (NPSLE) and identify potential drug targets through investigation of whole-blood human transcriptome. Methods: We analysed differentially expressed genes in peripheral blood from active central nervous system (CNS) lupus (n = 26) and active non-neuropsychiatric SLE (n = 38) patients versus healthy controls (n = 497) from the European PRECISESADS project (NTC02890121). We further explored dysregulated gene modules in active CNS lupus and their correlation with serological markers. Lastly, we performed regulatory network and druggability analysis. Results: Unsupervised weighted gene co-expression network analysis (WGCNA) revealed 23 dysregulated gene modules and two subgroups of active CNS lupus. The interferon gene module was prominently upregulated in subgroup 1, while the B cell, T cell, and cytotoxic/natural killer (NK) cell modules were downregulated. Subgroup 2 showed less marked dysregulation patterns. Subgroup 1 had lower estimated proportions of lymphoid cell subsets and proportionally more patients positive for anti-dsDNA antibodies compared to subgroup 2, pointing to molecularly distinct subgroups or misclassification of subgroup 2. In silico prediction algorithms demonstrated a greater anticipated response to anifrolumab, C3 inhibitors, and calcineurin inhibitors for patients in CNS lupus subgroup 1 compared with subgroup 2. Conclusions: Gene dysregulation patterns related to innate and adaptive lymphoid immunity separated active CNS lupus patients into two distinct subgroups with differential anticipated response to type I interferon, C3, and calcineurin inhibition. Our study provides a conceptual framework for precision medicine in NPSLE and implications for overcoming the major clinical challenge of attributing neuropsychiatric features to SLE versus other causes.
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spelling doaj-art-998fca04c7b64acfaa40135f146e80062025-08-20T03:15:54ZengElsevierJournal of Translational Autoimmunity2589-90902025-12-011110029610.1016/j.jtauto.2025.100296Dysregulation of innate and adaptive lymphoid immunity may have implications for symptom attribution and predict responses to targeted therapies in neuropsychiatric systemic lupus erythematosusJulius Lindblom0Guillermo Barturen1Lorenzo Beretta2Daniel Toro-Domínguez3Elena Carnero-Montoro4Maria Orietta Borghi5Jessica Castillo6Ellen Iacobaeus7Yvonne Enman8Chandra Mohan9Marta E. Alarcón-Riquelme10Dionysis Nikolopoulos11Ioannis Parodis12Jacques-Olivier Pers13Alain Saraux14Valérie Devauchelle-Pensec15Sandrine Jousse-Joulin16Bernard Lauwerys17Julie Ducreux18Anne-Lise Maudoux19Ana Tavares20Isabel Almeida21Miguel Angel Gonzalez-Gay Mantecón22Ricardo Blanco Alonso23Alfonso Corrales Martínez24Ignasi Rodríguez-Pintó25Gerard Espinosa26Rik Lories27Nicolas Hunzelmann28Doreen Belz29Niklas Baerlecken30Michael Zauner31Michaela Lehner32Eduardo Collantes33Ma Angeles Aguirre-Zamorano34Alejandro Escudero-Contreras35Ma Carmen Castro-Villegas36Norberto Ortego37María Concepción Fernández Roldán38Enrique Raya39Inmaculada Jiménez Moleón40Enrique de Ramon41Isabel Díaz Quintero42Pier Luigi Meroni43Tommaso Schioppo44Carolina Artusi45Carlo Chizzolini46Aleksandra Zuber47Donatienne Wynar48Attila Balog49Magdolna Deák50Márta Bocskai51Sonja Dulic52Gabriella Kádár53Falk Hiepe54Silvia Thiel55Manuel Rodriguez Maresca56Antonio López-Berrio57Rocío Aguilar-Quesada58Héctor Navarro-Linares59Division of Rheumatology, Department of Medicine Solna, Karolinska Institutet, and Karolinska University Hospital, SE-17176, Stockholm, Sweden; Center for Molecular Medicine, Stockholm, Sweden; Corresponding author. Division of Rheumatology, Department of Medicine Solna, Karolinska Institutet, and Karolinska University Hospital, SE-17176, Stockholm, Sweden.GENYO, Centre for Genomics and Oncological Research: Pfizer, University of Granada / Andalusian Regional Government, Medical Genomics, Granada, Spain; Department of Genetics, Faculty of Sciences, University of Granada, Granada, SpainReferral Center for Systemic Autoimmune Diseases, Fondazione IRCCS Ca’ Granda Ospedale Maggiore Policlinico di Milano, ItalyGENYO, Centre for Genomics and Oncological Research: Pfizer, University of Granada / Andalusian Regional Government, Medical Genomics, Granada, SpainGENYO, Centre for Genomics and Oncological Research: Pfizer, University of Granada / Andalusian Regional Government, Medical Genomics, Granada, SpainDepartment of Clinical Sciences and Community Health, Università Degli Studi di Milano, Milan, Italy; IRCCS, Istituto Auxologico Italiano, Milan, ItalyDepartment of Biomedical Engineering, University of Houston, Houston, TX, USANeuroimmunology Unit, Department of Clinical Neuroscience, Karolinska Institutet, Stockholm, SwedenDivision of Rheumatology, Department of Medicine Solna, Karolinska Institutet, and Karolinska University Hospital, SE-17176, Stockholm, Sweden; Center for Molecular Medicine, Stockholm, SwedenDepartment of Biomedical Engineering, University of Houston, Houston, TX, USAGENYO, Centre for Genomics and Oncological Research: Pfizer, University of Granada / Andalusian Regional Government, Medical Genomics, Granada, Spain; Institute of Environmental Medicine, Karolinska Institutet, Stockholm, SwedenDivision of Rheumatology, Department of Medicine Solna, Karolinska Institutet, and Karolinska University Hospital, SE-17176, Stockholm, Sweden; Center for Molecular Medicine, Stockholm, SwedenDivision of Rheumatology, Department of Medicine Solna, Karolinska Institutet, and Karolinska University Hospital, SE-17176, Stockholm, Sweden; Center for Molecular Medicine, Stockholm, Sweden; Department of Rheumatology, Faculty of Medicine and Health, Örebro University, Örebro, Sweden; Corresponding author. Division of Rheumatology, Department of Medicine Solna, Karolinska Institutet, and Karolinska University Hospital, SE-17176, Stockholm, Sweden.Centre Hospitalier Universitaire de Brest, Hospital de la Cavale Blanche, Brest, FranceCentre Hospitalier Universitaire de Brest, Hospital de la Cavale Blanche, Brest, FranceCentre Hospitalier Universitaire de Brest, Hospital de la Cavale Blanche, Brest, FranceCentre Hospitalier Universitaire de Brest, Hospital de la Cavale Blanche, Brest, FrancePôle de pathologies rhumatismales systémiques et inflammatoires, Institut de Recherche Expérimentale et Clinique, Université catholique de Louvain, Brussels, BelgiumPôle de pathologies rhumatismales systémiques et inflammatoires, Institut de Recherche Expérimentale et Clinique, Université catholique de Louvain, Brussels, BelgiumPôle de pathologies rhumatismales systémiques et inflammatoires, Institut de Recherche Expérimentale et Clinique, Université catholique de Louvain, Brussels, BelgiumCentro Hospitalar do Porto, PortugalCentro Hospitalar do Porto, PortugalServicio Cantabro de Salud, Hospital Universitario Marqués de Valdecilla, Santander, SpainServicio Cantabro de Salud, Hospital Universitario Marqués de Valdecilla, Santander, SpainServicio Cantabro de Salud, Hospital Universitario Marqués de Valdecilla, Santander, SpainDepartment of Autoimmune Diseases, Hospital Clínic, Institut d’Investigacions Biomèdiques August Pi i Sunyer, Barcelona, Catalonia, SpainDepartment of Autoimmune Diseases, Hospital Clínic, Institut d’Investigacions Biomèdiques August Pi i Sunyer, Barcelona, Catalonia, SpainKatholieke Universiteit Leuven, BelgiumKlinikum der Universitaet zu Koeln, Cologne, GermanyKlinikum der Universitaet zu Koeln, Cologne, GermanyMedizinische Hochschule Hannover, GermanyMedical University Vienna, Vienna, AustriaMedical University Vienna, Vienna, AustriaServicio Andaluz de Salud, Hospital Universitario Reina Sofía Córdoba, SpainServicio Andaluz de Salud, Hospital Universitario Reina Sofía Córdoba, SpainServicio Andaluz de Salud, Hospital Universitario Reina Sofía Córdoba, SpainServicio Andaluz de Salud, Hospital Universitario Reina Sofía Córdoba, SpainServicio Andaluz de Salud, Complejo hospitalario Universitario de Granada (Hospital Universitario San Cecilio), SpainServicio Andaluz de Salud, Complejo hospitalario Universitario de Granada (Hospital Universitario San Cecilio), SpainServicio Andaluz de Salud, Complejo hospitalario Universitario de Granada (Hospital Virgen de las Nieves), SpainServicio Andaluz de Salud, Complejo hospitalario Universitario de Granada (Hospital Virgen de las Nieves), SpainServicio Andaluz de Salud, Hospital Regional Universitario de Málaga, SpainServicio Andaluz de Salud, Hospital Regional Universitario de Málaga, SpainUniversità degli studi di Milano, Milan, ItalyUniversità degli studi di Milano, Milan, ItalyUniversità degli studi di Milano, Milan, ItalyHospitaux Universitaires de Genève, SwitzerlandHospitaux Universitaires de Genève, SwitzerlandHospitaux Universitaires de Genève, SwitzerlandUniversity of Szeged, Szeged, HungaryUniversity of Szeged, Szeged, HungaryUniversity of Szeged, Szeged, HungaryUniversity of Szeged, Szeged, HungaryUniversity of Szeged, Szeged, HungaryCharite, Berlin, GermanyCharite, Berlin, GermanyAndalusian Public Health System Biobank, Granada, SpainAndalusian Public Health System Biobank, Granada, SpainAndalusian Public Health System Biobank, Granada, SpainAndalusian Public Health System Biobank, Granada, SpainObjectives: To gain insights into the pathogenesis of neuropsychiatric systemic lupus erythematosus (NPSLE) and identify potential drug targets through investigation of whole-blood human transcriptome. Methods: We analysed differentially expressed genes in peripheral blood from active central nervous system (CNS) lupus (n = 26) and active non-neuropsychiatric SLE (n = 38) patients versus healthy controls (n = 497) from the European PRECISESADS project (NTC02890121). We further explored dysregulated gene modules in active CNS lupus and their correlation with serological markers. Lastly, we performed regulatory network and druggability analysis. Results: Unsupervised weighted gene co-expression network analysis (WGCNA) revealed 23 dysregulated gene modules and two subgroups of active CNS lupus. The interferon gene module was prominently upregulated in subgroup 1, while the B cell, T cell, and cytotoxic/natural killer (NK) cell modules were downregulated. Subgroup 2 showed less marked dysregulation patterns. Subgroup 1 had lower estimated proportions of lymphoid cell subsets and proportionally more patients positive for anti-dsDNA antibodies compared to subgroup 2, pointing to molecularly distinct subgroups or misclassification of subgroup 2. In silico prediction algorithms demonstrated a greater anticipated response to anifrolumab, C3 inhibitors, and calcineurin inhibitors for patients in CNS lupus subgroup 1 compared with subgroup 2. Conclusions: Gene dysregulation patterns related to innate and adaptive lymphoid immunity separated active CNS lupus patients into two distinct subgroups with differential anticipated response to type I interferon, C3, and calcineurin inhibition. Our study provides a conceptual framework for precision medicine in NPSLE and implications for overcoming the major clinical challenge of attributing neuropsychiatric features to SLE versus other causes.http://www.sciencedirect.com/science/article/pii/S2589909025000310Systemic lupus erythematosusNeuropsychiatric systemic lupus erythematosusPrecision medicineDruggabilityBiologicsTranscriptome
spellingShingle Julius Lindblom
Guillermo Barturen
Lorenzo Beretta
Daniel Toro-Domínguez
Elena Carnero-Montoro
Maria Orietta Borghi
Jessica Castillo
Ellen Iacobaeus
Yvonne Enman
Chandra Mohan
Marta E. Alarcón-Riquelme
Dionysis Nikolopoulos
Ioannis Parodis
Jacques-Olivier Pers
Alain Saraux
Valérie Devauchelle-Pensec
Sandrine Jousse-Joulin
Bernard Lauwerys
Julie Ducreux
Anne-Lise Maudoux
Ana Tavares
Isabel Almeida
Miguel Angel Gonzalez-Gay Mantecón
Ricardo Blanco Alonso
Alfonso Corrales Martínez
Ignasi Rodríguez-Pintó
Gerard Espinosa
Rik Lories
Nicolas Hunzelmann
Doreen Belz
Niklas Baerlecken
Michael Zauner
Michaela Lehner
Eduardo Collantes
Ma Angeles Aguirre-Zamorano
Alejandro Escudero-Contreras
Ma Carmen Castro-Villegas
Norberto Ortego
María Concepción Fernández Roldán
Enrique Raya
Inmaculada Jiménez Moleón
Enrique de Ramon
Isabel Díaz Quintero
Pier Luigi Meroni
Tommaso Schioppo
Carolina Artusi
Carlo Chizzolini
Aleksandra Zuber
Donatienne Wynar
Attila Balog
Magdolna Deák
Márta Bocskai
Sonja Dulic
Gabriella Kádár
Falk Hiepe
Silvia Thiel
Manuel Rodriguez Maresca
Antonio López-Berrio
Rocío Aguilar-Quesada
Héctor Navarro-Linares
Dysregulation of innate and adaptive lymphoid immunity may have implications for symptom attribution and predict responses to targeted therapies in neuropsychiatric systemic lupus erythematosus
Journal of Translational Autoimmunity
Systemic lupus erythematosus
Neuropsychiatric systemic lupus erythematosus
Precision medicine
Druggability
Biologics
Transcriptome
title Dysregulation of innate and adaptive lymphoid immunity may have implications for symptom attribution and predict responses to targeted therapies in neuropsychiatric systemic lupus erythematosus
title_full Dysregulation of innate and adaptive lymphoid immunity may have implications for symptom attribution and predict responses to targeted therapies in neuropsychiatric systemic lupus erythematosus
title_fullStr Dysregulation of innate and adaptive lymphoid immunity may have implications for symptom attribution and predict responses to targeted therapies in neuropsychiatric systemic lupus erythematosus
title_full_unstemmed Dysregulation of innate and adaptive lymphoid immunity may have implications for symptom attribution and predict responses to targeted therapies in neuropsychiatric systemic lupus erythematosus
title_short Dysregulation of innate and adaptive lymphoid immunity may have implications for symptom attribution and predict responses to targeted therapies in neuropsychiatric systemic lupus erythematosus
title_sort dysregulation of innate and adaptive lymphoid immunity may have implications for symptom attribution and predict responses to targeted therapies in neuropsychiatric systemic lupus erythematosus
topic Systemic lupus erythematosus
Neuropsychiatric systemic lupus erythematosus
Precision medicine
Druggability
Biologics
Transcriptome
url http://www.sciencedirect.com/science/article/pii/S2589909025000310
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AT donatiennewynar dysregulationofinnateandadaptivelymphoidimmunitymayhaveimplicationsforsymptomattributionandpredictresponsestotargetedtherapiesinneuropsychiatricsystemiclupuserythematosus
AT attilabalog dysregulationofinnateandadaptivelymphoidimmunitymayhaveimplicationsforsymptomattributionandpredictresponsestotargetedtherapiesinneuropsychiatricsystemiclupuserythematosus
AT magdolnadeak dysregulationofinnateandadaptivelymphoidimmunitymayhaveimplicationsforsymptomattributionandpredictresponsestotargetedtherapiesinneuropsychiatricsystemiclupuserythematosus
AT martabocskai dysregulationofinnateandadaptivelymphoidimmunitymayhaveimplicationsforsymptomattributionandpredictresponsestotargetedtherapiesinneuropsychiatricsystemiclupuserythematosus
AT sonjadulic dysregulationofinnateandadaptivelymphoidimmunitymayhaveimplicationsforsymptomattributionandpredictresponsestotargetedtherapiesinneuropsychiatricsystemiclupuserythematosus
AT gabriellakadar dysregulationofinnateandadaptivelymphoidimmunitymayhaveimplicationsforsymptomattributionandpredictresponsestotargetedtherapiesinneuropsychiatricsystemiclupuserythematosus
AT falkhiepe dysregulationofinnateandadaptivelymphoidimmunitymayhaveimplicationsforsymptomattributionandpredictresponsestotargetedtherapiesinneuropsychiatricsystemiclupuserythematosus
AT silviathiel dysregulationofinnateandadaptivelymphoidimmunitymayhaveimplicationsforsymptomattributionandpredictresponsestotargetedtherapiesinneuropsychiatricsystemiclupuserythematosus
AT manuelrodriguezmaresca dysregulationofinnateandadaptivelymphoidimmunitymayhaveimplicationsforsymptomattributionandpredictresponsestotargetedtherapiesinneuropsychiatricsystemiclupuserythematosus
AT antoniolopezberrio dysregulationofinnateandadaptivelymphoidimmunitymayhaveimplicationsforsymptomattributionandpredictresponsestotargetedtherapiesinneuropsychiatricsystemiclupuserythematosus
AT rocioaguilarquesada dysregulationofinnateandadaptivelymphoidimmunitymayhaveimplicationsforsymptomattributionandpredictresponsestotargetedtherapiesinneuropsychiatricsystemiclupuserythematosus
AT hectornavarrolinares dysregulationofinnateandadaptivelymphoidimmunitymayhaveimplicationsforsymptomattributionandpredictresponsestotargetedtherapiesinneuropsychiatricsystemiclupuserythematosus