1. Genome-wide whole blood transcriptome profiling in a large European cohort of systemic sclerosis patients
- Author
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Zuzanna Makowska, Ricard Cervera, Lorenzo Beretta, László Kovács, Marta E. Alarcón-Riquelme, Guillermo Barturen, Isabel Almeida, Divi Cornec, Javier Martín, Jacques-Olivier Pers, Ellen De Langhe, Nicolas Hunzelmann, Carlo Chizzolini, Maria Gerosa, Martin Kerick, Ralf Lesche, Chiara Bellocchi, Barbara Vigone, Rafaela Ortega Castro, Fondazione IRCCS Ca' Granda - Ospedale Maggiore Policlinico, Centre for Genomics and Oncological Research Pfizer [Granada, Spain], Universidad de Granada = University of Granada (UGR)-Andalusian Regional Government [Granada, Spain], Università degli Studi di Milano = University of Milan (UNIMI), Universitätsklinikum Köln (Uniklinik Köln), Catholic University of Leuven - Katholieke Universiteit Leuven (KU Leuven), University Hospitals Leuven [Leuven], Department of Clinical Sciences and Community Health [Milan, Italy], Hospital Clinic, IDIBAPS, Universidad de Barcelona, Ciberes, Barcelona, Spain., Instituto Maimonides de Investigación Biomédica de Cordoba (IMIBIC), Universidad de Córdoba = University of Córdoba [Córdoba]-Hospital Universitario Reina Sofía, University of Szeged [Szeged], CHRU Brest - Service de Rhumatologie (CHU - BREST - Rhumato), Centre Hospitalier Régional Universitaire de Brest (CHRU Brest), Lymphocytes B, Autoimmunité et Immunothérapies (LBAI), Université de Brest (UBO)-Institut National de la Santé et de la Recherche Médicale (INSERM)-LabEX IGO Immunothérapie Grand Ouest, Nantes Université (Nantes Univ)-Nantes Université (Nantes Univ)-Institut Brestois Santé Agro Matière (IBSAM), Université de Brest (UBO), Hôpital Universitaire de Genève, Geneva, Hôpital Universitaire de Genève = University Hospitals of Geneva (HUG), Bayer Pharma AG [Berlin], Instituto de Parasitología y Biomedicina 'López-Neyra', PRECISESADS SSc substudy group, PRECISESADS Flow Cytometry study group : Doreen Belz, Eduardo Collantes-Estevez, Francesca Ingegnoli, Yolanda Jimenez Gómez, Chary Lopez Pedrera, Rik Lories, Gaia Montanelli, Silvia Piantoni, Ignasi Rodriguez Pinto, Carlos Vasconcelos, Christophe Jamin, Concepción Marañón, Lucas Le Lann, Quentin Simon, Bénédicte Rouvière, Nieves Varela, Brian Muchmore, Aleksandra Dufour, Montserrat Alvarez, Jonathan Cremer, Nuria Barbarroja, Velia Gerl, Laleh Khodadadi, Qingyu Cheng, Anne Buttgereit, Aurélie De Groof, Julie Ducreux, Elena Trombetta, Tianlu Li, Damiana Alvarez-Errico, Torsten Witte, Katja Kniesch, Nancy Azevedo, Esmeralda Neves, Sambasiva Rao, Pierre-Emmanuel Jouve., Michel, Geneviève, University of Granada [Granada]-Andalusian Regional Government [Granada, Spain], University of Milan, University Hospitals Leuven and Skeletal Biology and Engineering Research Center, KU Leuven, Leuven, Belgium, Università degli Studi di Milano [Milano] (UNIMI), Universidad de Córdoba [Cordoba]-Hospital Universitario Reina Sofía, Lymphocyte B et Auto-immunité (LBAI), Université de Brest (UBO)-Institut Brestois Santé Agro Matière (IBSAM), Université de Brest (UBO)-Institut National de la Santé et de la Recherche Médicale (INSERM), Hôpital Universitaire de Genève, and European Commission
- Subjects
MESH: Interferon Type I ,MESH: Signal Transduction ,Male ,0301 basic medicine ,Microarray ,systemic sclerosis ,Autoimmunity ,Diseases ,Pathogenesis ,DISEASE ,MESH: Scleroderma, Systemic ,Cohort Studies ,Transcriptome ,0302 clinical medicine ,Immunophenotyping ,Platelet degranulation ,Gene expression ,MESH: Sequence Analysis, RNA ,Immunology and Allergy ,Medicine ,RNA-Seq ,MESH: Cohort Studies ,GENE-EXPRESSION ,MESH: Aged ,MESH: Middle Aged ,Toll-Like Receptors ,Middle Aged ,3. Good health ,Europe ,Interferon Type I ,[SDV.IMM]Life Sciences [q-bio]/Immunology ,Female ,epidemiology ,Life Sciences & Biomedicine ,MESH: Toll-Like Receptors ,Signal Transduction ,Adult ,MESH: Immunophenotyping ,[SDV.IMM] Life Sciences [q-bio]/Immunology ,Immunology ,Context (language use) ,Systemic Sclerosis ,Computational biology ,General Biochemistry, Genetics and Molecular Biology ,MESH: Gene Expression Profiling ,03 medical and health sciences ,Rheumatology ,MESH: Autoimmunity ,Humans ,autoimmune diseases ,Gene ,Aged ,030203 arthritis & rheumatology ,Science & Technology ,MESH: Humans ,Scleroderma, Systemic ,Sequence Analysis, RNA ,business.industry ,MESH: Transcriptome ,Gene Expression Profiling ,RNA ,MESH: Adult ,Microarray Analysis ,Expressió gènica ,MESH: Male ,MESH: Microarray Analysis ,Scleroderma (Disease) ,030104 developmental biology ,MESH: Genome-Wide Association Study ,MESH: Europe ,Esclerodèrmia ,business ,MESH: Female ,Genome-Wide Association Study - Abstract
Objectives: The analysis of annotated transcripts from genome-wide expression studies may help to understand the pathogenesis of complex diseases, such as systemic sclerosis (SSc). We performed a whole blood (WB) transcriptome analysis on RNA collected in the context of the European PRECISESADS project, aiming at characterising the pathways that differentiate SSc from controls and that are reproducible in geographically diverse populations. Methods: Samples from 162 patients and 252 controls were collected in RNA stabilisers. Cases and controls were divided into a discovery (n=79+163; Southern Europe) and validation cohort (n=83+89; Central-Western Europe). RNA sequencing was performed by an Illumina assay. Functional annotations of Reactome pathways were performed with the Functional Analysis of Individual Microarray Expression (FAIME) algorithm. In parallel, immunophenotyping of 28 circulating cell populations was performed. We tested the presence of differentially expressed genes/pathways and the correlation between absolute cell counts and RNA transcripts/FAIME scores in regression models. Results significant in both populations were considered as replicated. Results: Overall, 15 224 genes and 1277 functional pathways were available; of these, 99 and 225 were significant in both sets. Among replicated pathways, we found a deregulation in type-I interferon, Toll-like receptor cascade, tumour suppressor p53 protein function, platelet degranulation and activation. RNA transcripts or FAIME scores were jointly correlated with cell subtypes with strong geographical differences; neutrophils were the major determinant of gene expression in SSc-WB samples. Conclusions: We discovered a set of differentially expressed genes/pathways validated in two independent sets of patients with SSc, highlighting a number of deregulated processes that have relevance for the pathogenesis of autoimmunity and SSc., This work was supported by eU/eFPia/innovative Medicines initiative Joint Undertaking PrecisesaDs Grant no. 115 565.
- Published
- 2020