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Genome-wide whole blood transcriptome profiling in a large European cohort of systemic sclerosis patients
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 proj...
Autores principales: | , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BMJ Publishing Group
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7456554/ https://www.ncbi.nlm.nih.gov/pubmed/32561607 http://dx.doi.org/10.1136/annrheumdis-2020-217116 |
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author | Beretta, Lorenzo Barturen, Guillermo Vigone, Barbara Bellocchi, Chiara Hunzelmann, Nicolas De Langhe, Ellen Cervera, Ricard Gerosa, Maria Kovács, László Ortega Castro, Rafaela Almeida, Isabel Cornec, Divi Chizzolini, Carlo Pers, Jacques-Olivier Makowska, Zuzanna Lesche, Ralf Kerick, Martin Alarcón-Riquelme, Marta Eugenia Martin, Javier |
author_facet | Beretta, Lorenzo Barturen, Guillermo Vigone, Barbara Bellocchi, Chiara Hunzelmann, Nicolas De Langhe, Ellen Cervera, Ricard Gerosa, Maria Kovács, László Ortega Castro, Rafaela Almeida, Isabel Cornec, Divi Chizzolini, Carlo Pers, Jacques-Olivier Makowska, Zuzanna Lesche, Ralf Kerick, Martin Alarcón-Riquelme, Marta Eugenia Martin, Javier |
author_sort | Beretta, Lorenzo |
collection | PubMed |
description | 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. |
format | Online Article Text |
id | pubmed-7456554 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | BMJ Publishing Group |
record_format | MEDLINE/PubMed |
spelling | pubmed-74565542020-09-04 Genome-wide whole blood transcriptome profiling in a large European cohort of systemic sclerosis patients Beretta, Lorenzo Barturen, Guillermo Vigone, Barbara Bellocchi, Chiara Hunzelmann, Nicolas De Langhe, Ellen Cervera, Ricard Gerosa, Maria Kovács, László Ortega Castro, Rafaela Almeida, Isabel Cornec, Divi Chizzolini, Carlo Pers, Jacques-Olivier Makowska, Zuzanna Lesche, Ralf Kerick, Martin Alarcón-Riquelme, Marta Eugenia Martin, Javier Ann Rheum Dis Systemic Sclerosis 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. BMJ Publishing Group 2020-09 2020-06-19 /pmc/articles/PMC7456554/ /pubmed/32561607 http://dx.doi.org/10.1136/annrheumdis-2020-217116 Text en © Author(s) (or their employer(s)) 2020. Re-use permitted under CC BY-NC. No commercial re-use. See rights and permissions. Published by BMJ. http://creativecommons.org/licenses/by-nc/4.0/This is an open access article distributed in accordance with the Creative Commons Attribution Non Commercial (CC BY-NC 4.0) license, which permits others to distribute, remix, adapt, build upon this work non-commercially, and license their derivative works on different terms, provided the original work is properly cited, appropriate credit is given, any changes made indicated, and the use is non-commercial. See: http://creativecommons.org/licenses/by-nc/4.0/. |
spellingShingle | Systemic Sclerosis Beretta, Lorenzo Barturen, Guillermo Vigone, Barbara Bellocchi, Chiara Hunzelmann, Nicolas De Langhe, Ellen Cervera, Ricard Gerosa, Maria Kovács, László Ortega Castro, Rafaela Almeida, Isabel Cornec, Divi Chizzolini, Carlo Pers, Jacques-Olivier Makowska, Zuzanna Lesche, Ralf Kerick, Martin Alarcón-Riquelme, Marta Eugenia Martin, Javier Genome-wide whole blood transcriptome profiling in a large European cohort of systemic sclerosis patients |
title | Genome-wide whole blood transcriptome profiling in a large European cohort of systemic sclerosis patients |
title_full | Genome-wide whole blood transcriptome profiling in a large European cohort of systemic sclerosis patients |
title_fullStr | Genome-wide whole blood transcriptome profiling in a large European cohort of systemic sclerosis patients |
title_full_unstemmed | Genome-wide whole blood transcriptome profiling in a large European cohort of systemic sclerosis patients |
title_short | Genome-wide whole blood transcriptome profiling in a large European cohort of systemic sclerosis patients |
title_sort | genome-wide whole blood transcriptome profiling in a large european cohort of systemic sclerosis patients |
topic | Systemic Sclerosis |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7456554/ https://www.ncbi.nlm.nih.gov/pubmed/32561607 http://dx.doi.org/10.1136/annrheumdis-2020-217116 |
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