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Combined genetic and transcriptome analysis of patients with SLE: distinct, targetable signatures for susceptibility and severity

OBJECTIVES: Systemic lupus erythematosus (SLE) diagnosis and treatment remain empirical and the molecular basis for its heterogeneity elusive. We explored the genomic basis for disease susceptibility and severity. METHODS: mRNA sequencing and genotyping in blood from 142 patients with SLE and 58 hea...

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Autores principales: Panousis, Nikolaos I, Bertsias, George K, Ongen, Halit, Gergianaki, Irini, Tektonidou, Maria G, Trachana, Maria, Romano-Palumbo, Luciana, Bielser, Deborah, Howald, Cedric, Pamfil, Cristina, Fanouriakis, Antonis, Kosmara, Despoina, Repa, Argyro, Sidiropoulos, Prodromos, Dermitzakis, Emmanouil T, Boumpas, Dimitrios T
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BMJ Publishing Group 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6691930/
https://www.ncbi.nlm.nih.gov/pubmed/31167757
http://dx.doi.org/10.1136/annrheumdis-2018-214379
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author Panousis, Nikolaos I
Bertsias, George K
Ongen, Halit
Gergianaki, Irini
Tektonidou, Maria G
Trachana, Maria
Romano-Palumbo, Luciana
Bielser, Deborah
Howald, Cedric
Pamfil, Cristina
Fanouriakis, Antonis
Kosmara, Despoina
Repa, Argyro
Sidiropoulos, Prodromos
Dermitzakis, Emmanouil T
Boumpas, Dimitrios T
author_facet Panousis, Nikolaos I
Bertsias, George K
Ongen, Halit
Gergianaki, Irini
Tektonidou, Maria G
Trachana, Maria
Romano-Palumbo, Luciana
Bielser, Deborah
Howald, Cedric
Pamfil, Cristina
Fanouriakis, Antonis
Kosmara, Despoina
Repa, Argyro
Sidiropoulos, Prodromos
Dermitzakis, Emmanouil T
Boumpas, Dimitrios T
author_sort Panousis, Nikolaos I
collection PubMed
description OBJECTIVES: Systemic lupus erythematosus (SLE) diagnosis and treatment remain empirical and the molecular basis for its heterogeneity elusive. We explored the genomic basis for disease susceptibility and severity. METHODS: mRNA sequencing and genotyping in blood from 142 patients with SLE and 58 healthy volunteers. Abundances of cell types were assessed by CIBERSORT and cell-specific effects by interaction terms in linear models. Differentially expressed genes (DEGs) were used to train classifiers (linear discriminant analysis) of SLE versus healthy individuals in 80% of the dataset and were validated in the remaining 20% running 1000 iterations. Transcriptome/genotypes were integrated by expression-quantitative trail loci (eQTL) analysis; tissue-specific genetic causality was assessed by regulatory trait concordance (RTC). RESULTS: SLE has a ‘susceptibility signature’ present in patients in clinical remission, an ‘activity signature’ linked to genes that regulate immune cell metabolism, protein synthesis and proliferation, and a ‘severity signature’ best illustrated in active nephritis, enriched in druggable granulocyte and plasmablast/plasma–cell pathways. Patients with SLE have also perturbed mRNA splicing enriched in immune system and interferon signalling genes. A novel transcriptome index distinguished active versus inactive disease—but not low disease activity—and correlated with disease severity. DEGs discriminate SLE versus healthy individuals with median sensitivity 86% and specificity 92% suggesting a potential use in diagnostics. Combined eQTL analysis from the Genotype Tissue Expression (GTEx) project and SLE-associated genetic polymorphisms demonstrates that susceptibility variants may regulate gene expression in the blood but also in other tissues. CONCLUSION: Specific gene networks confer susceptibility to SLE, activity and severity, and may facilitate personalised care.
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spelling pubmed-66919302019-08-26 Combined genetic and transcriptome analysis of patients with SLE: distinct, targetable signatures for susceptibility and severity Panousis, Nikolaos I Bertsias, George K Ongen, Halit Gergianaki, Irini Tektonidou, Maria G Trachana, Maria Romano-Palumbo, Luciana Bielser, Deborah Howald, Cedric Pamfil, Cristina Fanouriakis, Antonis Kosmara, Despoina Repa, Argyro Sidiropoulos, Prodromos Dermitzakis, Emmanouil T Boumpas, Dimitrios T Ann Rheum Dis Systemic Lupus Erythematosus OBJECTIVES: Systemic lupus erythematosus (SLE) diagnosis and treatment remain empirical and the molecular basis for its heterogeneity elusive. We explored the genomic basis for disease susceptibility and severity. METHODS: mRNA sequencing and genotyping in blood from 142 patients with SLE and 58 healthy volunteers. Abundances of cell types were assessed by CIBERSORT and cell-specific effects by interaction terms in linear models. Differentially expressed genes (DEGs) were used to train classifiers (linear discriminant analysis) of SLE versus healthy individuals in 80% of the dataset and were validated in the remaining 20% running 1000 iterations. Transcriptome/genotypes were integrated by expression-quantitative trail loci (eQTL) analysis; tissue-specific genetic causality was assessed by regulatory trait concordance (RTC). RESULTS: SLE has a ‘susceptibility signature’ present in patients in clinical remission, an ‘activity signature’ linked to genes that regulate immune cell metabolism, protein synthesis and proliferation, and a ‘severity signature’ best illustrated in active nephritis, enriched in druggable granulocyte and plasmablast/plasma–cell pathways. Patients with SLE have also perturbed mRNA splicing enriched in immune system and interferon signalling genes. A novel transcriptome index distinguished active versus inactive disease—but not low disease activity—and correlated with disease severity. DEGs discriminate SLE versus healthy individuals with median sensitivity 86% and specificity 92% suggesting a potential use in diagnostics. Combined eQTL analysis from the Genotype Tissue Expression (GTEx) project and SLE-associated genetic polymorphisms demonstrates that susceptibility variants may regulate gene expression in the blood but also in other tissues. CONCLUSION: Specific gene networks confer susceptibility to SLE, activity and severity, and may facilitate personalised care. BMJ Publishing Group 2019-08 2019-06-05 /pmc/articles/PMC6691930/ /pubmed/31167757 http://dx.doi.org/10.1136/annrheumdis-2018-214379 Text en © Author(s) (or their employer(s)) 2019. Re-use permitted under CC BY-NC. No commercial re-use. See rights and permissions. Published by BMJ. 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 Lupus Erythematosus
Panousis, Nikolaos I
Bertsias, George K
Ongen, Halit
Gergianaki, Irini
Tektonidou, Maria G
Trachana, Maria
Romano-Palumbo, Luciana
Bielser, Deborah
Howald, Cedric
Pamfil, Cristina
Fanouriakis, Antonis
Kosmara, Despoina
Repa, Argyro
Sidiropoulos, Prodromos
Dermitzakis, Emmanouil T
Boumpas, Dimitrios T
Combined genetic and transcriptome analysis of patients with SLE: distinct, targetable signatures for susceptibility and severity
title Combined genetic and transcriptome analysis of patients with SLE: distinct, targetable signatures for susceptibility and severity
title_full Combined genetic and transcriptome analysis of patients with SLE: distinct, targetable signatures for susceptibility and severity
title_fullStr Combined genetic and transcriptome analysis of patients with SLE: distinct, targetable signatures for susceptibility and severity
title_full_unstemmed Combined genetic and transcriptome analysis of patients with SLE: distinct, targetable signatures for susceptibility and severity
title_short Combined genetic and transcriptome analysis of patients with SLE: distinct, targetable signatures for susceptibility and severity
title_sort combined genetic and transcriptome analysis of patients with sle: distinct, targetable signatures for susceptibility and severity
topic Systemic Lupus Erythematosus
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6691930/
https://www.ncbi.nlm.nih.gov/pubmed/31167757
http://dx.doi.org/10.1136/annrheumdis-2018-214379
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