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Characterisation of the Circulating Transcriptomic Landscape in Inflammatory Bowel Disease Provides Evidence for Dysregulation of Multiple Transcription Factors Including NFE2, SPI1, CEBPB, and IRF2
AIM: To assess the pathobiological and translational importance of whole-blood transcriptomic analysis in inflammatory bowel disease [IBD]. METHODS: We analysed whole-blood expression profiles from paired-end sequencing in a discovery cohort of 590 Europeans recruited across six countries in the IBD...
Autores principales: | , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9426667/ https://www.ncbi.nlm.nih.gov/pubmed/35212366 http://dx.doi.org/10.1093/ecco-jcc/jjac033 |
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author | Nowak, Jan K Adams, Alex T Kalla, Rahul Lindstrøm, Jonas C Vatn, Simen Bergemalm, Daniel Keita, Åsa V Gomollón, Fernando Jahnsen, Jørgen Vatn, Morten H Ricanek, Petr Ostrowski, Jerzy Walkowiak, Jaroslaw Halfvarson, Jonas Satsangi, Jack |
author_facet | Nowak, Jan K Adams, Alex T Kalla, Rahul Lindstrøm, Jonas C Vatn, Simen Bergemalm, Daniel Keita, Åsa V Gomollón, Fernando Jahnsen, Jørgen Vatn, Morten H Ricanek, Petr Ostrowski, Jerzy Walkowiak, Jaroslaw Halfvarson, Jonas Satsangi, Jack |
author_sort | Nowak, Jan K |
collection | PubMed |
description | AIM: To assess the pathobiological and translational importance of whole-blood transcriptomic analysis in inflammatory bowel disease [IBD]. METHODS: We analysed whole-blood expression profiles from paired-end sequencing in a discovery cohort of 590 Europeans recruited across six countries in the IBD Character initiative (newly diagnosed patients with Crohn’s disease [CD; n = 156], ulcerative colitis [UC; n = 167], and controls [n = 267]), exploring differential expression [DESeq2], co-expression networks [WGCNA], and transcription factor involvement [EPEE, ChEA, DoRothEA]. Findings were validated by analysis of an independent replication cohort [99 CD, 100 UC, 95 controls]. In the discovery cohort, we also defined baseline expression correlates of future treatment escalation using cross-validated elastic-net and random forest modelling, along with a pragmatic ratio detection procedure. RESULTS: Disease-specific transcriptomes were defined in IBD [8697 transcripts], CD [7152], and UC [8521], with the most highly significant changes in single genes, including CD177 (log(2)-fold change [LFC] = 4.63, p = 4.05 × 10(-118)), MCEMP1 [LFC = 2.45, p = 7.37 × 10(-109)], and S100A12 [LFC = 2.31, p = 2.15 × 10(-93)]. Significantly over-represented pathways included IL-1 [p = 1.58 × 10(-11)], IL-4, and IL-13 [p = 8.96 × 10(-9)]. Highly concordant results were obtained using multiple regulatory activity inference tools applied to the discovery and replication cohorts. These analyses demonstrated central roles in IBD for the transcription factors NFE2, SPI1 [PU.1], CEBPB, and IRF2, all regulators of cytokine signalling, based on a consistent signal across cohorts and transcription factor ranking methods. A number of simple transcriptome-based models were associated with the need for treatment escalation, including the binary CLEC5A/CDH2 expression ratio in UC (hazard ratio = 23.4, 95% confidence interval [CI] 5.3–102.0). CONCLUSIONS: Transcriptomic analysis has allowed for a detailed characterisation of IBD pathobiology, with important potential translational implications. |
format | Online Article Text |
id | pubmed-9426667 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-94266672022-08-31 Characterisation of the Circulating Transcriptomic Landscape in Inflammatory Bowel Disease Provides Evidence for Dysregulation of Multiple Transcription Factors Including NFE2, SPI1, CEBPB, and IRF2 Nowak, Jan K Adams, Alex T Kalla, Rahul Lindstrøm, Jonas C Vatn, Simen Bergemalm, Daniel Keita, Åsa V Gomollón, Fernando Jahnsen, Jørgen Vatn, Morten H Ricanek, Petr Ostrowski, Jerzy Walkowiak, Jaroslaw Halfvarson, Jonas Satsangi, Jack J Crohns Colitis Original Articles AIM: To assess the pathobiological and translational importance of whole-blood transcriptomic analysis in inflammatory bowel disease [IBD]. METHODS: We analysed whole-blood expression profiles from paired-end sequencing in a discovery cohort of 590 Europeans recruited across six countries in the IBD Character initiative (newly diagnosed patients with Crohn’s disease [CD; n = 156], ulcerative colitis [UC; n = 167], and controls [n = 267]), exploring differential expression [DESeq2], co-expression networks [WGCNA], and transcription factor involvement [EPEE, ChEA, DoRothEA]. Findings were validated by analysis of an independent replication cohort [99 CD, 100 UC, 95 controls]. In the discovery cohort, we also defined baseline expression correlates of future treatment escalation using cross-validated elastic-net and random forest modelling, along with a pragmatic ratio detection procedure. RESULTS: Disease-specific transcriptomes were defined in IBD [8697 transcripts], CD [7152], and UC [8521], with the most highly significant changes in single genes, including CD177 (log(2)-fold change [LFC] = 4.63, p = 4.05 × 10(-118)), MCEMP1 [LFC = 2.45, p = 7.37 × 10(-109)], and S100A12 [LFC = 2.31, p = 2.15 × 10(-93)]. Significantly over-represented pathways included IL-1 [p = 1.58 × 10(-11)], IL-4, and IL-13 [p = 8.96 × 10(-9)]. Highly concordant results were obtained using multiple regulatory activity inference tools applied to the discovery and replication cohorts. These analyses demonstrated central roles in IBD for the transcription factors NFE2, SPI1 [PU.1], CEBPB, and IRF2, all regulators of cytokine signalling, based on a consistent signal across cohorts and transcription factor ranking methods. A number of simple transcriptome-based models were associated with the need for treatment escalation, including the binary CLEC5A/CDH2 expression ratio in UC (hazard ratio = 23.4, 95% confidence interval [CI] 5.3–102.0). CONCLUSIONS: Transcriptomic analysis has allowed for a detailed characterisation of IBD pathobiology, with important potential translational implications. Oxford University Press 2022-02-25 /pmc/articles/PMC9426667/ /pubmed/35212366 http://dx.doi.org/10.1093/ecco-jcc/jjac033 Text en © The Author(s) 2022. Published by Oxford University Press on behalf of European Crohn’s and Colitis Organisation. https://creativecommons.org/licenses/by-nc/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution-NonCommercial License (https://creativecommons.org/licenses/by-nc/4.0/), which permits non-commercial re-use, distribution, and reproduction in any medium, provided the original work is properly cited. For commercial re-use, please contact journals.permissions@oup.com |
spellingShingle | Original Articles Nowak, Jan K Adams, Alex T Kalla, Rahul Lindstrøm, Jonas C Vatn, Simen Bergemalm, Daniel Keita, Åsa V Gomollón, Fernando Jahnsen, Jørgen Vatn, Morten H Ricanek, Petr Ostrowski, Jerzy Walkowiak, Jaroslaw Halfvarson, Jonas Satsangi, Jack Characterisation of the Circulating Transcriptomic Landscape in Inflammatory Bowel Disease Provides Evidence for Dysregulation of Multiple Transcription Factors Including NFE2, SPI1, CEBPB, and IRF2 |
title | Characterisation of the Circulating Transcriptomic Landscape in Inflammatory Bowel Disease Provides Evidence for Dysregulation of Multiple Transcription Factors Including NFE2, SPI1, CEBPB, and IRF2 |
title_full | Characterisation of the Circulating Transcriptomic Landscape in Inflammatory Bowel Disease Provides Evidence for Dysregulation of Multiple Transcription Factors Including NFE2, SPI1, CEBPB, and IRF2 |
title_fullStr | Characterisation of the Circulating Transcriptomic Landscape in Inflammatory Bowel Disease Provides Evidence for Dysregulation of Multiple Transcription Factors Including NFE2, SPI1, CEBPB, and IRF2 |
title_full_unstemmed | Characterisation of the Circulating Transcriptomic Landscape in Inflammatory Bowel Disease Provides Evidence for Dysregulation of Multiple Transcription Factors Including NFE2, SPI1, CEBPB, and IRF2 |
title_short | Characterisation of the Circulating Transcriptomic Landscape in Inflammatory Bowel Disease Provides Evidence for Dysregulation of Multiple Transcription Factors Including NFE2, SPI1, CEBPB, and IRF2 |
title_sort | characterisation of the circulating transcriptomic landscape in inflammatory bowel disease provides evidence for dysregulation of multiple transcription factors including nfe2, spi1, cebpb, and irf2 |
topic | Original Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9426667/ https://www.ncbi.nlm.nih.gov/pubmed/35212366 http://dx.doi.org/10.1093/ecco-jcc/jjac033 |
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