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Evidence of a genetically driven metabolomic signature in actively inflamed Crohn’s disease
Crohn’s disease (CD) is characterised by chronic inflammation. We aimed to identify a relationship between plasma inflammatory metabolomic signature and genomic data in CD using blood plasma metabolic profiles. Proton NMR spectroscopy were achieved for 228 paediatric CD patients. Regression (OPLS) m...
Autores principales: | , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Nature Publishing Group UK
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9388636/ https://www.ncbi.nlm.nih.gov/pubmed/35982195 http://dx.doi.org/10.1038/s41598-022-18178-9 |
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author | Mossotto, Enrico Boberska, Joanna Ashton, James J. Stafford, Imogen S. Cheng, Guo Baker, Jonathan Borca, Florina Phan, Hang T. T. Coelho, Tracy F. Beattie, R. Mark Claus, Sandrine P. Ennis, Sarah |
author_facet | Mossotto, Enrico Boberska, Joanna Ashton, James J. Stafford, Imogen S. Cheng, Guo Baker, Jonathan Borca, Florina Phan, Hang T. T. Coelho, Tracy F. Beattie, R. Mark Claus, Sandrine P. Ennis, Sarah |
author_sort | Mossotto, Enrico |
collection | PubMed |
description | Crohn’s disease (CD) is characterised by chronic inflammation. We aimed to identify a relationship between plasma inflammatory metabolomic signature and genomic data in CD using blood plasma metabolic profiles. Proton NMR spectroscopy were achieved for 228 paediatric CD patients. Regression (OPLS) modelling and machine learning (ML) approaches were independently applied to establish the metabolic inflammatory signature, which was correlated against gene-level pathogenicity scores generated for all patients and functional enrichment was analysed. OPLS modelling of metabolomic spectra from unfasted patients revealed distinctive shifts in plasma metabolites corresponding to regions of the spectrum assigned to N-acetyl glycoprotein, glycerol and phenylalanine that were highly correlated (R(2) = 0.62) with C-reactive protein levels. The same metabolomic signature was independently identified using ML to predict patient inflammation status. Correlation of the individual peaks comprising this metabolomic signature of inflammation with pathogenic burden across 15,854 unselected genes identified significant enrichment for genes functioning within ‘intrinsic component of membrane’ (p = 0.003) and ‘inflammatory bowel disease (IBD)’ (p = 0.003). The seven genes contributing IBD enrichment are critical regulators of pro-inflammatory signaling. Overall, a metabolomic signature of inflammation can be detected from blood plasma in CD. This signal is correlated with pathogenic mutation in pro-inflammatory immune response genes. |
format | Online Article Text |
id | pubmed-9388636 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-93886362022-08-20 Evidence of a genetically driven metabolomic signature in actively inflamed Crohn’s disease Mossotto, Enrico Boberska, Joanna Ashton, James J. Stafford, Imogen S. Cheng, Guo Baker, Jonathan Borca, Florina Phan, Hang T. T. Coelho, Tracy F. Beattie, R. Mark Claus, Sandrine P. Ennis, Sarah Sci Rep Article Crohn’s disease (CD) is characterised by chronic inflammation. We aimed to identify a relationship between plasma inflammatory metabolomic signature and genomic data in CD using blood plasma metabolic profiles. Proton NMR spectroscopy were achieved for 228 paediatric CD patients. Regression (OPLS) modelling and machine learning (ML) approaches were independently applied to establish the metabolic inflammatory signature, which was correlated against gene-level pathogenicity scores generated for all patients and functional enrichment was analysed. OPLS modelling of metabolomic spectra from unfasted patients revealed distinctive shifts in plasma metabolites corresponding to regions of the spectrum assigned to N-acetyl glycoprotein, glycerol and phenylalanine that were highly correlated (R(2) = 0.62) with C-reactive protein levels. The same metabolomic signature was independently identified using ML to predict patient inflammation status. Correlation of the individual peaks comprising this metabolomic signature of inflammation with pathogenic burden across 15,854 unselected genes identified significant enrichment for genes functioning within ‘intrinsic component of membrane’ (p = 0.003) and ‘inflammatory bowel disease (IBD)’ (p = 0.003). The seven genes contributing IBD enrichment are critical regulators of pro-inflammatory signaling. Overall, a metabolomic signature of inflammation can be detected from blood plasma in CD. This signal is correlated with pathogenic mutation in pro-inflammatory immune response genes. Nature Publishing Group UK 2022-08-18 /pmc/articles/PMC9388636/ /pubmed/35982195 http://dx.doi.org/10.1038/s41598-022-18178-9 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Mossotto, Enrico Boberska, Joanna Ashton, James J. Stafford, Imogen S. Cheng, Guo Baker, Jonathan Borca, Florina Phan, Hang T. T. Coelho, Tracy F. Beattie, R. Mark Claus, Sandrine P. Ennis, Sarah Evidence of a genetically driven metabolomic signature in actively inflamed Crohn’s disease |
title | Evidence of a genetically driven metabolomic signature in actively inflamed Crohn’s disease |
title_full | Evidence of a genetically driven metabolomic signature in actively inflamed Crohn’s disease |
title_fullStr | Evidence of a genetically driven metabolomic signature in actively inflamed Crohn’s disease |
title_full_unstemmed | Evidence of a genetically driven metabolomic signature in actively inflamed Crohn’s disease |
title_short | Evidence of a genetically driven metabolomic signature in actively inflamed Crohn’s disease |
title_sort | evidence of a genetically driven metabolomic signature in actively inflamed crohn’s disease |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9388636/ https://www.ncbi.nlm.nih.gov/pubmed/35982195 http://dx.doi.org/10.1038/s41598-022-18178-9 |
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