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An interaction map of circulating metabolites, immune gene networks, and their genetic regulation
BACKGROUND: Immunometabolism plays a central role in many cardiometabolic diseases. However, a robust map of immune-related gene networks in circulating human cells, their interactions with metabolites, and their genetic control is still lacking. Here, we integrate blood transcriptomic, metabolomic,...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5540552/ https://www.ncbi.nlm.nih.gov/pubmed/28764798 http://dx.doi.org/10.1186/s13059-017-1279-y |
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author | Nath, Artika P. Ritchie, Scott C. Byars, Sean G. Fearnley, Liam G. Havulinna, Aki S. Joensuu, Anni Kangas, Antti J. Soininen, Pasi Wennerström, Annika Milani, Lili Metspalu, Andres Männistö, Satu Würtz, Peter Kettunen, Johannes Raitoharju, Emma Kähönen, Mika Juonala, Markus Palotie, Aarno Ala-Korpela, Mika Ripatti, Samuli Lehtimäki, Terho Abraham, Gad Raitakari, Olli Salomaa, Veikko Perola, Markus Inouye, Michael |
author_facet | Nath, Artika P. Ritchie, Scott C. Byars, Sean G. Fearnley, Liam G. Havulinna, Aki S. Joensuu, Anni Kangas, Antti J. Soininen, Pasi Wennerström, Annika Milani, Lili Metspalu, Andres Männistö, Satu Würtz, Peter Kettunen, Johannes Raitoharju, Emma Kähönen, Mika Juonala, Markus Palotie, Aarno Ala-Korpela, Mika Ripatti, Samuli Lehtimäki, Terho Abraham, Gad Raitakari, Olli Salomaa, Veikko Perola, Markus Inouye, Michael |
author_sort | Nath, Artika P. |
collection | PubMed |
description | BACKGROUND: Immunometabolism plays a central role in many cardiometabolic diseases. However, a robust map of immune-related gene networks in circulating human cells, their interactions with metabolites, and their genetic control is still lacking. Here, we integrate blood transcriptomic, metabolomic, and genomic profiles from two population-based cohorts (total N = 2168), including a subset of individuals with matched multi-omic data at 7-year follow-up. RESULTS: We identify topologically replicable gene networks enriched for diverse immune functions including cytotoxicity, viral response, B cell, platelet, neutrophil, and mast cell/basophil activity. These immune gene modules show complex patterns of association with 158 circulating metabolites, including lipoprotein subclasses, lipids, fatty acids, amino acids, small molecules, and CRP. Genome-wide scans for module expression quantitative trait loci (mQTLs) reveal five modules with mQTLs that have both cis and trans effects. The strongest mQTL is in ARHGEF3 (rs1354034) and affects a module enriched for platelet function, independent of platelet counts. Modules of mast cell/basophil and neutrophil function show temporally stable metabolite associations over 7-year follow-up, providing evidence that these modules and their constituent gene products may play central roles in metabolic inflammation. Furthermore, the strongest mQTL in ARHGEF3 also displays clear temporal stability, supporting widespread trans effects at this locus. CONCLUSIONS: This study provides a detailed map of natural variation at the blood immunometabolic interface and its genetic basis, and may facilitate subsequent studies to explain inter-individual variation in cardiometabolic disease. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s13059-017-1279-y) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-5540552 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-55405522017-08-07 An interaction map of circulating metabolites, immune gene networks, and their genetic regulation Nath, Artika P. Ritchie, Scott C. Byars, Sean G. Fearnley, Liam G. Havulinna, Aki S. Joensuu, Anni Kangas, Antti J. Soininen, Pasi Wennerström, Annika Milani, Lili Metspalu, Andres Männistö, Satu Würtz, Peter Kettunen, Johannes Raitoharju, Emma Kähönen, Mika Juonala, Markus Palotie, Aarno Ala-Korpela, Mika Ripatti, Samuli Lehtimäki, Terho Abraham, Gad Raitakari, Olli Salomaa, Veikko Perola, Markus Inouye, Michael Genome Biol Research BACKGROUND: Immunometabolism plays a central role in many cardiometabolic diseases. However, a robust map of immune-related gene networks in circulating human cells, their interactions with metabolites, and their genetic control is still lacking. Here, we integrate blood transcriptomic, metabolomic, and genomic profiles from two population-based cohorts (total N = 2168), including a subset of individuals with matched multi-omic data at 7-year follow-up. RESULTS: We identify topologically replicable gene networks enriched for diverse immune functions including cytotoxicity, viral response, B cell, platelet, neutrophil, and mast cell/basophil activity. These immune gene modules show complex patterns of association with 158 circulating metabolites, including lipoprotein subclasses, lipids, fatty acids, amino acids, small molecules, and CRP. Genome-wide scans for module expression quantitative trait loci (mQTLs) reveal five modules with mQTLs that have both cis and trans effects. The strongest mQTL is in ARHGEF3 (rs1354034) and affects a module enriched for platelet function, independent of platelet counts. Modules of mast cell/basophil and neutrophil function show temporally stable metabolite associations over 7-year follow-up, providing evidence that these modules and their constituent gene products may play central roles in metabolic inflammation. Furthermore, the strongest mQTL in ARHGEF3 also displays clear temporal stability, supporting widespread trans effects at this locus. CONCLUSIONS: This study provides a detailed map of natural variation at the blood immunometabolic interface and its genetic basis, and may facilitate subsequent studies to explain inter-individual variation in cardiometabolic disease. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s13059-017-1279-y) contains supplementary material, which is available to authorized users. BioMed Central 2017-08-01 /pmc/articles/PMC5540552/ /pubmed/28764798 http://dx.doi.org/10.1186/s13059-017-1279-y Text en © The Author(s). 2017 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. |
spellingShingle | Research Nath, Artika P. Ritchie, Scott C. Byars, Sean G. Fearnley, Liam G. Havulinna, Aki S. Joensuu, Anni Kangas, Antti J. Soininen, Pasi Wennerström, Annika Milani, Lili Metspalu, Andres Männistö, Satu Würtz, Peter Kettunen, Johannes Raitoharju, Emma Kähönen, Mika Juonala, Markus Palotie, Aarno Ala-Korpela, Mika Ripatti, Samuli Lehtimäki, Terho Abraham, Gad Raitakari, Olli Salomaa, Veikko Perola, Markus Inouye, Michael An interaction map of circulating metabolites, immune gene networks, and their genetic regulation |
title | An interaction map of circulating metabolites, immune gene networks, and their genetic regulation |
title_full | An interaction map of circulating metabolites, immune gene networks, and their genetic regulation |
title_fullStr | An interaction map of circulating metabolites, immune gene networks, and their genetic regulation |
title_full_unstemmed | An interaction map of circulating metabolites, immune gene networks, and their genetic regulation |
title_short | An interaction map of circulating metabolites, immune gene networks, and their genetic regulation |
title_sort | interaction map of circulating metabolites, immune gene networks, and their genetic regulation |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5540552/ https://www.ncbi.nlm.nih.gov/pubmed/28764798 http://dx.doi.org/10.1186/s13059-017-1279-y |
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