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The metabolic network coherence of human transcriptomes is associated with genetic variation at the cadherin 18 locus
Metabolic coherence (MC) is a network-based approach to dimensionality reduction that can be used, for example, to interpret the joint expression of genes linked to human metabolism. Computationally, the derivation of ‘transcriptomic’ MC involves mapping of an individual gene expression profile onto...
Autores principales: | , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Berlin Heidelberg
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6483969/ https://www.ncbi.nlm.nih.gov/pubmed/30852652 http://dx.doi.org/10.1007/s00439-019-01994-x |
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author | Schlicht, Kristina Nyczka, Piotr Caliebe, Amke Freitag-Wolf, Sandra Claringbould, Annique Franke, Lude Võsa, Urmo Kardia, Sharon L. R. Smith, Jennifer A. Zhao, Wei Gieger, Christian Peters, Annette Prokisch, Holger Strauch, Konstantin Baurecht, Hansjörg Weidinger, Stephan Rosenstiel, Philip Hütt, Marc-Thorsten Knecht, Carolin Szymczak, Silke Krawczak, Michael |
author_facet | Schlicht, Kristina Nyczka, Piotr Caliebe, Amke Freitag-Wolf, Sandra Claringbould, Annique Franke, Lude Võsa, Urmo Kardia, Sharon L. R. Smith, Jennifer A. Zhao, Wei Gieger, Christian Peters, Annette Prokisch, Holger Strauch, Konstantin Baurecht, Hansjörg Weidinger, Stephan Rosenstiel, Philip Hütt, Marc-Thorsten Knecht, Carolin Szymczak, Silke Krawczak, Michael |
author_sort | Schlicht, Kristina |
collection | PubMed |
description | Metabolic coherence (MC) is a network-based approach to dimensionality reduction that can be used, for example, to interpret the joint expression of genes linked to human metabolism. Computationally, the derivation of ‘transcriptomic’ MC involves mapping of an individual gene expression profile onto a gene-centric network derived beforehand from a metabolic network (currently Recon2), followed by the determination of the connectivity of a particular, profile-specific subnetwork. The biological significance of MC has been exemplified previously in the context of human inflammatory bowel disease, among others, but the genetic architecture of this quantitative cellular trait is still unclear. Therefore, we performed a genome-wide association study (GWAS) of MC in the 1000 Genomes/ GEUVADIS data (n = 457) and identified a solitary genome-wide significant association with single nucleotide polymorphisms (SNPs) in the intronic region of the cadherin 18 (CDH18) gene on chromosome 5 (lead SNP: rs11744487, p = 1.2 × 10(− 8)). Cadherin 18 is a transmembrane protein involved in human neural development and cell-to-cell signaling. Notably, genetic variation at the CDH18 locus has been associated with metabolic syndrome-related traits before. Replication of our genome-wide significant GWAS result was successful in another population study from the Netherlands (BIOS, n = 2661; lead SNP), but failed in two additional studies (KORA, Germany, n = 711; GENOA, USA, n = 411). Besides sample size issues, we surmise that these discrepant findings may be attributable to technical differences. While 1000 Genomes/GEUVADIS and BIOS gene expression profiles were generated by RNA sequencing, the KORA and GENOA data were microarray-based. In addition to providing first evidence for a link between regional genetic variation and a metabolism-related characteristic of human transcriptomes, our findings highlight the benefit of adopting a systems biology-oriented approach to molecular data analysis. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1007/s00439-019-01994-x) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-6483969 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Springer Berlin Heidelberg |
record_format | MEDLINE/PubMed |
spelling | pubmed-64839692019-05-15 The metabolic network coherence of human transcriptomes is associated with genetic variation at the cadherin 18 locus Schlicht, Kristina Nyczka, Piotr Caliebe, Amke Freitag-Wolf, Sandra Claringbould, Annique Franke, Lude Võsa, Urmo Kardia, Sharon L. R. Smith, Jennifer A. Zhao, Wei Gieger, Christian Peters, Annette Prokisch, Holger Strauch, Konstantin Baurecht, Hansjörg Weidinger, Stephan Rosenstiel, Philip Hütt, Marc-Thorsten Knecht, Carolin Szymczak, Silke Krawczak, Michael Hum Genet Original Investigation Metabolic coherence (MC) is a network-based approach to dimensionality reduction that can be used, for example, to interpret the joint expression of genes linked to human metabolism. Computationally, the derivation of ‘transcriptomic’ MC involves mapping of an individual gene expression profile onto a gene-centric network derived beforehand from a metabolic network (currently Recon2), followed by the determination of the connectivity of a particular, profile-specific subnetwork. The biological significance of MC has been exemplified previously in the context of human inflammatory bowel disease, among others, but the genetic architecture of this quantitative cellular trait is still unclear. Therefore, we performed a genome-wide association study (GWAS) of MC in the 1000 Genomes/ GEUVADIS data (n = 457) and identified a solitary genome-wide significant association with single nucleotide polymorphisms (SNPs) in the intronic region of the cadherin 18 (CDH18) gene on chromosome 5 (lead SNP: rs11744487, p = 1.2 × 10(− 8)). Cadherin 18 is a transmembrane protein involved in human neural development and cell-to-cell signaling. Notably, genetic variation at the CDH18 locus has been associated with metabolic syndrome-related traits before. Replication of our genome-wide significant GWAS result was successful in another population study from the Netherlands (BIOS, n = 2661; lead SNP), but failed in two additional studies (KORA, Germany, n = 711; GENOA, USA, n = 411). Besides sample size issues, we surmise that these discrepant findings may be attributable to technical differences. While 1000 Genomes/GEUVADIS and BIOS gene expression profiles were generated by RNA sequencing, the KORA and GENOA data were microarray-based. In addition to providing first evidence for a link between regional genetic variation and a metabolism-related characteristic of human transcriptomes, our findings highlight the benefit of adopting a systems biology-oriented approach to molecular data analysis. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1007/s00439-019-01994-x) contains supplementary material, which is available to authorized users. Springer Berlin Heidelberg 2019-03-09 2019 /pmc/articles/PMC6483969/ /pubmed/30852652 http://dx.doi.org/10.1007/s00439-019-01994-x Text en © The Author(s) 2019 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. |
spellingShingle | Original Investigation Schlicht, Kristina Nyczka, Piotr Caliebe, Amke Freitag-Wolf, Sandra Claringbould, Annique Franke, Lude Võsa, Urmo Kardia, Sharon L. R. Smith, Jennifer A. Zhao, Wei Gieger, Christian Peters, Annette Prokisch, Holger Strauch, Konstantin Baurecht, Hansjörg Weidinger, Stephan Rosenstiel, Philip Hütt, Marc-Thorsten Knecht, Carolin Szymczak, Silke Krawczak, Michael The metabolic network coherence of human transcriptomes is associated with genetic variation at the cadherin 18 locus |
title | The metabolic network coherence of human transcriptomes is associated with genetic variation at the cadherin 18 locus |
title_full | The metabolic network coherence of human transcriptomes is associated with genetic variation at the cadherin 18 locus |
title_fullStr | The metabolic network coherence of human transcriptomes is associated with genetic variation at the cadherin 18 locus |
title_full_unstemmed | The metabolic network coherence of human transcriptomes is associated with genetic variation at the cadherin 18 locus |
title_short | The metabolic network coherence of human transcriptomes is associated with genetic variation at the cadherin 18 locus |
title_sort | metabolic network coherence of human transcriptomes is associated with genetic variation at the cadherin 18 locus |
topic | Original Investigation |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6483969/ https://www.ncbi.nlm.nih.gov/pubmed/30852652 http://dx.doi.org/10.1007/s00439-019-01994-x |
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