Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: 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
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer Berlin Heidelberg 2019
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
_version_ 1783414039680909312
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
work_keys_str_mv AT schlichtkristina themetabolicnetworkcoherenceofhumantranscriptomesisassociatedwithgeneticvariationatthecadherin18locus
AT nyczkapiotr themetabolicnetworkcoherenceofhumantranscriptomesisassociatedwithgeneticvariationatthecadherin18locus
AT caliebeamke themetabolicnetworkcoherenceofhumantranscriptomesisassociatedwithgeneticvariationatthecadherin18locus
AT freitagwolfsandra themetabolicnetworkcoherenceofhumantranscriptomesisassociatedwithgeneticvariationatthecadherin18locus
AT claringbouldannique themetabolicnetworkcoherenceofhumantranscriptomesisassociatedwithgeneticvariationatthecadherin18locus
AT frankelude themetabolicnetworkcoherenceofhumantranscriptomesisassociatedwithgeneticvariationatthecadherin18locus
AT vosaurmo themetabolicnetworkcoherenceofhumantranscriptomesisassociatedwithgeneticvariationatthecadherin18locus
AT themetabolicnetworkcoherenceofhumantranscriptomesisassociatedwithgeneticvariationatthecadherin18locus
AT kardiasharonlr themetabolicnetworkcoherenceofhumantranscriptomesisassociatedwithgeneticvariationatthecadherin18locus
AT smithjennifera themetabolicnetworkcoherenceofhumantranscriptomesisassociatedwithgeneticvariationatthecadherin18locus
AT zhaowei themetabolicnetworkcoherenceofhumantranscriptomesisassociatedwithgeneticvariationatthecadherin18locus
AT giegerchristian themetabolicnetworkcoherenceofhumantranscriptomesisassociatedwithgeneticvariationatthecadherin18locus
AT petersannette themetabolicnetworkcoherenceofhumantranscriptomesisassociatedwithgeneticvariationatthecadherin18locus
AT prokischholger themetabolicnetworkcoherenceofhumantranscriptomesisassociatedwithgeneticvariationatthecadherin18locus
AT strauchkonstantin themetabolicnetworkcoherenceofhumantranscriptomesisassociatedwithgeneticvariationatthecadherin18locus
AT themetabolicnetworkcoherenceofhumantranscriptomesisassociatedwithgeneticvariationatthecadherin18locus
AT baurechthansjorg themetabolicnetworkcoherenceofhumantranscriptomesisassociatedwithgeneticvariationatthecadherin18locus
AT weidingerstephan themetabolicnetworkcoherenceofhumantranscriptomesisassociatedwithgeneticvariationatthecadherin18locus
AT rosenstielphilip themetabolicnetworkcoherenceofhumantranscriptomesisassociatedwithgeneticvariationatthecadherin18locus
AT huttmarcthorsten themetabolicnetworkcoherenceofhumantranscriptomesisassociatedwithgeneticvariationatthecadherin18locus
AT knechtcarolin themetabolicnetworkcoherenceofhumantranscriptomesisassociatedwithgeneticvariationatthecadherin18locus
AT szymczaksilke themetabolicnetworkcoherenceofhumantranscriptomesisassociatedwithgeneticvariationatthecadherin18locus
AT krawczakmichael themetabolicnetworkcoherenceofhumantranscriptomesisassociatedwithgeneticvariationatthecadherin18locus
AT schlichtkristina metabolicnetworkcoherenceofhumantranscriptomesisassociatedwithgeneticvariationatthecadherin18locus
AT nyczkapiotr metabolicnetworkcoherenceofhumantranscriptomesisassociatedwithgeneticvariationatthecadherin18locus
AT caliebeamke metabolicnetworkcoherenceofhumantranscriptomesisassociatedwithgeneticvariationatthecadherin18locus
AT freitagwolfsandra metabolicnetworkcoherenceofhumantranscriptomesisassociatedwithgeneticvariationatthecadherin18locus
AT claringbouldannique metabolicnetworkcoherenceofhumantranscriptomesisassociatedwithgeneticvariationatthecadherin18locus
AT frankelude metabolicnetworkcoherenceofhumantranscriptomesisassociatedwithgeneticvariationatthecadherin18locus
AT vosaurmo metabolicnetworkcoherenceofhumantranscriptomesisassociatedwithgeneticvariationatthecadherin18locus
AT metabolicnetworkcoherenceofhumantranscriptomesisassociatedwithgeneticvariationatthecadherin18locus
AT kardiasharonlr metabolicnetworkcoherenceofhumantranscriptomesisassociatedwithgeneticvariationatthecadherin18locus
AT smithjennifera metabolicnetworkcoherenceofhumantranscriptomesisassociatedwithgeneticvariationatthecadherin18locus
AT zhaowei metabolicnetworkcoherenceofhumantranscriptomesisassociatedwithgeneticvariationatthecadherin18locus
AT giegerchristian metabolicnetworkcoherenceofhumantranscriptomesisassociatedwithgeneticvariationatthecadherin18locus
AT petersannette metabolicnetworkcoherenceofhumantranscriptomesisassociatedwithgeneticvariationatthecadherin18locus
AT prokischholger metabolicnetworkcoherenceofhumantranscriptomesisassociatedwithgeneticvariationatthecadherin18locus
AT strauchkonstantin metabolicnetworkcoherenceofhumantranscriptomesisassociatedwithgeneticvariationatthecadherin18locus
AT metabolicnetworkcoherenceofhumantranscriptomesisassociatedwithgeneticvariationatthecadherin18locus
AT baurechthansjorg metabolicnetworkcoherenceofhumantranscriptomesisassociatedwithgeneticvariationatthecadherin18locus
AT weidingerstephan metabolicnetworkcoherenceofhumantranscriptomesisassociatedwithgeneticvariationatthecadherin18locus
AT rosenstielphilip metabolicnetworkcoherenceofhumantranscriptomesisassociatedwithgeneticvariationatthecadherin18locus
AT huttmarcthorsten metabolicnetworkcoherenceofhumantranscriptomesisassociatedwithgeneticvariationatthecadherin18locus
AT knechtcarolin metabolicnetworkcoherenceofhumantranscriptomesisassociatedwithgeneticvariationatthecadherin18locus
AT szymczaksilke metabolicnetworkcoherenceofhumantranscriptomesisassociatedwithgeneticvariationatthecadherin18locus
AT krawczakmichael metabolicnetworkcoherenceofhumantranscriptomesisassociatedwithgeneticvariationatthecadherin18locus