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The Central Role of KNG1 Gene as a Genetic Determinant of Coagulation Pathway-Related Traits: Exploring Metaphenotypes

Traditional genetic studies of single traits may be unable to detect the pleiotropic effects involved in complex diseases. To detect the correlation that exists between several phenotypes involved in the same biological process, we introduce an original methodology to analyze sets of correlated phen...

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Autores principales: Brunel, Helena, Massanet, Raimon, Martinez-Perez, Angel, Ziyatdinov, Andrey, Martin-Fernandez, Laura, Souto, Juan Carlos, Perera, Alexandre, Soria, José Manuel
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5178993/
https://www.ncbi.nlm.nih.gov/pubmed/28005926
http://dx.doi.org/10.1371/journal.pone.0167187
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author Brunel, Helena
Massanet, Raimon
Martinez-Perez, Angel
Ziyatdinov, Andrey
Martin-Fernandez, Laura
Souto, Juan Carlos
Perera, Alexandre
Soria, José Manuel
author_facet Brunel, Helena
Massanet, Raimon
Martinez-Perez, Angel
Ziyatdinov, Andrey
Martin-Fernandez, Laura
Souto, Juan Carlos
Perera, Alexandre
Soria, José Manuel
author_sort Brunel, Helena
collection PubMed
description Traditional genetic studies of single traits may be unable to detect the pleiotropic effects involved in complex diseases. To detect the correlation that exists between several phenotypes involved in the same biological process, we introduce an original methodology to analyze sets of correlated phenotypes involved in the coagulation cascade in genome-wide association studies. The methodology consists of a two-stage process. First, we define new phenotypic meta-variables (linear combinations of the original phenotypes), named metaphenotypes, by applying Independent Component Analysis for the multivariate analysis of correlated phenotypes (i.e. the levels of coagulation pathway–related proteins). The resulting metaphenotypes integrate the information regarding the underlying biological process (i.e. thrombus/clot formation). Secondly, we take advantage of a family based Genome Wide Association Study to identify genetic elements influencing these metaphenotypes and consequently thrombosis risk. Our study utilized data from the GAIT Project (Genetic Analysis of Idiopathic Thrombophilia). We obtained 15 metaphenotypes, which showed significant heritabilities, ranging from 0.2 to 0.7. These results indicate the importance of genetic factors in the variability of these traits. We found 4 metaphenotypes that showed significant associations with SNPs. The most relevant were those mapped in a region near the HRG, FETUB and KNG1 genes. Our results are provocative since they show that the KNG1 locus plays a central role as a genetic determinant of the entire coagulation pathway and thrombus/clot formation. Integrating data from multiple correlated measurements through metaphenotypes is a promising approach to elucidate the hidden genetic mechanisms underlying complex diseases.
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spelling pubmed-51789932017-01-04 The Central Role of KNG1 Gene as a Genetic Determinant of Coagulation Pathway-Related Traits: Exploring Metaphenotypes Brunel, Helena Massanet, Raimon Martinez-Perez, Angel Ziyatdinov, Andrey Martin-Fernandez, Laura Souto, Juan Carlos Perera, Alexandre Soria, José Manuel PLoS One Research Article Traditional genetic studies of single traits may be unable to detect the pleiotropic effects involved in complex diseases. To detect the correlation that exists between several phenotypes involved in the same biological process, we introduce an original methodology to analyze sets of correlated phenotypes involved in the coagulation cascade in genome-wide association studies. The methodology consists of a two-stage process. First, we define new phenotypic meta-variables (linear combinations of the original phenotypes), named metaphenotypes, by applying Independent Component Analysis for the multivariate analysis of correlated phenotypes (i.e. the levels of coagulation pathway–related proteins). The resulting metaphenotypes integrate the information regarding the underlying biological process (i.e. thrombus/clot formation). Secondly, we take advantage of a family based Genome Wide Association Study to identify genetic elements influencing these metaphenotypes and consequently thrombosis risk. Our study utilized data from the GAIT Project (Genetic Analysis of Idiopathic Thrombophilia). We obtained 15 metaphenotypes, which showed significant heritabilities, ranging from 0.2 to 0.7. These results indicate the importance of genetic factors in the variability of these traits. We found 4 metaphenotypes that showed significant associations with SNPs. The most relevant were those mapped in a region near the HRG, FETUB and KNG1 genes. Our results are provocative since they show that the KNG1 locus plays a central role as a genetic determinant of the entire coagulation pathway and thrombus/clot formation. Integrating data from multiple correlated measurements through metaphenotypes is a promising approach to elucidate the hidden genetic mechanisms underlying complex diseases. Public Library of Science 2016-12-22 /pmc/articles/PMC5178993/ /pubmed/28005926 http://dx.doi.org/10.1371/journal.pone.0167187 Text en © 2016 Brunel et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Brunel, Helena
Massanet, Raimon
Martinez-Perez, Angel
Ziyatdinov, Andrey
Martin-Fernandez, Laura
Souto, Juan Carlos
Perera, Alexandre
Soria, José Manuel
The Central Role of KNG1 Gene as a Genetic Determinant of Coagulation Pathway-Related Traits: Exploring Metaphenotypes
title The Central Role of KNG1 Gene as a Genetic Determinant of Coagulation Pathway-Related Traits: Exploring Metaphenotypes
title_full The Central Role of KNG1 Gene as a Genetic Determinant of Coagulation Pathway-Related Traits: Exploring Metaphenotypes
title_fullStr The Central Role of KNG1 Gene as a Genetic Determinant of Coagulation Pathway-Related Traits: Exploring Metaphenotypes
title_full_unstemmed The Central Role of KNG1 Gene as a Genetic Determinant of Coagulation Pathway-Related Traits: Exploring Metaphenotypes
title_short The Central Role of KNG1 Gene as a Genetic Determinant of Coagulation Pathway-Related Traits: Exploring Metaphenotypes
title_sort central role of kng1 gene as a genetic determinant of coagulation pathway-related traits: exploring metaphenotypes
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5178993/
https://www.ncbi.nlm.nih.gov/pubmed/28005926
http://dx.doi.org/10.1371/journal.pone.0167187
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