AI Article Synopsis

  • Traditional genetic studies may miss the broader effects of genes on complex diseases, leading to the proposal of a new method to analyze correlated phenotypes related to the coagulation process in genome-wide association studies.
  • This method uses Independent Component Analysis to create new meta-variables, called metaphenotypes, which capture the biological processes of interest, specifically focusing on thrombus formation.
  • The research found 15 significant metaphenotypes with heritability ranging from 0.2 to 0.7, highlighting the influence of genetic factors and revealing notable associations with specific genes, particularly emphasizing the importance of the KNG1 gene in coagulation and thrombosis risk.

Article Abstract

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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Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC5178993PMC
http://journals.plos.org/plosone/article?id=10.1371/journal.pone.0167187PLOS

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