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Putative functional genes in idiopathic dilated cardiomyopathy

Idiopathic dilated cardiomyopathy (DCM) is a complex disorder with a genetic and an environmental component involving multiple genes, many of which are yet to be discovered. We integrate genetic, epigenetic, transcriptomic, phenotypic, and evolutionary features into a method – Hridaya, to infer puta...

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Autores principales: Nair, Nishanth Ulhas, Das, Avinash, Amit, Uri, Robinson, Welles, Park, Seung Gu, Basu, Mahashweta, Lugo, Alex, Leor, Jonathan, Ruppin, Eytan, Hannenhalli, Sridhar
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5758757/
https://www.ncbi.nlm.nih.gov/pubmed/29311597
http://dx.doi.org/10.1038/s41598-017-18524-2
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author Nair, Nishanth Ulhas
Das, Avinash
Amit, Uri
Robinson, Welles
Park, Seung Gu
Basu, Mahashweta
Lugo, Alex
Leor, Jonathan
Ruppin, Eytan
Hannenhalli, Sridhar
author_facet Nair, Nishanth Ulhas
Das, Avinash
Amit, Uri
Robinson, Welles
Park, Seung Gu
Basu, Mahashweta
Lugo, Alex
Leor, Jonathan
Ruppin, Eytan
Hannenhalli, Sridhar
author_sort Nair, Nishanth Ulhas
collection PubMed
description Idiopathic dilated cardiomyopathy (DCM) is a complex disorder with a genetic and an environmental component involving multiple genes, many of which are yet to be discovered. We integrate genetic, epigenetic, transcriptomic, phenotypic, and evolutionary features into a method – Hridaya, to infer putative functional genes underlying DCM in a genome-wide fashion, using 213 human heart genomes and transcriptomes. Many genes identified by Hridaya are experimentally shown to cause cardiac complications. We validate the top predicted genes, via five different genome-wide analyses: First, the predicted genes are associated with cardiovascular functions. Second, their knockdowns in mice induce cardiac abnormalities. Third, their inhibition by drugs cause cardiac side effects in human. Fourth, they tend to have differential exon usage between DCM and normal samples. Fifth, analyzing 213 individual genotypes, we show that regulatory polymorphisms of the predicted genes are associated with elevated risk of cardiomyopathy. The stratification of DCM patients based on cardiac expression of the functional genes reveals two subgroups differing in key cardiac phenotypes. Integrating predicted functional genes with cardiomyocyte drug treatment experiments reveals novel potential drug targets. We provide a list of investigational drugs that target the newly identified functional genes that may lead to cardiac side effects.
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spelling pubmed-57587572018-01-10 Putative functional genes in idiopathic dilated cardiomyopathy Nair, Nishanth Ulhas Das, Avinash Amit, Uri Robinson, Welles Park, Seung Gu Basu, Mahashweta Lugo, Alex Leor, Jonathan Ruppin, Eytan Hannenhalli, Sridhar Sci Rep Article Idiopathic dilated cardiomyopathy (DCM) is a complex disorder with a genetic and an environmental component involving multiple genes, many of which are yet to be discovered. We integrate genetic, epigenetic, transcriptomic, phenotypic, and evolutionary features into a method – Hridaya, to infer putative functional genes underlying DCM in a genome-wide fashion, using 213 human heart genomes and transcriptomes. Many genes identified by Hridaya are experimentally shown to cause cardiac complications. We validate the top predicted genes, via five different genome-wide analyses: First, the predicted genes are associated with cardiovascular functions. Second, their knockdowns in mice induce cardiac abnormalities. Third, their inhibition by drugs cause cardiac side effects in human. Fourth, they tend to have differential exon usage between DCM and normal samples. Fifth, analyzing 213 individual genotypes, we show that regulatory polymorphisms of the predicted genes are associated with elevated risk of cardiomyopathy. The stratification of DCM patients based on cardiac expression of the functional genes reveals two subgroups differing in key cardiac phenotypes. Integrating predicted functional genes with cardiomyocyte drug treatment experiments reveals novel potential drug targets. We provide a list of investigational drugs that target the newly identified functional genes that may lead to cardiac side effects. Nature Publishing Group UK 2018-01-08 /pmc/articles/PMC5758757/ /pubmed/29311597 http://dx.doi.org/10.1038/s41598-017-18524-2 Text en © The Author(s) 2017 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as 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 images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/.
spellingShingle Article
Nair, Nishanth Ulhas
Das, Avinash
Amit, Uri
Robinson, Welles
Park, Seung Gu
Basu, Mahashweta
Lugo, Alex
Leor, Jonathan
Ruppin, Eytan
Hannenhalli, Sridhar
Putative functional genes in idiopathic dilated cardiomyopathy
title Putative functional genes in idiopathic dilated cardiomyopathy
title_full Putative functional genes in idiopathic dilated cardiomyopathy
title_fullStr Putative functional genes in idiopathic dilated cardiomyopathy
title_full_unstemmed Putative functional genes in idiopathic dilated cardiomyopathy
title_short Putative functional genes in idiopathic dilated cardiomyopathy
title_sort putative functional genes in idiopathic dilated cardiomyopathy
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5758757/
https://www.ncbi.nlm.nih.gov/pubmed/29311597
http://dx.doi.org/10.1038/s41598-017-18524-2
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