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1.
Sci Rep ; 8(1): 66, 2018 01 08.
Article in English | MEDLINE | ID: mdl-29311597

ABSTRACT

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.


Subject(s)
Cardiomyopathy, Dilated/genetics , Genetic Association Studies , Genetic Predisposition to Disease , Animals , Cardiomyopathy, Dilated/pathology , Cardiomyopathy, Dilated/physiopathology , Computational Biology/methods , Epigenomics/methods , Exons , Gene Expression Regulation , Genetic Association Studies/methods , Genome-Wide Association Study , Genomics/methods , Heart Function Tests , Humans , Mice , Myocytes, Cardiac/drug effects , Myocytes, Cardiac/metabolism , Polymorphism, Single Nucleotide , Reproducibility of Results , Support Vector Machine
2.
PLoS Pathog ; 11(6): e1005009, 2015 Jun.
Article in English | MEDLINE | ID: mdl-26114757

ABSTRACT

High rates of error-prone replication result in the rapid accumulation of genetic diversity of RNA viruses. Recent studies suggest that mutation rates are selected for optimal viral fitness and that modest variations in replicase fidelity may be associated with viral attenuation. Arthropod-borne viruses (arboviruses) are unique in their requirement for host cycling and may necessitate substantial genetic and phenotypic plasticity. In order to more thoroughly investigate the correlates, mechanisms and consequences of arbovirus fidelity, we selected fidelity variants of West Nile virus (WNV; Flaviviridae, Flavivirus) utilizing selection in the presence of a mutagen. We identified two mutations in the WNV RNA-dependent RNA polymerase associated with increased fidelity, V793I and G806R, and a single mutation in the WNV methyltransferase, T248I, associated with decreased fidelity. Both deep-sequencing and in vitro biochemical assays confirmed strain-specific differences in both fidelity and mutational bias. WNV fidelity variants demonstrated host-specific alterations to replicative fitness in vitro, with modest attenuation in mosquito but not vertebrate cell culture. Experimental infections of colonized and field populations of Cx. quinquefaciatus demonstrated that WNV fidelity alterations are associated with a significantly impaired capacity to establish viable infections in mosquitoes. Taken together, these studies (i) demonstrate the importance of allosteric interactions in regulating mutation rates, (ii) establish that mutational spectra can be both sequence and strain-dependent, and (iii) display the profound phenotypic consequences associated with altered replication complex function of flaviviruses.


Subject(s)
Culicidae/virology , Genetic Variation/genetics , Virus Replication/genetics , West Nile virus/genetics , Animals , Base Sequence , Host-Pathogen Interactions/genetics , Mutation/genetics , RNA-Dependent RNA Polymerase/genetics
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