Limited Association between Schizophrenia Genetic Risk Factors and Transcriptomic Features

Schizophrenia is a polygenic disorder with many genomic regions contributing to schizophrenia risk. The majority of genetic variants associated with schizophrenia lie in the non-coding genome and are thought to contribute to transcriptional regulation. Extensive transcriptomic dysregulation has been...

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Main Authors: Alice W. Yu, J. David Peery, Hyejung Won
Format: Article
Language:English
Published: MDPI AG 2021-07-01
Series:Genes
Subjects:
Online Access:https://www.mdpi.com/2073-4425/12/7/1062
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author Alice W. Yu
J. David Peery
Hyejung Won
author_facet Alice W. Yu
J. David Peery
Hyejung Won
author_sort Alice W. Yu
collection DOAJ
description Schizophrenia is a polygenic disorder with many genomic regions contributing to schizophrenia risk. The majority of genetic variants associated with schizophrenia lie in the non-coding genome and are thought to contribute to transcriptional regulation. Extensive transcriptomic dysregulation has been detected from postmortem brain samples of schizophrenia-affected individuals. However, the relationship between schizophrenia genetic risk factors and transcriptomic features has yet to be explored. Herein, we examined whether varying gene expression features, including differentially expressed genes (DEGs), co-expression networks, and central hubness of genes, contribute to the heritability of schizophrenia. We leveraged quantitative trait loci and chromatin interaction profiles to identify schizophrenia risk variants assigned to the genes that represent different transcriptomic features. We then performed stratified linkage disequilibrium score regression analysis on these variants to estimate schizophrenia heritability enrichment for different gene expression features. Notably, DEGs and co-expression networks showed nominal heritability enrichment. This nominal association can be partly explained by cellular heterogeneity, as DEGs were associated with the genetic risk of schizophrenia in a cell type-specific manner. Moreover, DEGs were enriched for target genes of schizophrenia-associated transcription factors, suggesting that the transcriptomic signatures of schizophrenia are the result of transcriptional regulatory cascades elicited by genetic risk factors.
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spelling doaj.art-49051e712b0a4f1494996ca5fd6bbd222023-11-22T03:51:02ZengMDPI AGGenes2073-44252021-07-01127106210.3390/genes12071062Limited Association between Schizophrenia Genetic Risk Factors and Transcriptomic FeaturesAlice W. Yu0J. David Peery1Hyejung Won2Department of Biostatistics, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USADepartment of Computer Science, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USADepartment of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USASchizophrenia is a polygenic disorder with many genomic regions contributing to schizophrenia risk. The majority of genetic variants associated with schizophrenia lie in the non-coding genome and are thought to contribute to transcriptional regulation. Extensive transcriptomic dysregulation has been detected from postmortem brain samples of schizophrenia-affected individuals. However, the relationship between schizophrenia genetic risk factors and transcriptomic features has yet to be explored. Herein, we examined whether varying gene expression features, including differentially expressed genes (DEGs), co-expression networks, and central hubness of genes, contribute to the heritability of schizophrenia. We leveraged quantitative trait loci and chromatin interaction profiles to identify schizophrenia risk variants assigned to the genes that represent different transcriptomic features. We then performed stratified linkage disequilibrium score regression analysis on these variants to estimate schizophrenia heritability enrichment for different gene expression features. Notably, DEGs and co-expression networks showed nominal heritability enrichment. This nominal association can be partly explained by cellular heterogeneity, as DEGs were associated with the genetic risk of schizophrenia in a cell type-specific manner. Moreover, DEGs were enriched for target genes of schizophrenia-associated transcription factors, suggesting that the transcriptomic signatures of schizophrenia are the result of transcriptional regulatory cascades elicited by genetic risk factors.https://www.mdpi.com/2073-4425/12/7/1062schizophreniaGWASLD score regressiondifferentially expressed genesco-expression networkstranscriptional regulation
spellingShingle Alice W. Yu
J. David Peery
Hyejung Won
Limited Association between Schizophrenia Genetic Risk Factors and Transcriptomic Features
Genes
schizophrenia
GWAS
LD score regression
differentially expressed genes
co-expression networks
transcriptional regulation
title Limited Association between Schizophrenia Genetic Risk Factors and Transcriptomic Features
title_full Limited Association between Schizophrenia Genetic Risk Factors and Transcriptomic Features
title_fullStr Limited Association between Schizophrenia Genetic Risk Factors and Transcriptomic Features
title_full_unstemmed Limited Association between Schizophrenia Genetic Risk Factors and Transcriptomic Features
title_short Limited Association between Schizophrenia Genetic Risk Factors and Transcriptomic Features
title_sort limited association between schizophrenia genetic risk factors and transcriptomic features
topic schizophrenia
GWAS
LD score regression
differentially expressed genes
co-expression networks
transcriptional regulation
url https://www.mdpi.com/2073-4425/12/7/1062
work_keys_str_mv AT alicewyu limitedassociationbetweenschizophreniageneticriskfactorsandtranscriptomicfeatures
AT jdavidpeery limitedassociationbetweenschizophreniageneticriskfactorsandtranscriptomicfeatures
AT hyejungwon limitedassociationbetweenschizophreniageneticriskfactorsandtranscriptomicfeatures