Co-occurring expression and methylation QTLs allow detection of common causal variants and shared biological mechanisms
Inherited genetic variation affects local gene expression and DNA methylation in humans. Most expression quantitative trait loci ( cis -eQTLs) occur at the same genomic location as a methylation QTL ( cis -meQTL), suggesting a common causal variant and shared mechanism. Using DNA and RNA from periph...
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Published in | Nature communications Vol. 9; no. 1; pp. 804 - 12 |
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Main Authors | , , , , , , , , , , , , , , |
Format | Journal Article |
Language | English |
Published |
London
Nature Publishing Group UK
23.02.2018
Nature Publishing Group Nature Portfolio |
Subjects | |
Online Access | Get full text |
ISSN | 2041-1723 2041-1723 |
DOI | 10.1038/s41467-018-03209-9 |
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Abstract | Inherited genetic variation affects local gene expression and DNA methylation in humans. Most expression quantitative trait loci (
cis
-eQTLs) occur at the same genomic location as a methylation QTL (
cis
-meQTL), suggesting a common causal variant and shared mechanism. Using DNA and RNA from peripheral blood of Bangladeshi individuals, here we use co-localization methods to identify eQTL-meQTL pairs likely to share a causal variant. We use partial correlation and mediation analyses to identify >400 of these pairs showing evidence of a causal relationship between expression and methylation (i.e., shared mechanism) with many additional pairs we are underpowered to detect. These co-localized pairs are enriched for SNPs showing opposite associations with expression and methylation, although many SNPs affect multiple CpGs in opposite directions. This work demonstrates the pervasiveness of co-regulated expression and methylation in the human genome. Applying this approach to other types of molecular QTLs can enhance our understanding of regulatory mechanisms.
Most expression QTLs (eQTLs) co-occur with a DNA methylation QTL (meQTL), suggesting a common causal variant. Here the authors analyse DNA and RNA from blood and identify eQTL-meQTL pairs likely to share a causal variant, finding that expression and methylation are often genetically co-regulated. |
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AbstractList | Most expression QTLs (eQTLs) co-occur with a DNA methylation QTL (meQTL), suggesting a common causal variant. Here the authors analyse DNA and RNA from blood and identify eQTL-meQTL pairs likely to share a causal variant, finding that expression and methylation are often genetically co-regulated. Inherited genetic variation affects local gene expression and DNA methylation in humans. Most expression quantitative trait loci (cis-eQTLs) occur at the same genomic location as a methylation QTL (cis-meQTL), suggesting a common causal variant and shared mechanism. Using DNA and RNA from peripheral blood of Bangladeshi individuals, here we use co-localization methods to identify eQTL-meQTL pairs likely to share a causal variant. We use partial correlation and mediation analyses to identify >400 of these pairs showing evidence of a causal relationship between expression and methylation (i.e., shared mechanism) with many additional pairs we are underpowered to detect. These co-localized pairs are enriched for SNPs showing opposite associations with expression and methylation, although many SNPs affect multiple CpGs in opposite directions. This work demonstrates the pervasiveness of co-regulated expression and methylation in the human genome. Applying this approach to other types of molecular QTLs can enhance our understanding of regulatory mechanisms.Inherited genetic variation affects local gene expression and DNA methylation in humans. Most expression quantitative trait loci (cis-eQTLs) occur at the same genomic location as a methylation QTL (cis-meQTL), suggesting a common causal variant and shared mechanism. Using DNA and RNA from peripheral blood of Bangladeshi individuals, here we use co-localization methods to identify eQTL-meQTL pairs likely to share a causal variant. We use partial correlation and mediation analyses to identify >400 of these pairs showing evidence of a causal relationship between expression and methylation (i.e., shared mechanism) with many additional pairs we are underpowered to detect. These co-localized pairs are enriched for SNPs showing opposite associations with expression and methylation, although many SNPs affect multiple CpGs in opposite directions. This work demonstrates the pervasiveness of co-regulated expression and methylation in the human genome. Applying this approach to other types of molecular QTLs can enhance our understanding of regulatory mechanisms. Inherited genetic variation affects local gene expression and DNA methylation in humans. Most expression quantitative trait loci ( cis -eQTLs) occur at the same genomic location as a methylation QTL ( cis -meQTL), suggesting a common causal variant and shared mechanism. Using DNA and RNA from peripheral blood of Bangladeshi individuals, here we use co-localization methods to identify eQTL-meQTL pairs likely to share a causal variant. We use partial correlation and mediation analyses to identify >400 of these pairs showing evidence of a causal relationship between expression and methylation (i.e., shared mechanism) with many additional pairs we are underpowered to detect. These co-localized pairs are enriched for SNPs showing opposite associations with expression and methylation, although many SNPs affect multiple CpGs in opposite directions. This work demonstrates the pervasiveness of co-regulated expression and methylation in the human genome. Applying this approach to other types of molecular QTLs can enhance our understanding of regulatory mechanisms. Most expression QTLs (eQTLs) co-occur with a DNA methylation QTL (meQTL), suggesting a common causal variant. Here the authors analyse DNA and RNA from blood and identify eQTL-meQTL pairs likely to share a causal variant, finding that expression and methylation are often genetically co-regulated. Inherited genetic variation affects local gene expression and DNA methylation in humans. Most expression quantitative trait loci (cis-eQTLs) occur at the same genomic location as a methylation QTL (cis-meQTL), suggesting a common causal variant and shared mechanism. Using DNA and RNA from peripheral blood of Bangladeshi individuals, here we use co-localization methods to identify eQTL-meQTL pairs likely to share a causal variant. We use partial correlation and mediation analyses to identify >400 of these pairs showing evidence of a causal relationship between expression and methylation (i.e., shared mechanism) with many additional pairs we are underpowered to detect. These co-localized pairs are enriched for SNPs showing opposite associations with expression and methylation, although many SNPs affect multiple CpGs in opposite directions. This work demonstrates the pervasiveness of co-regulated expression and methylation in the human genome. Applying this approach to other types of molecular QTLs can enhance our understanding of regulatory mechanisms. Inherited genetic variation affects local gene expression and DNA methylation in humans. Most expression quantitative trait loci ( cis -eQTLs) occur at the same genomic location as a methylation QTL ( cis -meQTL), suggesting a common causal variant and shared mechanism. Using DNA and RNA from peripheral blood of Bangladeshi individuals, here we use co-localization methods to identify eQTL-meQTL pairs likely to share a causal variant. We use partial correlation and mediation analyses to identify >400 of these pairs showing evidence of a causal relationship between expression and methylation (i.e., shared mechanism) with many additional pairs we are underpowered to detect. These co-localized pairs are enriched for SNPs showing opposite associations with expression and methylation, although many SNPs affect multiple CpGs in opposite directions. This work demonstrates the pervasiveness of co-regulated expression and methylation in the human genome. Applying this approach to other types of molecular QTLs can enhance our understanding of regulatory mechanisms. Inherited genetic variation affects local gene expression and DNA methylation in humans. Most expression quantitative trait loci (cis-eQTLs) occur at the same genomic location as a methylation QTL (cis-meQTL), suggesting a common causal variant and shared mechanism. Using DNA and RNA from peripheral blood of Bangladeshi individuals, here we use co-localization methods to identify eQTL-meQTL pairs likely to share a causal variant. We use partial correlation and mediation analyses to identify >400 of these pairs showing evidence of a causal relationship between expression and methylation (i.e., shared mechanism) with many additional pairs we are underpowered to detect. These co-localized pairs are enriched for SNPs showing opposite associations with expression and methylation, although many SNPs affect multiple CpGs in opposite directions. This work demonstrates the pervasiveness of co-regulated expression and methylation in the human genome. Applying this approach to other types of molecular QTLs can enhance our understanding of regulatory mechanisms. |
ArticleNumber | 804 |
Author | Chen, Lin S. Argos, Maria Shahriar, Hasan Islam, Tariqul Tong, Lin Yunus, Md Demanelis, Kathryn Islam, Md. Tariqul Pierce, Brandon L. Rakibuz-Zaman, Muhammad Kibriya, Muhammad G. Jasmine, Farzana Rahman, Mahfuzar Ahsan, Habibul Sarwar, Golam |
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BackLink | https://www.ncbi.nlm.nih.gov/pubmed/29476079$$D View this record in MEDLINE/PubMed |
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Snippet | Inherited genetic variation affects local gene expression and DNA methylation in humans. Most expression quantitative trait loci (
cis
-eQTLs) occur at the... Inherited genetic variation affects local gene expression and DNA methylation in humans. Most expression quantitative trait loci (cis-eQTLs) occur at the same... Most expression QTLs (eQTLs) co-occur with a DNA methylation QTL (meQTL), suggesting a common causal variant. Here the authors analyse DNA and RNA from blood... |
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SubjectTerms | 38/22 38/61 45/43 631/208/176/1988 631/208/177 631/208/200 631/208/480 Adult Bangladesh Correlation analysis Deoxyribonucleic acid DNA DNA Methylation Female Gene Expression Gene loci Gene mapping Genetic diversity Genetic Variation Genome, Human Genome-Wide Association Study Genomes Genomics Humanities and Social Sciences Humans Identification methods Localization Male Middle Aged multidisciplinary Peripheral blood Polymorphism, Single Nucleotide Quantitative Trait Loci Regulatory mechanisms (biology) Ribonucleic acid RNA Science Science (multidisciplinary) Single-nucleotide polymorphism Young Adult |
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Title | Co-occurring expression and methylation QTLs allow detection of common causal variants and shared biological mechanisms |
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