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 inNature communications Vol. 9; no. 1; pp. 804 - 12
Main Authors Pierce, Brandon L., Tong, Lin, Argos, Maria, Demanelis, Kathryn, Jasmine, Farzana, Rakibuz-Zaman, Muhammad, Sarwar, Golam, Islam, Md. Tariqul, Shahriar, Hasan, Islam, Tariqul, Rahman, Mahfuzar, Yunus, Md, Kibriya, Muhammad G., Chen, Lin S., Ahsan, Habibul
Format Journal Article
LanguageEnglish
Published London Nature Publishing Group UK 23.02.2018
Nature Publishing Group
Nature Portfolio
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ISSN2041-1723
2041-1723
DOI10.1038/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.
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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  year: 2010
  ident: 3209_CR33
  publication-title: Lancet
  doi: 10.1016/S0140-6736(10)60481-3
SSID ssj0000391844
Score 2.5045505
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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StartPage 804
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
URI https://link.springer.com/article/10.1038/s41467-018-03209-9
https://www.ncbi.nlm.nih.gov/pubmed/29476079
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Volume 9
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