Skip to content

Sumstats Epigenetics Whole Blood

Curation of Whole Blood within Epigenetics — listings under the Summary statistics tab.

Summary Table

Click a column header to sort the table.

NAME CATEGORY Main citation YEAR
GENOA Methylation
Shang L et al., Nat Commun, 2023
2023
Hatton Methylation
Hatton AA et al., Nat Commun, 2024
2024
Min Methylation
Min JL et al., Nat Genet, 2021
2021
NSPT Methylation
Peng Q et al., Nat Genet, 2024
2024

Methylation

GENOA

Summary statistics
PUBMED_LINK
37169753
URL
http://mqtldb.godmc.org.uk/
TITLE
meQTL mapping in the GENOA study reveals genetic determinants of DNA methylation in African Americans.
Main citation
Shang L, Zhao W, Wang YZ, Li Z, ...&, Zhou X. (2023) meQTL mapping in the GENOA study reveals genetic determinants of DNA methylation in African Americans. Nat Commun, 14 (1) 2711. doi:10.1038/s41467-023-37961-4. PMID 37169753
ABSTRACT
Identifying genetic variants that are associated with variation in DNA methylation, an analysis commonly referred to as methylation quantitative trait locus (meQTL) mapping, is an important first step towards understanding the genetic architecture underlying epigenetic variation. Most existing meQTL mapping studies have focused on individuals of European ancestry and are underrepresented in other populations, with a particular absence of large studies in populations with African ancestry. We fill this critical knowledge gap by performing a large-scale cis-meQTL mapping study in 961 African Americans from the Genetic Epidemiology Network of Arteriopathy (GENOA) study. We identify a total of 4,565,687 cis-acting meQTLs in 320,965 meCpGs. We find that 45% of meCpGs harbor multiple independent meQTLs, suggesting potential polygenic genetic architecture underlying methylation variation. A large percentage of the cis-meQTLs also colocalize with cis-expression QTLs (eQTLs) in the same population. Importantly, the identified cis-meQTLs explain a substantial proportion (median = 24.6%) of methylation variation. In addition, the cis-meQTL associated CpG sites mediate a substantial proportion (median = 24.9%) of SNP effects underlying gene expression. Overall, our results represent an important step toward revealing the co-regulation of methylation and gene expression, facilitating the functional interpretation of epigenetic and gene regulation underlying common diseases in African Americans.
DOI
10.1038/s41467-023-37961-4

Hatton

Summary statistics
PUBMED_LINK
38548728
DESCRIPTION
cis DNAm QTLs in three European (n = 3701) and two East Asian (n = 2099) cohorts
URL
https://yanglab.westlake.edu.cn/software/smr/#mQTLsummarydata
TITLE
Genetic control of DNA methylation is largely shared across European and East Asian populations.
Main citation
Hatton AA, Cheng FF, Lin T, Shen RJ, ...&, McRae AF. (2024) Genetic control of DNA methylation is largely shared across European and East Asian populations. Nat Commun, 15 (1) 2713. doi:10.1038/s41467-024-47005-0. PMID 38548728
ABSTRACT
DNA methylation is an ideal trait to study the extent of the shared genetic control across ancestries, effectively providing hundreds of thousands of model molecular traits with large QTL effect sizes. We investigate cis DNAm QTLs in three European (n = 3701) and two East Asian (n = 2099) cohorts to quantify the similarities and differences in the genetic architecture across populations. We observe 80,394 associated mQTLs (62.2% of DNAm probes with significant mQTL) to be significant in both ancestries, while 28,925 mQTLs (22.4%) are identified in only a single ancestry. mQTL effect sizes are highly conserved across populations, with differences in mQTL discovery likely due to differences in allele frequency of associated variants and differing linkage disequilibrium between causal variants and assayed SNPs. This study highlights the overall similarity of genetic control across ancestries and the value of ancestral diversity in increasing the power to detect associations and enhancing fine mapping resolution.
DOI
10.1038/s41467-024-47005-0

Min

Summary statistics
PUBMED_LINK
34493871
DESCRIPTION
Cis and trans meta-analysis results from genome-wide scans of 420,509 DNA methylation sites
URL
http://mqtldb.godmc.org.uk/
TITLE
Genomic and phenotypic insights from an atlas of genetic effects on DNA methylation.
Main citation
Min JL, Hemani G, Hannon E, Dekkers KF, ...&, Relton CL. (2021) Genomic and phenotypic insights from an atlas of genetic effects on DNA methylation. Nat Genet, 53 (9) 1311-1321. doi:10.1038/s41588-021-00923-x. PMID 34493871
ABSTRACT
Characterizing genetic influences on DNA methylation (DNAm) provides an opportunity to understand mechanisms underpinning gene regulation and disease. In the present study, we describe results of DNAm quantitative trait locus (mQTL) analyses on 32,851 participants, identifying genetic variants associated with DNAm at 420,509 DNAm sites in blood. We present a database of >270,000 independent mQTLs, of which 8.5% comprise long-range (trans) associations. Identified mQTL associations explain 15-17% of the additive genetic variance of DNAm. We show that the genetic architecture of DNAm levels is highly polygenic. Using shared genetic control between distal DNAm sites, we constructed networks, identifying 405 discrete genomic communities enriched for genomic annotations and complex traits. Shared genetic variants are associated with both DNAm levels and complex diseases, but only in a minority of cases do these associations reflect causal relationships from DNAm to trait or vice versa, indicating a more complex genotype-phenotype map than previously anticipated.
DOI
10.1038/s41588-021-00923-x

NSPT

Summary statistics
PUBMED_LINK
38641644
DESCRIPTION
Methylation quantitative trait loci (mQTLs) CpGs in the whole blood of 3,523 Han Chinese from the National Survey of Physical Traits (NSPT) cohort
URL
https://www.biosino.org/sinomqtl/
TITLE
Analysis of blood methylation quantitative trait loci in East Asians reveals ancestry-specific impacts on complex traits.
Main citation
Peng Q, Liu X, Li W, Jing H, ...&, Wang S. (2024) Analysis of blood methylation quantitative trait loci in East Asians reveals ancestry-specific impacts on complex traits. Nat Genet, 56 (5) 846-860. doi:10.1038/s41588-023-01494-9. PMID 38641644
ABSTRACT
Methylation quantitative trait loci (mQTLs) are essential for understanding the role of DNA methylation changes in genetic predisposition, yet they have not been fully characterized in East Asians (EAs). Here we identified mQTLs in whole blood from 3,523 Chinese individuals and replicated them in additional 1,858 Chinese individuals from two cohorts. Over 9% of mQTLs displayed specificity to EAs, facilitating the fine-mapping of EA-specific genetic associations, as shown for variants associated with height. Trans-mQTL hotspots revealed biological pathways contributing to EA-specific genetic associations, including an ERG-mediated 233 trans-mCpG network, implicated in hematopoietic cell differentiation, which likely reflects binding efficiency modulation of the ERG protein complex. More than 90% of mQTLs were shared between different blood cell lineages, with a smaller fraction of lineage-specific mQTLs displaying preferential hypomethylation in the respective lineages. Our study provides new insights into the mQTL landscape across genetic ancestries and their downstream effects on cellular processes and diseases/traits.
DOI
10.1038/s41588-023-01494-9