ArticleAmerican journal of human genetics2021
Cell-type-specific meQTLs extend melanoma GWAS annotation beyond eQTLs and inform melanocyte gene-regulatory mechanisms.
Article in American journal of human genetics, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 18 papers.
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Who cites it
18 citing papers in PubMed, 22 citations in OpenAlex.
- Functional characterization of the 9q34.13 locus identifies RAPGEF1 as a candidate gene modulating risk for melanoma and nevi via RAS activation.American journal of human genetics · 2026Article
- Functional characterization of the 9q34.13 locus identifiesbioRxiv : the preprint server for biology · 2026Article
- Genetics and environment distinctively shape the human immune cell epigenome.Nature genetics · 2026Article
- Functional characterization of a multi-cancer risk locus on chromosome band 2q33.1 nearbioRxiv : the preprint server for biology · 2026Article
- Genetics of Skin, Hair, and Eye Color in Human Pigmentation Disorders.Annals of human genetics · 2025Review
- Genetic regulation of sperm DNA methylation in cattle through meQTL mapping.BMC genomics · 2025Article
- Mapping chromatin interactions at melanoma susceptibility loci uncovers distant cis-regulatory gene targets.American journal of human genetics · 2025Article
- Genetic effects on the skin methylome in healthy older twins.American journal of human genetics · 2024Article
- eQTL studies: from bulk tissues to single cells.Journal of genetics and genomics = Yi chuan xue bao · 2023Review
- Functional analysis of recurrent CDC20 promoter variants in human melanoma.Communications biology · 2023Article
- Genetic risk of osteoarthritis operates during human skeletogenesis.Human molecular genetics · 2023Article
- meQTL mapping in the GENOA study reveals genetic determinants of DNA methylation in African Americans.Nature communications · 2023Article
- eQTL Studies: from Bulk Tissues to Single Cells.ArXiv · 2023Article
- Pancan-MNVQTLdb: systematic identification of multi-nucleotide variant quantitative trait loci in 33 cancer types.NAR cancer · 2022Article
- Massively parallel reporter assays and variant scoring identified functional variants and target genes for melanoma loci and highlighted cell-type specificity.American journal of human genetics · 2022Article
- Bridging the splicing gap in human genetics with long-read RNA sequencing: finding the protein isoform drivers of disease.Human molecular genetics · 2022Review
- Article
- ezQTL: A Web Platform for Interactive Visualization and Colocalization of QTLs and GWAS Loci.Genomics, proteomics & bioinformatics · 2022Article
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Authors and funding
17 authors at 5 institutions in 4 countries.
Funding
Abstract
Although expression quantitative trait loci (eQTLs) have been powerful in identifying susceptibility genes from genome-wide association study (GWAS) findings, most trait-associated loci are not explained by eQTLs alone. Alternative QTLs, including DNA methylation QTLs (meQTLs), are emerging, but cell-type-specific meQTLs using cells of disease origin have been lacking. Here, we established an meQTL dataset by using primary melanocytes from 106 individuals and identified 1,497,502 significant cis-meQTLs. Multi-QTL colocalization with meQTLs, eQTLs, and mRNA splice-junction QTLs from the same individuals together with imputed methylome-wide and transcriptome-wide association studies identified candidate susceptibility genes at 63% of melanoma GWAS loci. Among the three molecular QTLs, meQTLs were the single largest contributor. To compare melanocyte meQTLs with those from malignant melanomas, we performed meQTL analysis on skin cutaneous melanomas from The Cancer Genome Atlas (n = 444). A substantial proportion of meQTL probes (45.9%) in primary melanocytes is preserved in melanomas, while a smaller fraction of eQTL genes is preserved (12.7%). Integration of melanocyte multi-QTLs and melanoma meQTLs identified candidate susceptibility genes at 72% of melanoma GWAS loci. Beyond GWAS annotation, meQTL-eQTL colocalization in melanocytes suggested that 841 unique genes potentially share a causal variant with a nearby methylation probe in melanocytes. Finally, melanocyte trans-meQTLs identified a hotspot for rs12203592, a cis-eQTL of a transcription factor, IRF4, with 131 candidate target CpGs. Motif enrichment and IRF4 ChIP-seq analysis demonstrated that these target CpGs are enriched in IRF4 binding sites, suggesting an IRF4-mediated regulatory network. Our study highlights the utility of cell-type-specific meQTLs.
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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.