ArticleGenome medicine2018
Characterization of cross-tissue genetic-epigenetic effects and their patterns in schizophrenia.
Article in Genome medicine, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 40 papers, 1 of them a synthesis that pooled it.
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Who cites it
40 citing papers in PubMed, 1 synthesis or guideline pooled it, 64 citations in OpenAlex.
- Sex effects on DNA methylation affect discovery in epigenome-wide association study of schizophrenia.Molecular psychiatry · 2024Pooled it
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- Adolescent White Matter Maturation Mediates Epigenetic Associations With Cognitive Development.Developmental neurobiology · 2026Article
- Distinct Co-methylation Patterns in African and European Populations and Their Genetic Associations.Genomics, proteomics & bioinformatics · 2025Article
- Genetic regulation of sperm DNA methylation in cattle through meQTL mapping.BMC genomics · 2025Article
- Saliva as a potential diagnostic medium: DNA methylation biomarkers for disorders beyond the oral cavity.NPJ genomic medicine · 2025Article
- A study on the methylation patterns ofHeliyon · 2024Article
- Genetic effects on the skin methylome in healthy older twins.American journal of human genetics · 2024Article
- Causality-enriched epigenetic age uncouples damage and adaptation.Nature aging · 2024Article
- Large-Scale Mendelian Randomization Study Reveals Circulating Blood-based Proteomic Biomarkers for Psychopathology and Cognitive Task Performance.medRxiv : the preprint server for health sciences · 2024Article
- Co-methylation networks associated with cognition and structural brain development during adolescence.Frontiers in genetics · 2024Article
- Article
- meQTL mapping in the GENOA study reveals genetic determinants of DNA methylation in African Americans.Nature communications · 2023Article
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- Epigenetic associations with adolescent grey matter maturation and cognitive development.Frontiers in genetics · 2023Article
- DNA methylation mediated genetic risk in severe acne in a young men population.Frontiers in medicine · 2023Article
- Investigating the prediction of CpG methylation levels from SNP genotype data to help elucidate relationships between methylation, gene expression and complex traits.Genetic epidemiology · 2022Article
- Future Prospects for Epigenetics in Autism Spectrum Disorder.Molecular diagnosis & therapy · 2022Review
- Tissue- and ethnicity-independent hypervariable DNA methylation states show evidence of establishment in the early human embryo.Nucleic acids research · 2022Article
- Genetic Regulation of DNA Methylation Yields Novel Discoveries in GWAS of Colorectal Cancer.Cancer epidemiology, biomarkers & prevention : a publication of the American Association for Cancer Research, cosponsored by the American Society of Preventive Oncology · 2022Article
Corrections and comments
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Authors and funding
7 authors at 2 institutions in 1 country.
Funding
Abstract
backgroundOne of the major challenges in current psychiatric epigenetic studies is the tissue specificity of epigenetic changes since access to brain samples is limited. Peripheral tissues have been studied as surrogates but the knowledge of cross-tissue genetic-epigenetic characteristics remains largely unknown. In this work, we conducted a comprehensive investigation of genetic influence on DNA methylation across brain and peripheral tissues with the aim to characterize cross-tissue genetic-epigenetic effects and their roles in the pathophysiology of psychiatric disorders.
methodsGenome-wide methylation quantitative trait loci (meQTLs) from brain prefrontal cortex, whole blood, and saliva were identified separately and compared. Focusing on cis-acting effects, we tested the enrichment of cross-tissue meQTLs among cross-tissue expression QTLs and genetic risk loci of various diseases, including major psychiatric disorders. CpGs targeted by cross-tissue meQTLs were also tested for genomic distribution and functional enrichment as well as their contribution to methylation correlation across tissues. Finally, a consensus co-methylation network analysis on the cross-tissue meQTL targeted CpGs was performed on data of the three tissues collected from schizophrenia patients and controls.
resultsWe found a significant overlap of cis meQTLs (45-73 %) and targeted CpG sites (31-68 %) among tissues. The majority of cross-tissue meQTLs showed consistent signs of cis-acting effects across tissues. They were significantly enriched in genetic risk loci of various diseases, especially schizophrenia, and also enriched in cross-tissue expression QTLs. Compared to CpG sites not targeted by any meQTLs, cross-tissue targeted CpGs were more distributed in CpG island shores and enhancer regions, and more likely had strong correlation with methylation levels across tissues. The targeted CpGs were also annotated to genes enriched in multiple psychiatric disorders and neurodevelopment-related pathways. Finally, we identified one co-methylation network shared between brain and blood showing significant schizophrenia association (p = 5.5 × 10
conclusionsOur results demonstrate prevalent cross-tissue meQTL effects and their contribution to the correlation of CpG methylation across tissues, while at the same time a large portion of meQTLs show tissue-specific characteristics, especially in brain. Significant enrichment of cross-tissue meQTLs in expression QTLs and genetic risk loci of schizophrenia suggests the potential of these cross-tissue meQTLs for studying the genetic effect on schizophrenia. The study provides compelling motivation for a well-designed experiment to further validate the use of surrogate tissues in the study of psychiatric disorders.
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