TY - JOUR
T1 - Genome-wide identification of genes regulating DNA methylation using genetic anchors for causal inference
AU - Hop, Paul J.
AU - Luijk, Rene
AU - Daxinger, Lucia
AU - van Iterson, Maarten
AU - Dekkers, Koen F.
AU - Jansen, Rick
AU - van Meurs, Joyce B. J.
AU - 't Hoen, Peter A. C.
AU - Ikram, M. Arfan
AU - van Greevenbroek, Marleen M. J.
AU - Boomsma, Dorret
AU - Slagboom, P. Eline
AU - Veldink, Jan H.
AU - van Zwet, Erik W.
AU - Heijmans, Bastiaan T.
AU - BIOS Consortium
N1 - Publisher Copyright:
© 2020 The Author(s).
PY - 2020/8/28
Y1 - 2020/8/28
N2 - Background DNA methylation is a key epigenetic modification in human development and disease, yet there is limited understanding of its highly coordinated regulation. Here, we identify 818 genes that affect DNA methylation patterns in blood using large-scale population genomics data. Results By employing genetic instruments as causal anchors, we establish directed associations between gene expression and distant DNA methylation levels, while ensuring specificity of the associations by correcting for linkage disequilibrium and pleiotropy among neighboring genes. The identified genes are enriched for transcription factors, of which many consistently increased or decreased DNA methylation levels at multiple CpG sites. In addition, we show that a substantial number of transcription factors affected DNA methylation at their experimentally determined binding sites. We also observe genes encoding proteins with heterogenous functions that have widespread effects on DNA methylation, e.g.,NFKBIE,CDCA7(L), andNLRC5, and for several examples, we suggest plausible mechanisms underlying their effect on DNA methylation. Conclusion We report hundreds of genes that affect DNA methylation and provide key insights in the principles underlying epigenetic regulation.
AB - Background DNA methylation is a key epigenetic modification in human development and disease, yet there is limited understanding of its highly coordinated regulation. Here, we identify 818 genes that affect DNA methylation patterns in blood using large-scale population genomics data. Results By employing genetic instruments as causal anchors, we establish directed associations between gene expression and distant DNA methylation levels, while ensuring specificity of the associations by correcting for linkage disequilibrium and pleiotropy among neighboring genes. The identified genes are enriched for transcription factors, of which many consistently increased or decreased DNA methylation levels at multiple CpG sites. In addition, we show that a substantial number of transcription factors affected DNA methylation at their experimentally determined binding sites. We also observe genes encoding proteins with heterogenous functions that have widespread effects on DNA methylation, e.g.,NFKBIE,CDCA7(L), andNLRC5, and for several examples, we suggest plausible mechanisms underlying their effect on DNA methylation. Conclusion We report hundreds of genes that affect DNA methylation and provide key insights in the principles underlying epigenetic regulation.
KW - DNA methylation
KW - Epigenetic regulation
KW - Transcription factor
KW - Chromatin
KW - Genetic instrumental variable
KW - Functional genomics
KW - Pleiotropy
KW - Causal inference
KW - NETHERLANDS TWIN REGISTER
KW - EMBRYONIC STEM-CELLS
KW - TRANSCRIPTION FACTORS
KW - INTEGRATIVE ANALYSIS
KW - GENOTYPE DATA
KW - SEQUENCE
KW - ASSOCIATION
KW - RECRUITMENT
KW - CHROMATIN
KW - FORMAT
UR - https://springernature.figshare.com/articles/dataset/Additional_file_1_of_Genome-wide_identification_of_genes_regulating_DNA_methylation_using_genetic_anchors_for_causal_inference/12891495/1
UR - https://springernature.figshare.com/articles/dataset/Additional_file_2_of_Genome-wide_identification_of_genes_regulating_DNA_methylation_using_genetic_anchors_for_causal_inference/12891498/1
UR - https://springernature.figshare.com/articles/dataset/Additional_file_3_of_Genome-wide_identification_of_genes_regulating_DNA_methylation_using_genetic_anchors_for_causal_inference/12891501/1
UR - https://springernature.figshare.com/articles/dataset/Additional_file_5_of_Genome-wide_identification_of_genes_regulating_DNA_methylation_using_genetic_anchors_for_causal_inference/12891507/1
UR - https://springernature.figshare.com/articles/dataset/Additional_file_6_of_Genome-wide_identification_of_genes_regulating_DNA_methylation_using_genetic_anchors_for_causal_inference/12891510/1
UR - https://springernature.figshare.com/articles/dataset/Additional_file_7_of_Genome-wide_identification_of_genes_regulating_DNA_methylation_using_genetic_anchors_for_causal_inference/12891513/1
UR - https://springernature.figshare.com/articles/dataset/Additional_file_8_of_Genome-wide_identification_of_genes_regulating_DNA_methylation_using_genetic_anchors_for_causal_inference/12891516/1
UR - https://springernature.figshare.com/articles/dataset/Additional_file_9_of_Genome-wide_identification_of_genes_regulating_DNA_methylation_using_genetic_anchors_for_causal_inference/12891519/1
UR - https://springernature.figshare.com/articles/dataset/Additional_file_10_of_Genome-wide_identification_of_genes_regulating_DNA_methylation_using_genetic_anchors_for_causal_inference/12891462/1
UR - https://springernature.figshare.com/articles/dataset/Additional_file_11_of_Genome-wide_identification_of_genes_regulating_DNA_methylation_using_genetic_anchors_for_causal_inference/12891465/1
UR - https://springernature.figshare.com/articles/dataset/Additional_file_12_of_Genome-wide_identification_of_genes_regulating_DNA_methylation_using_genetic_anchors_for_causal_inference/12891471/1
UR - https://springernature.figshare.com/articles/dataset/Additional_file_13_of_Genome-wide_identification_of_genes_regulating_DNA_methylation_using_genetic_anchors_for_causal_inference/12891474/1
UR - https://springernature.figshare.com/articles/dataset/Additional_file_14_of_Genome-wide_identification_of_genes_regulating_DNA_methylation_using_genetic_anchors_for_causal_inference/12891477/1
UR - https://springernature.figshare.com/articles/dataset/Additional_file_15_of_Genome-wide_identification_of_genes_regulating_DNA_methylation_using_genetic_anchors_for_causal_inference/12891480/1
UR - https://springernature.figshare.com/articles/dataset/Additional_file_16_of_Genome-wide_identification_of_genes_regulating_DNA_methylation_using_genetic_anchors_for_causal_inference/12891483/1
UR - https://springernature.figshare.com/articles/dataset/Additional_file_17_of_Genome-wide_identification_of_genes_regulating_DNA_methylation_using_genetic_anchors_for_causal_inference/12891486/1
UR - https://springernature.figshare.com/articles/dataset/Additional_file_18_of_Genome-wide_identification_of_genes_regulating_DNA_methylation_using_genetic_anchors_for_causal_inference/12891489/1
U2 - 10.1186/s13059-020-02114-z
DO - 10.1186/s13059-020-02114-z
M3 - Article
C2 - 32859263
SN - 1474-760X
VL - 21
JO - Genome Biology
JF - Genome Biology
IS - 1
M1 - 220
ER -