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Prediction of transcription factors associated with DNA demethylation during human cellular development
DNA methylation of CpG dinucleotides is an important epigenetic modification involved in the regulation of mammalian gene expression, with each type of cell developing a specific methylation profile during its differentiation. Recently, it has been shown that a small subgroup of transcription factor...
Autores principales: | , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Netherlands
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8942926/ https://www.ncbi.nlm.nih.gov/pubmed/35142952 http://dx.doi.org/10.1007/s10577-022-09685-6 |
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author | Miyajima, Yurina Noguchi, Shuhei Tanaka, Yuki Li, Jing-Ru Nishimura, Hajime Kishima, Mami Lim, Joanne Furuhata, Erina Suzuki, Takahiro Kasukawa, Takeya Suzuki, Harukazu |
author_facet | Miyajima, Yurina Noguchi, Shuhei Tanaka, Yuki Li, Jing-Ru Nishimura, Hajime Kishima, Mami Lim, Joanne Furuhata, Erina Suzuki, Takahiro Kasukawa, Takeya Suzuki, Harukazu |
author_sort | Miyajima, Yurina |
collection | PubMed |
description | DNA methylation of CpG dinucleotides is an important epigenetic modification involved in the regulation of mammalian gene expression, with each type of cell developing a specific methylation profile during its differentiation. Recently, it has been shown that a small subgroup of transcription factors (TFs) might promote DNA demethylation at their binding sites. We developed a bioinformatics pipeline to predict from genome-wide DNA methylation data TFs that promote DNA demethylation at their binding site. We applied the pipeline to International Human Epigenome Consortium methylome data and selected 393 candidate transcription factor binding motifs and associated 383 TFs that are likely associated with DNA demethylation. Validation of a subset of the candidate TFs using an in vitro assay suggested that 28 of 49 TFs from various TF families had DNA-demethylation-promoting activity; TF families, such as bHLH and ETS, contained both TFs with and without the activity. The identified TFs showed large demethylated/methylated CpG ratios and their demethylated CpGs showed significant bias toward hypermethylation in original cells. Furthermore, the identified TFs promoted demethylation of distinct sets of CpGs, with slight overlap of the targeted CpGs among TF family members, which was consistent with the results of a gene ontology (GO) term analysis of the identified TFs. Gene expression analysis of the identified TFs revealed that multiple TFs from various families are specifically expressed in human cells and tissues. Together, our results suggest that a large number of TFs from various TF families are associated with cell-type-specific DNA demethylation during human cellular development. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s10577-022-09685-6. |
format | Online Article Text |
id | pubmed-8942926 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Springer Netherlands |
record_format | MEDLINE/PubMed |
spelling | pubmed-89429262022-04-07 Prediction of transcription factors associated with DNA demethylation during human cellular development Miyajima, Yurina Noguchi, Shuhei Tanaka, Yuki Li, Jing-Ru Nishimura, Hajime Kishima, Mami Lim, Joanne Furuhata, Erina Suzuki, Takahiro Kasukawa, Takeya Suzuki, Harukazu Chromosome Res Original Article DNA methylation of CpG dinucleotides is an important epigenetic modification involved in the regulation of mammalian gene expression, with each type of cell developing a specific methylation profile during its differentiation. Recently, it has been shown that a small subgroup of transcription factors (TFs) might promote DNA demethylation at their binding sites. We developed a bioinformatics pipeline to predict from genome-wide DNA methylation data TFs that promote DNA demethylation at their binding site. We applied the pipeline to International Human Epigenome Consortium methylome data and selected 393 candidate transcription factor binding motifs and associated 383 TFs that are likely associated with DNA demethylation. Validation of a subset of the candidate TFs using an in vitro assay suggested that 28 of 49 TFs from various TF families had DNA-demethylation-promoting activity; TF families, such as bHLH and ETS, contained both TFs with and without the activity. The identified TFs showed large demethylated/methylated CpG ratios and their demethylated CpGs showed significant bias toward hypermethylation in original cells. Furthermore, the identified TFs promoted demethylation of distinct sets of CpGs, with slight overlap of the targeted CpGs among TF family members, which was consistent with the results of a gene ontology (GO) term analysis of the identified TFs. Gene expression analysis of the identified TFs revealed that multiple TFs from various families are specifically expressed in human cells and tissues. Together, our results suggest that a large number of TFs from various TF families are associated with cell-type-specific DNA demethylation during human cellular development. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s10577-022-09685-6. Springer Netherlands 2022-02-10 2022 /pmc/articles/PMC8942926/ /pubmed/35142952 http://dx.doi.org/10.1007/s10577-022-09685-6 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Original Article Miyajima, Yurina Noguchi, Shuhei Tanaka, Yuki Li, Jing-Ru Nishimura, Hajime Kishima, Mami Lim, Joanne Furuhata, Erina Suzuki, Takahiro Kasukawa, Takeya Suzuki, Harukazu Prediction of transcription factors associated with DNA demethylation during human cellular development |
title | Prediction of transcription factors associated with DNA demethylation during human cellular development |
title_full | Prediction of transcription factors associated with DNA demethylation during human cellular development |
title_fullStr | Prediction of transcription factors associated with DNA demethylation during human cellular development |
title_full_unstemmed | Prediction of transcription factors associated with DNA demethylation during human cellular development |
title_short | Prediction of transcription factors associated with DNA demethylation during human cellular development |
title_sort | prediction of transcription factors associated with dna demethylation during human cellular development |
topic | Original Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8942926/ https://www.ncbi.nlm.nih.gov/pubmed/35142952 http://dx.doi.org/10.1007/s10577-022-09685-6 |
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