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Pan-cancer predictions of transcription factors mediating aberrant DNA methylation
BACKGROUND: Aberrant DNA methylation is a hallmark of cancer cells. However, the mechanisms underlying changes in DNA methylation remain elusive. Transcription factors initially thought to be repressed from binding by DNA methylation, have recently emerged as being able to shape DNA methylation patt...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8944071/ https://www.ncbi.nlm.nih.gov/pubmed/35331302 http://dx.doi.org/10.1186/s13072-022-00443-w |
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author | Detilleux, Dylane Spill, Yannick G. Balaramane, Delphine Weber, Michaël Bardet, Anaïs Flore |
author_facet | Detilleux, Dylane Spill, Yannick G. Balaramane, Delphine Weber, Michaël Bardet, Anaïs Flore |
author_sort | Detilleux, Dylane |
collection | PubMed |
description | BACKGROUND: Aberrant DNA methylation is a hallmark of cancer cells. However, the mechanisms underlying changes in DNA methylation remain elusive. Transcription factors initially thought to be repressed from binding by DNA methylation, have recently emerged as being able to shape DNA methylation patterns. RESULTS: Here, we integrated the massive amount of data available from The Cancer Genome Atlas to predict transcription factors driving aberrant DNA methylation in 13 cancer types. We identified differentially methylated regions between cancer and matching healthy samples, searched for transcription factor motifs enriched in those regions and selected transcription factors with corresponding changes in gene expression. We predict transcription factors known to be involved in cancer as well as novel candidates to drive hypo-methylated regions such as FOXA1 and GATA3 in breast cancer, FOXA1 and TWIST1 in prostate cancer and NFE2L2 in lung cancer. We also predict transcription factors that lead to hyper-methylated regions upon transcription factor loss such as EGR1 in several cancer types. Finally, we validate that FOXA1 and GATA3 mediate hypo-methylated regions in breast cancer cells. CONCLUSION: Our work highlights the importance of some transcription factors as upstream regulators shaping DNA methylation patterns in cancer. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s13072-022-00443-w. |
format | Online Article Text |
id | pubmed-8944071 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-89440712022-03-25 Pan-cancer predictions of transcription factors mediating aberrant DNA methylation Detilleux, Dylane Spill, Yannick G. Balaramane, Delphine Weber, Michaël Bardet, Anaïs Flore Epigenetics Chromatin Research BACKGROUND: Aberrant DNA methylation is a hallmark of cancer cells. However, the mechanisms underlying changes in DNA methylation remain elusive. Transcription factors initially thought to be repressed from binding by DNA methylation, have recently emerged as being able to shape DNA methylation patterns. RESULTS: Here, we integrated the massive amount of data available from The Cancer Genome Atlas to predict transcription factors driving aberrant DNA methylation in 13 cancer types. We identified differentially methylated regions between cancer and matching healthy samples, searched for transcription factor motifs enriched in those regions and selected transcription factors with corresponding changes in gene expression. We predict transcription factors known to be involved in cancer as well as novel candidates to drive hypo-methylated regions such as FOXA1 and GATA3 in breast cancer, FOXA1 and TWIST1 in prostate cancer and NFE2L2 in lung cancer. We also predict transcription factors that lead to hyper-methylated regions upon transcription factor loss such as EGR1 in several cancer types. Finally, we validate that FOXA1 and GATA3 mediate hypo-methylated regions in breast cancer cells. CONCLUSION: Our work highlights the importance of some transcription factors as upstream regulators shaping DNA methylation patterns in cancer. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s13072-022-00443-w. BioMed Central 2022-03-24 /pmc/articles/PMC8944071/ /pubmed/35331302 http://dx.doi.org/10.1186/s13072-022-00443-w 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/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Research Detilleux, Dylane Spill, Yannick G. Balaramane, Delphine Weber, Michaël Bardet, Anaïs Flore Pan-cancer predictions of transcription factors mediating aberrant DNA methylation |
title | Pan-cancer predictions of transcription factors mediating aberrant DNA methylation |
title_full | Pan-cancer predictions of transcription factors mediating aberrant DNA methylation |
title_fullStr | Pan-cancer predictions of transcription factors mediating aberrant DNA methylation |
title_full_unstemmed | Pan-cancer predictions of transcription factors mediating aberrant DNA methylation |
title_short | Pan-cancer predictions of transcription factors mediating aberrant DNA methylation |
title_sort | pan-cancer predictions of transcription factors mediating aberrant dna methylation |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8944071/ https://www.ncbi.nlm.nih.gov/pubmed/35331302 http://dx.doi.org/10.1186/s13072-022-00443-w |
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