Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Detilleux, Dylane, Spill, Yannick G., Balaramane, Delphine, Weber, Michaël, Bardet, Anaïs Flore
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2022
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
_version_ 1784673643893096448
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
work_keys_str_mv AT detilleuxdylane pancancerpredictionsoftranscriptionfactorsmediatingaberrantdnamethylation
AT spillyannickg pancancerpredictionsoftranscriptionfactorsmediatingaberrantdnamethylation
AT balaramanedelphine pancancerpredictionsoftranscriptionfactorsmediatingaberrantdnamethylation
AT webermichael pancancerpredictionsoftranscriptionfactorsmediatingaberrantdnamethylation
AT bardetanaisflore pancancerpredictionsoftranscriptionfactorsmediatingaberrantdnamethylation