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Genomic Marks Associated with Chromatin Compartments in the CTCF, RNAPII Loop and Genomic Windows

The nature of genome organization into two basic structural compartments is as yet undiscovered. However, it has been indicated to be a mechanism of gene expression regulation. Using the classification approach, we ranked genomic marks that hint at compartmentalization. We considered a broad range o...

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Autores principales: Szczepińska, Teresa, Mollah, Ayatullah Faruk, Plewczynski, Dariusz
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8584073/
https://www.ncbi.nlm.nih.gov/pubmed/34769020
http://dx.doi.org/10.3390/ijms222111591
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author Szczepińska, Teresa
Mollah, Ayatullah Faruk
Plewczynski, Dariusz
author_facet Szczepińska, Teresa
Mollah, Ayatullah Faruk
Plewczynski, Dariusz
author_sort Szczepińska, Teresa
collection PubMed
description The nature of genome organization into two basic structural compartments is as yet undiscovered. However, it has been indicated to be a mechanism of gene expression regulation. Using the classification approach, we ranked genomic marks that hint at compartmentalization. We considered a broad range of marks, including GC content, histone modifications, DNA binding proteins, open chromatin, transcription and genome regulatory segmentation in GM12878 cells. Genomic marks were defined over CTCF or RNAPII loops, which are basic elements of genome 3D structure, and over 100 kb genomic windows. Experiments were carried out to empirically assess the whole set of features, as well as the individual features in classification of loops/windows, into compartment A or B. Using Monte Carlo Feature Selection and Analysis of Variance, we constructed a ranking of feature importance for classification. The best simple indicator of compartmentalization is DNase-seq open chromatin measurement for CTCF loops, H3K4me1 for RNAPII loops and H3K79me2 for genomic windows. Among DNA binding proteins, this is RUNX3 transcription factor for loops and RNAPII for genomic windows. Chromatin state prediction methods that indicate active elements like promoters, enhancers or heterochromatin enhance the prediction of loop segregation into compartments. However, H3K9me3, H4K20me1, H3K27me3 histone modifications and GC content poorly indicate compartments.
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spelling pubmed-85840732021-11-12 Genomic Marks Associated with Chromatin Compartments in the CTCF, RNAPII Loop and Genomic Windows Szczepińska, Teresa Mollah, Ayatullah Faruk Plewczynski, Dariusz Int J Mol Sci Article The nature of genome organization into two basic structural compartments is as yet undiscovered. However, it has been indicated to be a mechanism of gene expression regulation. Using the classification approach, we ranked genomic marks that hint at compartmentalization. We considered a broad range of marks, including GC content, histone modifications, DNA binding proteins, open chromatin, transcription and genome regulatory segmentation in GM12878 cells. Genomic marks were defined over CTCF or RNAPII loops, which are basic elements of genome 3D structure, and over 100 kb genomic windows. Experiments were carried out to empirically assess the whole set of features, as well as the individual features in classification of loops/windows, into compartment A or B. Using Monte Carlo Feature Selection and Analysis of Variance, we constructed a ranking of feature importance for classification. The best simple indicator of compartmentalization is DNase-seq open chromatin measurement for CTCF loops, H3K4me1 for RNAPII loops and H3K79me2 for genomic windows. Among DNA binding proteins, this is RUNX3 transcription factor for loops and RNAPII for genomic windows. Chromatin state prediction methods that indicate active elements like promoters, enhancers or heterochromatin enhance the prediction of loop segregation into compartments. However, H3K9me3, H4K20me1, H3K27me3 histone modifications and GC content poorly indicate compartments. MDPI 2021-10-27 /pmc/articles/PMC8584073/ /pubmed/34769020 http://dx.doi.org/10.3390/ijms222111591 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Szczepińska, Teresa
Mollah, Ayatullah Faruk
Plewczynski, Dariusz
Genomic Marks Associated with Chromatin Compartments in the CTCF, RNAPII Loop and Genomic Windows
title Genomic Marks Associated with Chromatin Compartments in the CTCF, RNAPII Loop and Genomic Windows
title_full Genomic Marks Associated with Chromatin Compartments in the CTCF, RNAPII Loop and Genomic Windows
title_fullStr Genomic Marks Associated with Chromatin Compartments in the CTCF, RNAPII Loop and Genomic Windows
title_full_unstemmed Genomic Marks Associated with Chromatin Compartments in the CTCF, RNAPII Loop and Genomic Windows
title_short Genomic Marks Associated with Chromatin Compartments in the CTCF, RNAPII Loop and Genomic Windows
title_sort genomic marks associated with chromatin compartments in the ctcf, rnapii loop and genomic windows
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8584073/
https://www.ncbi.nlm.nih.gov/pubmed/34769020
http://dx.doi.org/10.3390/ijms222111591
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