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MINE is a method for detecting spatial density of regulatory chromatin interactions based on a multi-modal network

Chromatin interactions play essential roles in chromatin conformation and gene expression. However, few tools exist to analyze the spatial density of regulatory chromatin interactions (SD-RCI). Here, we present the multi-modal network (MINE) toolkit, including MINE-Loop, MINE-Density, and MINE-Viewe...

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Autores principales: Gong, Haiyan, Li, Minghong, Ji, Mengdie, Zhang, Xiaotong, Yuan, Zan, Zhang, Sichen, Yang, Yi, Li, Chun, Chen, Yang
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9939382/
https://www.ncbi.nlm.nih.gov/pubmed/36814847
http://dx.doi.org/10.1016/j.crmeth.2022.100386
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author Gong, Haiyan
Li, Minghong
Ji, Mengdie
Zhang, Xiaotong
Yuan, Zan
Zhang, Sichen
Yang, Yi
Li, Chun
Chen, Yang
author_facet Gong, Haiyan
Li, Minghong
Ji, Mengdie
Zhang, Xiaotong
Yuan, Zan
Zhang, Sichen
Yang, Yi
Li, Chun
Chen, Yang
author_sort Gong, Haiyan
collection PubMed
description Chromatin interactions play essential roles in chromatin conformation and gene expression. However, few tools exist to analyze the spatial density of regulatory chromatin interactions (SD-RCI). Here, we present the multi-modal network (MINE) toolkit, including MINE-Loop, MINE-Density, and MINE-Viewer. The MINE-Loop network aims to enhance the detection of RCIs, MINE-Density quantifies the SD--RCI, and MINE-Viewer facilitates 3D visualization of the density of chromatin interactions and participating regulatory factors (e.g., transcription factors). We applied MINE to investigate the relationship between the SD-RCI and chromatin volume change in HeLa cells before and after liquid-liquid phase separation. Changes in SD-RCI before and after treating the HeLa cells with 1,6-hexanediol suggest that changes in chromatin organization was related to the degree of activation or repression of genes. Together, the MINE toolkit enables quantitative studies on different aspects of chromatin conformation and regulatory activity.
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spelling pubmed-99393822023-02-21 MINE is a method for detecting spatial density of regulatory chromatin interactions based on a multi-modal network Gong, Haiyan Li, Minghong Ji, Mengdie Zhang, Xiaotong Yuan, Zan Zhang, Sichen Yang, Yi Li, Chun Chen, Yang Cell Rep Methods Article Chromatin interactions play essential roles in chromatin conformation and gene expression. However, few tools exist to analyze the spatial density of regulatory chromatin interactions (SD-RCI). Here, we present the multi-modal network (MINE) toolkit, including MINE-Loop, MINE-Density, and MINE-Viewer. The MINE-Loop network aims to enhance the detection of RCIs, MINE-Density quantifies the SD--RCI, and MINE-Viewer facilitates 3D visualization of the density of chromatin interactions and participating regulatory factors (e.g., transcription factors). We applied MINE to investigate the relationship between the SD-RCI and chromatin volume change in HeLa cells before and after liquid-liquid phase separation. Changes in SD-RCI before and after treating the HeLa cells with 1,6-hexanediol suggest that changes in chromatin organization was related to the degree of activation or repression of genes. Together, the MINE toolkit enables quantitative studies on different aspects of chromatin conformation and regulatory activity. Elsevier 2023-01-12 /pmc/articles/PMC9939382/ /pubmed/36814847 http://dx.doi.org/10.1016/j.crmeth.2022.100386 Text en © 2022 The Authors https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Article
Gong, Haiyan
Li, Minghong
Ji, Mengdie
Zhang, Xiaotong
Yuan, Zan
Zhang, Sichen
Yang, Yi
Li, Chun
Chen, Yang
MINE is a method for detecting spatial density of regulatory chromatin interactions based on a multi-modal network
title MINE is a method for detecting spatial density of regulatory chromatin interactions based on a multi-modal network
title_full MINE is a method for detecting spatial density of regulatory chromatin interactions based on a multi-modal network
title_fullStr MINE is a method for detecting spatial density of regulatory chromatin interactions based on a multi-modal network
title_full_unstemmed MINE is a method for detecting spatial density of regulatory chromatin interactions based on a multi-modal network
title_short MINE is a method for detecting spatial density of regulatory chromatin interactions based on a multi-modal network
title_sort mine is a method for detecting spatial density of regulatory chromatin interactions based on a multi-modal network
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9939382/
https://www.ncbi.nlm.nih.gov/pubmed/36814847
http://dx.doi.org/10.1016/j.crmeth.2022.100386
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