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Stability of Imbalanced Triangles in Gene Regulatory Networks of Cancerous and Normal Cells
Genes communicate with each other through different regulatory effects, which lead to the emergence of complex network structures in cells, and such structures are expected to be different for normal and cancerous cells. To study these differences, we have investigated the Gene Regulatory Network (G...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7854919/ https://www.ncbi.nlm.nih.gov/pubmed/33551827 http://dx.doi.org/10.3389/fphys.2020.573732 |
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author | Rizi, Abbas Karimi Zamani, Mina Shirazi, Amirhossein Jafari, G. Reza Kertész, János |
author_facet | Rizi, Abbas Karimi Zamani, Mina Shirazi, Amirhossein Jafari, G. Reza Kertész, János |
author_sort | Rizi, Abbas Karimi |
collection | PubMed |
description | Genes communicate with each other through different regulatory effects, which lead to the emergence of complex network structures in cells, and such structures are expected to be different for normal and cancerous cells. To study these differences, we have investigated the Gene Regulatory Network (GRN) of cells as inferred from RNA-sequencing data. The GRN is a signed weighted network corresponding to the inductive or inhibitory interactions. Here we focus on a particular of motifs in the GRN, the triangles, which are imbalanced if the number of negative interactions is odd. By studying the stability of imbalanced triangles in the GRN, we show that the network of cancerous cells has fewer imbalanced triangles compared to normal cells. Moreover, in the normal cells, imbalanced triangles are isolated from the main part of the network, while such motifs are part of the network's giant component in cancerous cells. Our result demonstrates that due to genes' collective behavior the structure of the complex networks is different in cancerous cells from those in normal ones. |
format | Online Article Text |
id | pubmed-7854919 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-78549192021-02-04 Stability of Imbalanced Triangles in Gene Regulatory Networks of Cancerous and Normal Cells Rizi, Abbas Karimi Zamani, Mina Shirazi, Amirhossein Jafari, G. Reza Kertész, János Front Physiol Physiology Genes communicate with each other through different regulatory effects, which lead to the emergence of complex network structures in cells, and such structures are expected to be different for normal and cancerous cells. To study these differences, we have investigated the Gene Regulatory Network (GRN) of cells as inferred from RNA-sequencing data. The GRN is a signed weighted network corresponding to the inductive or inhibitory interactions. Here we focus on a particular of motifs in the GRN, the triangles, which are imbalanced if the number of negative interactions is odd. By studying the stability of imbalanced triangles in the GRN, we show that the network of cancerous cells has fewer imbalanced triangles compared to normal cells. Moreover, in the normal cells, imbalanced triangles are isolated from the main part of the network, while such motifs are part of the network's giant component in cancerous cells. Our result demonstrates that due to genes' collective behavior the structure of the complex networks is different in cancerous cells from those in normal ones. Frontiers Media S.A. 2021-01-20 /pmc/articles/PMC7854919/ /pubmed/33551827 http://dx.doi.org/10.3389/fphys.2020.573732 Text en Copyright © 2021 Rizi, Zamani, Shirazi, Jafari and Kertész. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Physiology Rizi, Abbas Karimi Zamani, Mina Shirazi, Amirhossein Jafari, G. Reza Kertész, János Stability of Imbalanced Triangles in Gene Regulatory Networks of Cancerous and Normal Cells |
title | Stability of Imbalanced Triangles in Gene Regulatory Networks of Cancerous and Normal Cells |
title_full | Stability of Imbalanced Triangles in Gene Regulatory Networks of Cancerous and Normal Cells |
title_fullStr | Stability of Imbalanced Triangles in Gene Regulatory Networks of Cancerous and Normal Cells |
title_full_unstemmed | Stability of Imbalanced Triangles in Gene Regulatory Networks of Cancerous and Normal Cells |
title_short | Stability of Imbalanced Triangles in Gene Regulatory Networks of Cancerous and Normal Cells |
title_sort | stability of imbalanced triangles in gene regulatory networks of cancerous and normal cells |
topic | Physiology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7854919/ https://www.ncbi.nlm.nih.gov/pubmed/33551827 http://dx.doi.org/10.3389/fphys.2020.573732 |
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