A systems biology approach to identify niche determinants of cellular phenotypes

Recent reports indicate a dominant role for cellular microenvironment or niche for stably maintaining cellular phenotypic states. Identification of key niche mediated signaling that maintains stem cells in specific phenotypic states remains a challenge, mainly due to the complex and dynamic nature o...

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Main Authors: Srikanth Ravichandran, Satoshi Okawa, Susana Martínez Arbas, Antonio del Sol
Format: Article
Language:English
Published: Elsevier 2016-09-01
Series:Stem Cell Research
Subjects:
Online Access:http://www.sciencedirect.com/science/article/pii/S1873506116301210
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spelling doaj-4e33ccccde48427a9c0d5b2cbc9345582020-11-24T21:04:02ZengElsevierStem Cell Research1873-50611876-77532016-09-0117240641210.1016/j.scr.2016.09.006A systems biology approach to identify niche determinants of cellular phenotypesSrikanth RavichandranSatoshi OkawaSusana Martínez ArbasAntonio del SolRecent reports indicate a dominant role for cellular microenvironment or niche for stably maintaining cellular phenotypic states. Identification of key niche mediated signaling that maintains stem cells in specific phenotypic states remains a challenge, mainly due to the complex and dynamic nature of stem cell-niche interactions. In order to overcome this, we consider that stem cells maintain their phenotypic state by experiencing a constant effect created by the niche by integrating its signals via signaling pathways. Such a constant niche effect should induce sustained activation/inhibition of specific stem cell signaling pathways that controls the gene regulatory program defining the cellular phenotypic state. Based on this view, we propose a computational approach to identify the most likely receptor mediated signaling responsible for transmitting niche signals to the transcriptional regulatory network that maintain cell-specific gene expression patterns, termed as niche determinants. We demonstrate the utility of our method in different stem cell systems by identifying several known and novel niche determinants. Given the key role of niche in several degenerative diseases, identification of niche determinants can aid in developing strategies for potential applications in regenerative medicine.http://www.sciencedirect.com/science/article/pii/S1873506116301210Stem cell nicheSignaling pathwaysTranscriptional regulatory networksNiche determinants
collection DOAJ
language English
format Article
sources DOAJ
author Srikanth Ravichandran
Satoshi Okawa
Susana Martínez Arbas
Antonio del Sol
spellingShingle Srikanth Ravichandran
Satoshi Okawa
Susana Martínez Arbas
Antonio del Sol
A systems biology approach to identify niche determinants of cellular phenotypes
Stem Cell Research
Stem cell niche
Signaling pathways
Transcriptional regulatory networks
Niche determinants
author_facet Srikanth Ravichandran
Satoshi Okawa
Susana Martínez Arbas
Antonio del Sol
author_sort Srikanth Ravichandran
title A systems biology approach to identify niche determinants of cellular phenotypes
title_short A systems biology approach to identify niche determinants of cellular phenotypes
title_full A systems biology approach to identify niche determinants of cellular phenotypes
title_fullStr A systems biology approach to identify niche determinants of cellular phenotypes
title_full_unstemmed A systems biology approach to identify niche determinants of cellular phenotypes
title_sort systems biology approach to identify niche determinants of cellular phenotypes
publisher Elsevier
series Stem Cell Research
issn 1873-5061
1876-7753
publishDate 2016-09-01
description Recent reports indicate a dominant role for cellular microenvironment or niche for stably maintaining cellular phenotypic states. Identification of key niche mediated signaling that maintains stem cells in specific phenotypic states remains a challenge, mainly due to the complex and dynamic nature of stem cell-niche interactions. In order to overcome this, we consider that stem cells maintain their phenotypic state by experiencing a constant effect created by the niche by integrating its signals via signaling pathways. Such a constant niche effect should induce sustained activation/inhibition of specific stem cell signaling pathways that controls the gene regulatory program defining the cellular phenotypic state. Based on this view, we propose a computational approach to identify the most likely receptor mediated signaling responsible for transmitting niche signals to the transcriptional regulatory network that maintain cell-specific gene expression patterns, termed as niche determinants. We demonstrate the utility of our method in different stem cell systems by identifying several known and novel niche determinants. Given the key role of niche in several degenerative diseases, identification of niche determinants can aid in developing strategies for potential applications in regenerative medicine.
topic Stem cell niche
Signaling pathways
Transcriptional regulatory networks
Niche determinants
url http://www.sciencedirect.com/science/article/pii/S1873506116301210
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