An integrated systems biology approach to understanding the rules of keratinocyte colony formation
Closely coupled in vitro and in virtuo models have been used to explore the self-organization of normal human keratinocytes (NHK). Although it can be observed experimentally, we lack the tools to explore many biological rules that govern NHK self-organization. An agent-based computational model was...
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Veröffentlicht in: | Journal of the Royal Society interface 2007-12, Vol.4 (17), p.1077-1092 |
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creator | Sun, Tao McMinn, Phil Coakley, Simon Holcombe, Mike Smallwood, Rod MacNeil, Sheila |
description | Closely coupled in vitro and in virtuo models have been used to explore the self-organization of normal human keratinocytes (NHK). Although it can be observed experimentally, we lack the tools to explore many biological rules that govern NHK self-organization. An agent-based computational model was developed, based on rules derived from literature, which predicts the dynamic multicellular morphogenesis of NHK and of a keratinocyte cell line (HaCat cells) under varying extracellular Ca++ concentrations. The model enables in virtuo exploration of the relative importance of biological rules and was used to test hypotheses in virtuo which were subsequently examined in vitro. Results indicated that cell-cell and cell-substrate adhesions were critically important to NHK self-organization. In contrast, cell cycle length and the number of divisions that transit-amplifying cells could undergo proved non-critical to the final organization. Two further hypotheses, to explain the growth behaviour of HaCat cells, were explored in virtuo-an inability to differentiate and a differing sensitivity to extracellular calcium. In vitro experimentation provided some support for both hypotheses. For NHKs, the prediction was made that the position of stem cells would influence the pattern of cell migration post-wounding. This was then confirmed experimentally using a scratch wound model. |
doi_str_mv | 10.1098/rsif.2007.0227 |
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Although it can be observed experimentally, we lack the tools to explore many biological rules that govern NHK self-organization. An agent-based computational model was developed, based on rules derived from literature, which predicts the dynamic multicellular morphogenesis of NHK and of a keratinocyte cell line (HaCat cells) under varying extracellular Ca++ concentrations. The model enables in virtuo exploration of the relative importance of biological rules and was used to test hypotheses in virtuo which were subsequently examined in vitro. Results indicated that cell-cell and cell-substrate adhesions were critically important to NHK self-organization. In contrast, cell cycle length and the number of divisions that transit-amplifying cells could undergo proved non-critical to the final organization. Two further hypotheses, to explain the growth behaviour of HaCat cells, were explored in virtuo-an inability to differentiate and a differing sensitivity to extracellular calcium. In vitro experimentation provided some support for both hypotheses. For NHKs, the prediction was made that the position of stem cells would influence the pattern of cell migration post-wounding. This was then confirmed experimentally using a scratch wound model.</description><identifier>ISSN: 1742-5689</identifier><identifier>EISSN: 1742-5662</identifier><identifier>DOI: 10.1098/rsif.2007.0227</identifier><identifier>PMID: 17374590</identifier><language>eng</language><publisher>London: The Royal Society</publisher><subject>Calcium ; Cell Differentiation ; Cell Division ; Cell Line ; Computational Modelling ; Computer Simulation ; HaCat cell ; Humans ; Individual-Based Model ; Keratinocyte ; Keratinocytes - cytology ; Keratinocytes - physiology ; Models, Biological ; Stem Cells - cytology ; Stem Cells - physiology ; Systems Biology ; Wound Healing</subject><ispartof>Journal of the Royal Society interface, 2007-12, Vol.4 (17), p.1077-1092</ispartof><rights>2007 The Royal Society</rights><rights>2007 The Royal Society 2007</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c659t-fb79616f7dae992c0a84b653f32d97ca3799b8a4134ecb090574f4fa06e3cd6e3</citedby><cites>FETCH-LOGICAL-c659t-fb79616f7dae992c0a84b653f32d97ca3799b8a4134ecb090574f4fa06e3cd6e3</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC2396345/pdf/$$EPDF$$P50$$Gpubmedcentral$$H</linktopdf><linktohtml>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC2396345/$$EHTML$$P50$$Gpubmedcentral$$H</linktohtml><link.rule.ids>230,314,723,776,780,881,27901,27902,53766,53768</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/17374590$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Sun, Tao</creatorcontrib><creatorcontrib>McMinn, Phil</creatorcontrib><creatorcontrib>Coakley, Simon</creatorcontrib><creatorcontrib>Holcombe, Mike</creatorcontrib><creatorcontrib>Smallwood, Rod</creatorcontrib><creatorcontrib>MacNeil, Sheila</creatorcontrib><title>An integrated systems biology approach to understanding the rules of keratinocyte colony formation</title><title>Journal of the Royal Society interface</title><addtitle>J INTERFACE</addtitle><description>Closely coupled in vitro and in virtuo models have been used to explore the self-organization of normal human keratinocytes (NHK). Although it can be observed experimentally, we lack the tools to explore many biological rules that govern NHK self-organization. An agent-based computational model was developed, based on rules derived from literature, which predicts the dynamic multicellular morphogenesis of NHK and of a keratinocyte cell line (HaCat cells) under varying extracellular Ca++ concentrations. The model enables in virtuo exploration of the relative importance of biological rules and was used to test hypotheses in virtuo which were subsequently examined in vitro. Results indicated that cell-cell and cell-substrate adhesions were critically important to NHK self-organization. In contrast, cell cycle length and the number of divisions that transit-amplifying cells could undergo proved non-critical to the final organization. Two further hypotheses, to explain the growth behaviour of HaCat cells, were explored in virtuo-an inability to differentiate and a differing sensitivity to extracellular calcium. In vitro experimentation provided some support for both hypotheses. For NHKs, the prediction was made that the position of stem cells would influence the pattern of cell migration post-wounding. This was then confirmed experimentally using a scratch wound model.</description><subject>Calcium</subject><subject>Cell Differentiation</subject><subject>Cell Division</subject><subject>Cell Line</subject><subject>Computational Modelling</subject><subject>Computer Simulation</subject><subject>HaCat cell</subject><subject>Humans</subject><subject>Individual-Based Model</subject><subject>Keratinocyte</subject><subject>Keratinocytes - cytology</subject><subject>Keratinocytes - physiology</subject><subject>Models, Biological</subject><subject>Stem Cells - cytology</subject><subject>Stem Cells - physiology</subject><subject>Systems Biology</subject><subject>Wound Healing</subject><issn>1742-5689</issn><issn>1742-5662</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2007</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><recordid>eNp9Ustv0zAcjhCIjcGVI_KJW4sT23EsIaRpYrBpEmg8xs1ynJ9bb6ldbGcQ_noctWoZiF38_F7y56J4XuJ5iUXzKkRr5hXGfI6rij8oDktOqxmr6-rhbt2Ig-JJjNcYE04Ye1wclJxwygQ-LNpjh6xLsAgqQYfiGBOsImqt7_1iRGq9Dl7pJUoeDa6DEJNynXULlJaAwtBDRN6gG8h067weEyCdqW5ExodVPvTuafHIqD7Cs-18VHw5ffv55P3s4sO7s5Pji5mumUgz03JRl7XhnQIhKo1VQ9uaEUOqTnCtCBeibRQtCQXdYoEZp4YahWsgusvDUfFmo7se2hV0GlwKqpfrYFcqjNIrK-_eOLuUC38rKyJqQlkWeLkVCP77ADHJlY0a-l458EOUdUPzkxOcgfMNUAcfYwCzMymxnGqRUy1yqkVOtWTCiz-j7eHbHjJAbwDBj_mNvLaQRnnth-DyVl5-Oju9pbbMcg0pMcMVZvKXXW98qLQxDpDV_vL9Nwa5z-W_4Wcbls1_4-cuuwo3ss75mfzaUPnxqj6nV5ff5PneZWkXyx82gLxjlzfThwtGacjRc-gS88nl9b2sKZP2mejSniXN0OeGO0N-A6su-CQ</recordid><startdate>20071222</startdate><enddate>20071222</enddate><creator>Sun, Tao</creator><creator>McMinn, Phil</creator><creator>Coakley, Simon</creator><creator>Holcombe, Mike</creator><creator>Smallwood, Rod</creator><creator>MacNeil, Sheila</creator><general>The Royal Society</general><scope>BSCLL</scope><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7X8</scope><scope>5PM</scope></search><sort><creationdate>20071222</creationdate><title>An integrated systems biology approach to understanding the rules of keratinocyte colony formation</title><author>Sun, Tao ; McMinn, Phil ; Coakley, Simon ; Holcombe, Mike ; Smallwood, Rod ; MacNeil, Sheila</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c659t-fb79616f7dae992c0a84b653f32d97ca3799b8a4134ecb090574f4fa06e3cd6e3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2007</creationdate><topic>Calcium</topic><topic>Cell Differentiation</topic><topic>Cell Division</topic><topic>Cell Line</topic><topic>Computational Modelling</topic><topic>Computer Simulation</topic><topic>HaCat cell</topic><topic>Humans</topic><topic>Individual-Based Model</topic><topic>Keratinocyte</topic><topic>Keratinocytes - cytology</topic><topic>Keratinocytes - physiology</topic><topic>Models, Biological</topic><topic>Stem Cells - cytology</topic><topic>Stem Cells - physiology</topic><topic>Systems Biology</topic><topic>Wound Healing</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Sun, Tao</creatorcontrib><creatorcontrib>McMinn, Phil</creatorcontrib><creatorcontrib>Coakley, Simon</creatorcontrib><creatorcontrib>Holcombe, Mike</creatorcontrib><creatorcontrib>Smallwood, Rod</creatorcontrib><creatorcontrib>MacNeil, Sheila</creatorcontrib><collection>Istex</collection><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>MEDLINE - Academic</collection><collection>PubMed Central (Full Participant titles)</collection><jtitle>Journal of the Royal Society interface</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Sun, Tao</au><au>McMinn, Phil</au><au>Coakley, Simon</au><au>Holcombe, Mike</au><au>Smallwood, Rod</au><au>MacNeil, Sheila</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>An integrated systems biology approach to understanding the rules of keratinocyte colony formation</atitle><jtitle>Journal of the Royal Society interface</jtitle><addtitle>J INTERFACE</addtitle><date>2007-12-22</date><risdate>2007</risdate><volume>4</volume><issue>17</issue><spage>1077</spage><epage>1092</epage><pages>1077-1092</pages><issn>1742-5689</issn><eissn>1742-5662</eissn><abstract>Closely coupled in vitro and in virtuo models have been used to explore the self-organization of normal human keratinocytes (NHK). Although it can be observed experimentally, we lack the tools to explore many biological rules that govern NHK self-organization. An agent-based computational model was developed, based on rules derived from literature, which predicts the dynamic multicellular morphogenesis of NHK and of a keratinocyte cell line (HaCat cells) under varying extracellular Ca++ concentrations. The model enables in virtuo exploration of the relative importance of biological rules and was used to test hypotheses in virtuo which were subsequently examined in vitro. Results indicated that cell-cell and cell-substrate adhesions were critically important to NHK self-organization. In contrast, cell cycle length and the number of divisions that transit-amplifying cells could undergo proved non-critical to the final organization. Two further hypotheses, to explain the growth behaviour of HaCat cells, were explored in virtuo-an inability to differentiate and a differing sensitivity to extracellular calcium. 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subjects | Calcium Cell Differentiation Cell Division Cell Line Computational Modelling Computer Simulation HaCat cell Humans Individual-Based Model Keratinocyte Keratinocytes - cytology Keratinocytes - physiology Models, Biological Stem Cells - cytology Stem Cells - physiology Systems Biology Wound Healing |
title | An integrated systems biology approach to understanding the rules of keratinocyte colony formation |
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