An on-lattice agent-based Monte Carlo model simulating the growth kinetics of multicellular tumor spheroids

To develop an on-lattice agent-based model describing the growth of multicellular tumor spheroids using simple Monte Carlo tools. Cells are situated on the vertices of a cubic grid. Different cell states (proliferative, hypoxic or dead) and cell evolution rules, driven by 10 parameters, and the effe...

Ausführliche Beschreibung

Gespeichert in:
Bibliographische Detailangaben
Veröffentlicht in:Physica medica 2020-09, Vol.77, p.194-203
Hauptverfasser: Ruiz-Arrebola, S., Tornero-López, A.M., Guirado, D., Villalobos, M., Lallena, A.M.
Format: Artikel
Sprache:eng
Schlagworte:
Online-Zugang:Volltext
Tags: Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
container_end_page 203
container_issue
container_start_page 194
container_title Physica medica
container_volume 77
creator Ruiz-Arrebola, S.
Tornero-López, A.M.
Guirado, D.
Villalobos, M.
Lallena, A.M.
description To develop an on-lattice agent-based model describing the growth of multicellular tumor spheroids using simple Monte Carlo tools. Cells are situated on the vertices of a cubic grid. Different cell states (proliferative, hypoxic or dead) and cell evolution rules, driven by 10 parameters, and the effects of the culture medium are included. About twenty spheroids of MCF-7 human breast cancer were cultivated and the experimental data were used for tuning the model parameters. Simulated spheroids showed adequate sizes of the necrotic nuclei and of the hypoxic and proliferative cell phases as a function of the growth time, mimicking the overall characteristics of the experimental spheroids. The relation between the radii of the necrotic nucleus and the whole spheroid obtained in the simulations was similar to the experimental one and the number of cells, as a function of the spheroid volume, was well reproduced. The statistical variability of the Monte Carlo model described the whole volume range observed for the experimental spheroids. Assuming that the model parameters vary within Gaussian distributions it was obtained a sample of spheroids that reproduced much better the experimental findings. The model developed allows describing the growth of in vitro multicellular spheroids and the experimental variability can be well reproduced. Its flexibility permits to vary both the agents involved and the rules that govern the spheroid growth. More general situations, such as, e. g., tumor vascularization, radiotherapy effects on solid tumors, or the validity of the tumor growth mathematical models can be studied.
doi_str_mv 10.1016/j.ejmp.2020.07.026
format Article
fullrecord <record><control><sourceid>proquest_cross</sourceid><recordid>TN_cdi_proquest_miscellaneous_2440473861</recordid><sourceformat>XML</sourceformat><sourcesystem>PC</sourcesystem><els_id>S1120179720301861</els_id><sourcerecordid>2440473861</sourcerecordid><originalsourceid>FETCH-LOGICAL-c333t-18a33536a7820fed3c2252e506836690b21e87e13106b738e2a260817a2862b33</originalsourceid><addsrcrecordid>eNp9kM1OwzAQhCMEEqXwApx85JKwthM7lbhUFX9SEReQuFlOsmmdJnGxXRBvj6Ny5rQr7Xyj2UmSawoZBSpuuwy7YZ8xYJCBzICJk2RGJctTuqAfp3GnDFIqF_I8ufC-A-CMFcUs2S1HYse01yGYGone4BjSSntsyIsdA5KVdr0lg22wJ94Mh6g044aELZKNs99hS3ZmxAh7YlsS75NP30edI-EwWEf8fovOmsZfJmet7j1e_c158v5w_7Z6Stevj8-r5TqtOechpaXmvOBCy5JBiw2vY1SGBYiSC7GAilEsJVJOQVSSl8g0E1BSqVkpWMX5PLk5-u6d_TygD2owfgqlR7QHr1ieQx5BQaOUHaW1s947bNXemUG7H0VBTc2qTk3NqqlZBVLFZiN0d4QwPvFl0ClfGxxrbIzDOqjGmv_wX_D6gfI</addsrcrecordid><sourcetype>Aggregation Database</sourcetype><iscdi>true</iscdi><recordtype>article</recordtype><pqid>2440473861</pqid></control><display><type>article</type><title>An on-lattice agent-based Monte Carlo model simulating the growth kinetics of multicellular tumor spheroids</title><source>Elsevier ScienceDirect Journals Complete</source><creator>Ruiz-Arrebola, S. ; Tornero-López, A.M. ; Guirado, D. ; Villalobos, M. ; Lallena, A.M.</creator><creatorcontrib>Ruiz-Arrebola, S. ; Tornero-López, A.M. ; Guirado, D. ; Villalobos, M. ; Lallena, A.M.</creatorcontrib><description>To develop an on-lattice agent-based model describing the growth of multicellular tumor spheroids using simple Monte Carlo tools. Cells are situated on the vertices of a cubic grid. Different cell states (proliferative, hypoxic or dead) and cell evolution rules, driven by 10 parameters, and the effects of the culture medium are included. About twenty spheroids of MCF-7 human breast cancer were cultivated and the experimental data were used for tuning the model parameters. Simulated spheroids showed adequate sizes of the necrotic nuclei and of the hypoxic and proliferative cell phases as a function of the growth time, mimicking the overall characteristics of the experimental spheroids. The relation between the radii of the necrotic nucleus and the whole spheroid obtained in the simulations was similar to the experimental one and the number of cells, as a function of the spheroid volume, was well reproduced. The statistical variability of the Monte Carlo model described the whole volume range observed for the experimental spheroids. Assuming that the model parameters vary within Gaussian distributions it was obtained a sample of spheroids that reproduced much better the experimental findings. The model developed allows describing the growth of in vitro multicellular spheroids and the experimental variability can be well reproduced. Its flexibility permits to vary both the agents involved and the rules that govern the spheroid growth. More general situations, such as, e. g., tumor vascularization, radiotherapy effects on solid tumors, or the validity of the tumor growth mathematical models can be studied.</description><identifier>ISSN: 1120-1797</identifier><identifier>EISSN: 1724-191X</identifier><identifier>DOI: 10.1016/j.ejmp.2020.07.026</identifier><language>eng</language><publisher>Elsevier Ltd</publisher><subject>Monte Carlo ; Multicellular spheroids ; On-lattice agent-based model ; Tumor growth</subject><ispartof>Physica medica, 2020-09, Vol.77, p.194-203</ispartof><rights>2020 Associazione Italiana di Fisica Medica</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c333t-18a33536a7820fed3c2252e506836690b21e87e13106b738e2a260817a2862b33</citedby><cites>FETCH-LOGICAL-c333t-18a33536a7820fed3c2252e506836690b21e87e13106b738e2a260817a2862b33</cites><orcidid>0000-0002-3257-360X ; 0000-0003-1962-6217</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://dx.doi.org/10.1016/j.ejmp.2020.07.026$$EHTML$$P50$$Gelsevier$$H</linktohtml><link.rule.ids>314,780,784,3550,27924,27925,45995</link.rule.ids></links><search><creatorcontrib>Ruiz-Arrebola, S.</creatorcontrib><creatorcontrib>Tornero-López, A.M.</creatorcontrib><creatorcontrib>Guirado, D.</creatorcontrib><creatorcontrib>Villalobos, M.</creatorcontrib><creatorcontrib>Lallena, A.M.</creatorcontrib><title>An on-lattice agent-based Monte Carlo model simulating the growth kinetics of multicellular tumor spheroids</title><title>Physica medica</title><description>To develop an on-lattice agent-based model describing the growth of multicellular tumor spheroids using simple Monte Carlo tools. Cells are situated on the vertices of a cubic grid. Different cell states (proliferative, hypoxic or dead) and cell evolution rules, driven by 10 parameters, and the effects of the culture medium are included. About twenty spheroids of MCF-7 human breast cancer were cultivated and the experimental data were used for tuning the model parameters. Simulated spheroids showed adequate sizes of the necrotic nuclei and of the hypoxic and proliferative cell phases as a function of the growth time, mimicking the overall characteristics of the experimental spheroids. The relation between the radii of the necrotic nucleus and the whole spheroid obtained in the simulations was similar to the experimental one and the number of cells, as a function of the spheroid volume, was well reproduced. The statistical variability of the Monte Carlo model described the whole volume range observed for the experimental spheroids. Assuming that the model parameters vary within Gaussian distributions it was obtained a sample of spheroids that reproduced much better the experimental findings. The model developed allows describing the growth of in vitro multicellular spheroids and the experimental variability can be well reproduced. Its flexibility permits to vary both the agents involved and the rules that govern the spheroid growth. More general situations, such as, e. g., tumor vascularization, radiotherapy effects on solid tumors, or the validity of the tumor growth mathematical models can be studied.</description><subject>Monte Carlo</subject><subject>Multicellular spheroids</subject><subject>On-lattice agent-based model</subject><subject>Tumor growth</subject><issn>1120-1797</issn><issn>1724-191X</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2020</creationdate><recordtype>article</recordtype><recordid>eNp9kM1OwzAQhCMEEqXwApx85JKwthM7lbhUFX9SEReQuFlOsmmdJnGxXRBvj6Ny5rQr7Xyj2UmSawoZBSpuuwy7YZ8xYJCBzICJk2RGJctTuqAfp3GnDFIqF_I8ufC-A-CMFcUs2S1HYse01yGYGone4BjSSntsyIsdA5KVdr0lg22wJ94Mh6g044aELZKNs99hS3ZmxAh7YlsS75NP30edI-EwWEf8fovOmsZfJmet7j1e_c158v5w_7Z6Stevj8-r5TqtOechpaXmvOBCy5JBiw2vY1SGBYiSC7GAilEsJVJOQVSSl8g0E1BSqVkpWMX5PLk5-u6d_TygD2owfgqlR7QHr1ieQx5BQaOUHaW1s947bNXemUG7H0VBTc2qTk3NqqlZBVLFZiN0d4QwPvFl0ClfGxxrbIzDOqjGmv_wX_D6gfI</recordid><startdate>202009</startdate><enddate>202009</enddate><creator>Ruiz-Arrebola, S.</creator><creator>Tornero-López, A.M.</creator><creator>Guirado, D.</creator><creator>Villalobos, M.</creator><creator>Lallena, A.M.</creator><general>Elsevier Ltd</general><scope>AAYXX</scope><scope>CITATION</scope><scope>7X8</scope><orcidid>https://orcid.org/0000-0002-3257-360X</orcidid><orcidid>https://orcid.org/0000-0003-1962-6217</orcidid></search><sort><creationdate>202009</creationdate><title>An on-lattice agent-based Monte Carlo model simulating the growth kinetics of multicellular tumor spheroids</title><author>Ruiz-Arrebola, S. ; Tornero-López, A.M. ; Guirado, D. ; Villalobos, M. ; Lallena, A.M.</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c333t-18a33536a7820fed3c2252e506836690b21e87e13106b738e2a260817a2862b33</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2020</creationdate><topic>Monte Carlo</topic><topic>Multicellular spheroids</topic><topic>On-lattice agent-based model</topic><topic>Tumor growth</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Ruiz-Arrebola, S.</creatorcontrib><creatorcontrib>Tornero-López, A.M.</creatorcontrib><creatorcontrib>Guirado, D.</creatorcontrib><creatorcontrib>Villalobos, M.</creatorcontrib><creatorcontrib>Lallena, A.M.</creatorcontrib><collection>CrossRef</collection><collection>MEDLINE - Academic</collection><jtitle>Physica medica</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Ruiz-Arrebola, S.</au><au>Tornero-López, A.M.</au><au>Guirado, D.</au><au>Villalobos, M.</au><au>Lallena, A.M.</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>An on-lattice agent-based Monte Carlo model simulating the growth kinetics of multicellular tumor spheroids</atitle><jtitle>Physica medica</jtitle><date>2020-09</date><risdate>2020</risdate><volume>77</volume><spage>194</spage><epage>203</epage><pages>194-203</pages><issn>1120-1797</issn><eissn>1724-191X</eissn><abstract>To develop an on-lattice agent-based model describing the growth of multicellular tumor spheroids using simple Monte Carlo tools. Cells are situated on the vertices of a cubic grid. Different cell states (proliferative, hypoxic or dead) and cell evolution rules, driven by 10 parameters, and the effects of the culture medium are included. About twenty spheroids of MCF-7 human breast cancer were cultivated and the experimental data were used for tuning the model parameters. Simulated spheroids showed adequate sizes of the necrotic nuclei and of the hypoxic and proliferative cell phases as a function of the growth time, mimicking the overall characteristics of the experimental spheroids. The relation between the radii of the necrotic nucleus and the whole spheroid obtained in the simulations was similar to the experimental one and the number of cells, as a function of the spheroid volume, was well reproduced. The statistical variability of the Monte Carlo model described the whole volume range observed for the experimental spheroids. Assuming that the model parameters vary within Gaussian distributions it was obtained a sample of spheroids that reproduced much better the experimental findings. The model developed allows describing the growth of in vitro multicellular spheroids and the experimental variability can be well reproduced. Its flexibility permits to vary both the agents involved and the rules that govern the spheroid growth. More general situations, such as, e. g., tumor vascularization, radiotherapy effects on solid tumors, or the validity of the tumor growth mathematical models can be studied.</abstract><pub>Elsevier Ltd</pub><doi>10.1016/j.ejmp.2020.07.026</doi><tpages>10</tpages><orcidid>https://orcid.org/0000-0002-3257-360X</orcidid><orcidid>https://orcid.org/0000-0003-1962-6217</orcidid></addata></record>
fulltext fulltext
identifier ISSN: 1120-1797
ispartof Physica medica, 2020-09, Vol.77, p.194-203
issn 1120-1797
1724-191X
language eng
recordid cdi_proquest_miscellaneous_2440473861
source Elsevier ScienceDirect Journals Complete
subjects Monte Carlo
Multicellular spheroids
On-lattice agent-based model
Tumor growth
title An on-lattice agent-based Monte Carlo model simulating the growth kinetics of multicellular tumor spheroids
url https://sfx.bib-bvb.de/sfx_tum?ctx_ver=Z39.88-2004&ctx_enc=info:ofi/enc:UTF-8&ctx_tim=2025-01-07T16%3A43%3A42IST&url_ver=Z39.88-2004&url_ctx_fmt=infofi/fmt:kev:mtx:ctx&rfr_id=info:sid/primo.exlibrisgroup.com:primo3-Article-proquest_cross&rft_val_fmt=info:ofi/fmt:kev:mtx:journal&rft.genre=article&rft.atitle=An%20on-lattice%20agent-based%20Monte%20Carlo%20model%20simulating%20the%20growth%20kinetics%20of%20multicellular%20tumor%20spheroids&rft.jtitle=Physica%20medica&rft.au=Ruiz-Arrebola,%20S.&rft.date=2020-09&rft.volume=77&rft.spage=194&rft.epage=203&rft.pages=194-203&rft.issn=1120-1797&rft.eissn=1724-191X&rft_id=info:doi/10.1016/j.ejmp.2020.07.026&rft_dat=%3Cproquest_cross%3E2440473861%3C/proquest_cross%3E%3Curl%3E%3C/url%3E&disable_directlink=true&sfx.directlink=off&sfx.report_link=0&rft_id=info:oai/&rft_pqid=2440473861&rft_id=info:pmid/&rft_els_id=S1120179720301861&rfr_iscdi=true