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Cell state‐directed therapy – epigenetic modulation of gene transcription demonstrated with a quantitative systems pharmacology model of temozolomide
Cancer therapy continues to be plagued by modest therapeutic advances. This is particularly evident in glioblastoma multiforme (GBM) wherein treatment failures are attributed to intratumoral heterogeneity (ITH), a dynamic process of cell state transitions or plasticity. To address ITH, we introduce...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley and Sons Inc.
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10014061/ https://www.ncbi.nlm.nih.gov/pubmed/36642831 http://dx.doi.org/10.1002/psp4.12916 |
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author | Saini, Anshul Ballesta, Annabelle Gallo, James M. |
author_facet | Saini, Anshul Ballesta, Annabelle Gallo, James M. |
author_sort | Saini, Anshul |
collection | PubMed |
description | Cancer therapy continues to be plagued by modest therapeutic advances. This is particularly evident in glioblastoma multiforme (GBM) wherein treatment failures are attributed to intratumoral heterogeneity (ITH), a dynamic process of cell state transitions or plasticity. To address ITH, we introduce the concept of cell state‐directed (CSD) therapy through a quantitative systems pharmacology model of temozolomide (TMZ), a cornerstone of GBM drug therapy. The model consisting of multiple modules incorporated an epigenetic‐based gene transcription‐translation module that enabled CSD therapy. Numerous model simulations were conducted to demonstrate the potential impact of CSD therapy on TMZ activity. The simulations included those based on global sensitivity analyses to identify fragile nodes – MDM2 and XIAP – in the network, and also how an epigenetic modifier (birabresib) could overcome a mechanism of TMZ resistance. The positive results of CSD therapy on TMZ activity supports continued efforts to develop CSD therapy as a new anticancer approach. |
format | Online Article Text |
id | pubmed-10014061 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | John Wiley and Sons Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-100140612023-03-15 Cell state‐directed therapy – epigenetic modulation of gene transcription demonstrated with a quantitative systems pharmacology model of temozolomide Saini, Anshul Ballesta, Annabelle Gallo, James M. CPT Pharmacometrics Syst Pharmacol Research Cancer therapy continues to be plagued by modest therapeutic advances. This is particularly evident in glioblastoma multiforme (GBM) wherein treatment failures are attributed to intratumoral heterogeneity (ITH), a dynamic process of cell state transitions or plasticity. To address ITH, we introduce the concept of cell state‐directed (CSD) therapy through a quantitative systems pharmacology model of temozolomide (TMZ), a cornerstone of GBM drug therapy. The model consisting of multiple modules incorporated an epigenetic‐based gene transcription‐translation module that enabled CSD therapy. Numerous model simulations were conducted to demonstrate the potential impact of CSD therapy on TMZ activity. The simulations included those based on global sensitivity analyses to identify fragile nodes – MDM2 and XIAP – in the network, and also how an epigenetic modifier (birabresib) could overcome a mechanism of TMZ resistance. The positive results of CSD therapy on TMZ activity supports continued efforts to develop CSD therapy as a new anticancer approach. John Wiley and Sons Inc. 2023-02-16 /pmc/articles/PMC10014061/ /pubmed/36642831 http://dx.doi.org/10.1002/psp4.12916 Text en © 2023 The Authors. CPT: Pharmacometrics & Systems Pharmacology published by Wiley Periodicals LLC on behalf of American Society for Clinical Pharmacology and Therapeutics. https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by-nc-nd/4.0/ (https://creativecommons.org/licenses/by-nc-nd/4.0/) License, which permits use and distribution in any medium, provided the original work is properly cited, the use is non‐commercial and no modifications or adaptations are made. |
spellingShingle | Research Saini, Anshul Ballesta, Annabelle Gallo, James M. Cell state‐directed therapy – epigenetic modulation of gene transcription demonstrated with a quantitative systems pharmacology model of temozolomide |
title | Cell state‐directed therapy – epigenetic modulation of gene transcription demonstrated with a quantitative systems pharmacology model of temozolomide |
title_full | Cell state‐directed therapy – epigenetic modulation of gene transcription demonstrated with a quantitative systems pharmacology model of temozolomide |
title_fullStr | Cell state‐directed therapy – epigenetic modulation of gene transcription demonstrated with a quantitative systems pharmacology model of temozolomide |
title_full_unstemmed | Cell state‐directed therapy – epigenetic modulation of gene transcription demonstrated with a quantitative systems pharmacology model of temozolomide |
title_short | Cell state‐directed therapy – epigenetic modulation of gene transcription demonstrated with a quantitative systems pharmacology model of temozolomide |
title_sort | cell state‐directed therapy – epigenetic modulation of gene transcription demonstrated with a quantitative systems pharmacology model of temozolomide |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10014061/ https://www.ncbi.nlm.nih.gov/pubmed/36642831 http://dx.doi.org/10.1002/psp4.12916 |
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