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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...

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Detalles Bibliográficos
Autores principales: Saini, Anshul, Ballesta, Annabelle, Gallo, James M.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2023
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.
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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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