pH as a potential therapeutic target to improve temozolomide antitumor efficacy : A mechanistic modeling study

Abstract Despite intensive treatments including temozolomide (TMZ) administration, glioblastoma patient prognosis remains dismal and innovative therapeutic strategies are urgently needed. A systems pharmacology approach was undertaken to investigate TMZ pharmacokinetics‐pharmacodynamics (PK‐PD) inco...

Full description

Bibliographic Details
Main Authors: Angélique Stéphanou, Annabelle Ballesta
Format: Article
Language:English
Published: Wiley 2019-02-01
Series:Pharmacology Research & Perspectives
Subjects:
pH
Online Access:https://doi.org/10.1002/prp2.454
id doaj-70c0377763ce4fa2aade2436e85eca4c
record_format Article
spelling doaj-70c0377763ce4fa2aade2436e85eca4c2021-05-02T19:46:41ZengWileyPharmacology Research & Perspectives2052-17072019-02-0171n/an/a10.1002/prp2.454pH as a potential therapeutic target to improve temozolomide antitumor efficacy : A mechanistic modeling studyAngélique Stéphanou0Annabelle Ballesta1Université Grenoble Alpes CNRS TIMC‐IMAG/DyCTIM2 Grenoble FranceINSERM and Paris Sud university UMRS 935 Team “Cancer Chronotherapy and Postoperative Liver Functions” Villejuif FranceAbstract Despite intensive treatments including temozolomide (TMZ) administration, glioblastoma patient prognosis remains dismal and innovative therapeutic strategies are urgently needed. A systems pharmacology approach was undertaken to investigate TMZ pharmacokinetics‐pharmacodynamics (PK‐PD) incorporating the effect of local pH, tumor spatial configuration and micro‐environment. A hybrid mathematical framework was designed coupling ordinary differential equations describing the intracellular reactions, with a spatial cellular automaton to individualize the cells. A differential drug impact on tumor and healthy cells at constant extracellular pH was computationally demonstrated as TMZ‐induced DNA damage was larger in tumor cells as compared to normal cells due to less acidic intracellular pH in cancer cells. Optimality of TMZ efficacy defined as maximum difference between damage in tumor and healthy cells was reached for extracellular pH between 6.8 and 7.5. Next, TMZ PK‐PD in a solid tumor was demonstrated to highly depend on its spatial configuration as spread cancer cells or fragmented tumors presented higher TMZ‐induced damage as compared to compact tumor spheroid. Simulations highlighted that smaller tumors were less acidic than bigger ones allowing for faster TMZ activation and their closer distance to blood capillaries allowed for better drug penetration. For model parameters corresponding to U87 glioma cells, inter‐cell variability in TMZ uptake play no role regarding the mean drug‐induced damage in the whole cell population whereas this quantity was increased by inter‐cell variability in TMZ efflux which was thus a disadvantage in terms of drug resistance. Overall, this study revealed pH as a new potential target to significantly improve TMZ antitumor efficacy.https://doi.org/10.1002/prp2.454glioblastomamathematical modelingpHpharmacokinetics‐pharmacodynamicstemozolomide
collection DOAJ
language English
format Article
sources DOAJ
author Angélique Stéphanou
Annabelle Ballesta
spellingShingle Angélique Stéphanou
Annabelle Ballesta
pH as a potential therapeutic target to improve temozolomide antitumor efficacy : A mechanistic modeling study
Pharmacology Research & Perspectives
glioblastoma
mathematical modeling
pH
pharmacokinetics‐pharmacodynamics
temozolomide
author_facet Angélique Stéphanou
Annabelle Ballesta
author_sort Angélique Stéphanou
title pH as a potential therapeutic target to improve temozolomide antitumor efficacy : A mechanistic modeling study
title_short pH as a potential therapeutic target to improve temozolomide antitumor efficacy : A mechanistic modeling study
title_full pH as a potential therapeutic target to improve temozolomide antitumor efficacy : A mechanistic modeling study
title_fullStr pH as a potential therapeutic target to improve temozolomide antitumor efficacy : A mechanistic modeling study
title_full_unstemmed pH as a potential therapeutic target to improve temozolomide antitumor efficacy : A mechanistic modeling study
title_sort ph as a potential therapeutic target to improve temozolomide antitumor efficacy : a mechanistic modeling study
publisher Wiley
series Pharmacology Research & Perspectives
issn 2052-1707
publishDate 2019-02-01
description Abstract Despite intensive treatments including temozolomide (TMZ) administration, glioblastoma patient prognosis remains dismal and innovative therapeutic strategies are urgently needed. A systems pharmacology approach was undertaken to investigate TMZ pharmacokinetics‐pharmacodynamics (PK‐PD) incorporating the effect of local pH, tumor spatial configuration and micro‐environment. A hybrid mathematical framework was designed coupling ordinary differential equations describing the intracellular reactions, with a spatial cellular automaton to individualize the cells. A differential drug impact on tumor and healthy cells at constant extracellular pH was computationally demonstrated as TMZ‐induced DNA damage was larger in tumor cells as compared to normal cells due to less acidic intracellular pH in cancer cells. Optimality of TMZ efficacy defined as maximum difference between damage in tumor and healthy cells was reached for extracellular pH between 6.8 and 7.5. Next, TMZ PK‐PD in a solid tumor was demonstrated to highly depend on its spatial configuration as spread cancer cells or fragmented tumors presented higher TMZ‐induced damage as compared to compact tumor spheroid. Simulations highlighted that smaller tumors were less acidic than bigger ones allowing for faster TMZ activation and their closer distance to blood capillaries allowed for better drug penetration. For model parameters corresponding to U87 glioma cells, inter‐cell variability in TMZ uptake play no role regarding the mean drug‐induced damage in the whole cell population whereas this quantity was increased by inter‐cell variability in TMZ efflux which was thus a disadvantage in terms of drug resistance. Overall, this study revealed pH as a new potential target to significantly improve TMZ antitumor efficacy.
topic glioblastoma
mathematical modeling
pH
pharmacokinetics‐pharmacodynamics
temozolomide
url https://doi.org/10.1002/prp2.454
work_keys_str_mv AT angeliquestephanou phasapotentialtherapeutictargettoimprovetemozolomideantitumorefficacyamechanisticmodelingstudy
AT annabelleballesta phasapotentialtherapeutictargettoimprovetemozolomideantitumorefficacyamechanisticmodelingstudy
_version_ 1721487958450634752