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Computational design of improved standardized chemotherapy protocols for grade II oligodendrogliomas

Here we put forward a mathematical model describing the response of low-grade (WHO grade II) oligodendrogliomas (LGO) to temozolomide (TMZ). The model describes the longitudinal volumetric dynamics of tumor response to TMZ of a cohort of 11 LGO patients treated with TMZ. After finding patient-specif...

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Autores principales: Pérez-García, Víctor M., Ayala-Hernández, Luis E., Belmonte-Beitia, Juan, Schucht, Philippe, Murek, Michael, Raabe, Andreas, Sepúlveda, Juan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6629055/
https://www.ncbi.nlm.nih.gov/pubmed/31306418
http://dx.doi.org/10.1371/journal.pcbi.1006778
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author Pérez-García, Víctor M.
Ayala-Hernández, Luis E.
Belmonte-Beitia, Juan
Schucht, Philippe
Murek, Michael
Raabe, Andreas
Sepúlveda, Juan
author_facet Pérez-García, Víctor M.
Ayala-Hernández, Luis E.
Belmonte-Beitia, Juan
Schucht, Philippe
Murek, Michael
Raabe, Andreas
Sepúlveda, Juan
author_sort Pérez-García, Víctor M.
collection PubMed
description Here we put forward a mathematical model describing the response of low-grade (WHO grade II) oligodendrogliomas (LGO) to temozolomide (TMZ). The model describes the longitudinal volumetric dynamics of tumor response to TMZ of a cohort of 11 LGO patients treated with TMZ. After finding patient-specific parameters, different therapeutic strategies were tried computationally on the ‘in-silico twins’ of those patients. Chemotherapy schedules with larger-than-standard rest periods between consecutive cycles had either the same or better long-term efficacy than the standard 28-day cycles. The results were confirmed in a large trial of 2000 virtual patients. These long-cycle schemes would also have reduced toxicity and defer the appearance of resistances. On the basis of those results, a combination scheme consisting of five induction TMZ cycles given monthly plus 12 maintenance cycles given every three months was found to provide substantial survival benefits for the in-silico twins of the 11 LGO patients (median 5.69 years, range: 0.67 to 68.45 years) and in a large virtual trial including 2000 patients. We used 220 sets of experiments in-silico to show that a clinical trial incorporating 100 patients per arm (standard intensive treatment versus 5 + 12 scheme) could demonstrate the superiority of the novel scheme after a follow-up period of 10 years. Thus, the proposed treatment plan could be the basis for a standardized TMZ treatment for LGO patients with survival benefits.
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spelling pubmed-66290552019-07-25 Computational design of improved standardized chemotherapy protocols for grade II oligodendrogliomas Pérez-García, Víctor M. Ayala-Hernández, Luis E. Belmonte-Beitia, Juan Schucht, Philippe Murek, Michael Raabe, Andreas Sepúlveda, Juan PLoS Comput Biol Research Article Here we put forward a mathematical model describing the response of low-grade (WHO grade II) oligodendrogliomas (LGO) to temozolomide (TMZ). The model describes the longitudinal volumetric dynamics of tumor response to TMZ of a cohort of 11 LGO patients treated with TMZ. After finding patient-specific parameters, different therapeutic strategies were tried computationally on the ‘in-silico twins’ of those patients. Chemotherapy schedules with larger-than-standard rest periods between consecutive cycles had either the same or better long-term efficacy than the standard 28-day cycles. The results were confirmed in a large trial of 2000 virtual patients. These long-cycle schemes would also have reduced toxicity and defer the appearance of resistances. On the basis of those results, a combination scheme consisting of five induction TMZ cycles given monthly plus 12 maintenance cycles given every three months was found to provide substantial survival benefits for the in-silico twins of the 11 LGO patients (median 5.69 years, range: 0.67 to 68.45 years) and in a large virtual trial including 2000 patients. We used 220 sets of experiments in-silico to show that a clinical trial incorporating 100 patients per arm (standard intensive treatment versus 5 + 12 scheme) could demonstrate the superiority of the novel scheme after a follow-up period of 10 years. Thus, the proposed treatment plan could be the basis for a standardized TMZ treatment for LGO patients with survival benefits. Public Library of Science 2019-07-15 /pmc/articles/PMC6629055/ /pubmed/31306418 http://dx.doi.org/10.1371/journal.pcbi.1006778 Text en © 2019 Pérez-García et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Pérez-García, Víctor M.
Ayala-Hernández, Luis E.
Belmonte-Beitia, Juan
Schucht, Philippe
Murek, Michael
Raabe, Andreas
Sepúlveda, Juan
Computational design of improved standardized chemotherapy protocols for grade II oligodendrogliomas
title Computational design of improved standardized chemotherapy protocols for grade II oligodendrogliomas
title_full Computational design of improved standardized chemotherapy protocols for grade II oligodendrogliomas
title_fullStr Computational design of improved standardized chemotherapy protocols for grade II oligodendrogliomas
title_full_unstemmed Computational design of improved standardized chemotherapy protocols for grade II oligodendrogliomas
title_short Computational design of improved standardized chemotherapy protocols for grade II oligodendrogliomas
title_sort computational design of improved standardized chemotherapy protocols for grade ii oligodendrogliomas
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6629055/
https://www.ncbi.nlm.nih.gov/pubmed/31306418
http://dx.doi.org/10.1371/journal.pcbi.1006778
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