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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...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2019
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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. |
format | Online Article Text |
id | pubmed-6629055 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
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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