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Metabolic biomarkers of radiotherapy response in plasma and tissue of an IDH1 mutant astrocytoma mouse model
Astrocytomas are the most common subtype of brain tumors and no curative treatment exist. Longitudinal assessment of patients, usually via Magnetic Resonance Imaging (MRI), is crucial since tumor progression may occur earlier than clinical progression. MRI usually provides a means for monitoring the...
Autores principales: | , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9638021/ https://www.ncbi.nlm.nih.gov/pubmed/36353533 http://dx.doi.org/10.3389/fonc.2022.979537 |
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author | Ruiz-Rodado, Victor Dowdy, Tyrone Lita, Adrian Kramp, Tamalee Zhang, Meili Shuboni-Mulligan, Dorela Herold-Mende, Christel Armstrong, Terri S. Gilbert, Mark R. Camphausen, Kevin Larion, Mioara |
author_facet | Ruiz-Rodado, Victor Dowdy, Tyrone Lita, Adrian Kramp, Tamalee Zhang, Meili Shuboni-Mulligan, Dorela Herold-Mende, Christel Armstrong, Terri S. Gilbert, Mark R. Camphausen, Kevin Larion, Mioara |
author_sort | Ruiz-Rodado, Victor |
collection | PubMed |
description | Astrocytomas are the most common subtype of brain tumors and no curative treatment exist. Longitudinal assessment of patients, usually via Magnetic Resonance Imaging (MRI), is crucial since tumor progression may occur earlier than clinical progression. MRI usually provides a means for monitoring the disease, but it only informs about the structural changes of the tumor, while molecular changes can occur as a treatment response without any MRI-visible change. Radiotherapy (RT) is routinely performed following surgery as part of the standard of care in astrocytomas, that can also include chemotherapy involving temozolomide. Monitoring the response to RT is a key factor for the management of patients. Herein, we provide plasma and tissue metabolic biomarkers of treatment response in a mouse model of astrocytoma that was subjected to radiotherapy. Plasma metabolic profiles acquired over time by Liquid Chromatography Mass Spectrometry (LC/MS) were subjected to multivariate empirical Bayes time-series analysis (MEBA) and Receiver Operating Characteristic (ROC) assessment including Random Forest as the classification strategy. These analyses revealed a variation of the plasma metabolome in those mice that underwent radiotherapy compared to controls; specifically, fumarate was the best discriminatory feature. Additionally, Nuclear Magnetic Resonance (NMR)-based (13)C-tracing experiments were performed at end-point utilizing [U-(13)C]-Glutamine to investigate its fate in the tumor and contralateral tissues. Irradiated mice displayed lower levels of glycolytic metabolites (e.g. phosphoenolpyruvate) in tumor tissue, and a higher flux of glutamine towards succinate was observed in the radiation cohort. The plasma biomarkers provided herein could be validated in the clinic, thereby improving the assessment of brain tumor patients throughout radiotherapy. Moreover, the metabolic rewiring associated to radiotherapy in tumor tissue could lead to potential metabolic imaging approaches for monitoring treatment using blood draws. |
format | Online Article Text |
id | pubmed-9638021 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-96380212022-11-08 Metabolic biomarkers of radiotherapy response in plasma and tissue of an IDH1 mutant astrocytoma mouse model Ruiz-Rodado, Victor Dowdy, Tyrone Lita, Adrian Kramp, Tamalee Zhang, Meili Shuboni-Mulligan, Dorela Herold-Mende, Christel Armstrong, Terri S. Gilbert, Mark R. Camphausen, Kevin Larion, Mioara Front Oncol Oncology Astrocytomas are the most common subtype of brain tumors and no curative treatment exist. Longitudinal assessment of patients, usually via Magnetic Resonance Imaging (MRI), is crucial since tumor progression may occur earlier than clinical progression. MRI usually provides a means for monitoring the disease, but it only informs about the structural changes of the tumor, while molecular changes can occur as a treatment response without any MRI-visible change. Radiotherapy (RT) is routinely performed following surgery as part of the standard of care in astrocytomas, that can also include chemotherapy involving temozolomide. Monitoring the response to RT is a key factor for the management of patients. Herein, we provide plasma and tissue metabolic biomarkers of treatment response in a mouse model of astrocytoma that was subjected to radiotherapy. Plasma metabolic profiles acquired over time by Liquid Chromatography Mass Spectrometry (LC/MS) were subjected to multivariate empirical Bayes time-series analysis (MEBA) and Receiver Operating Characteristic (ROC) assessment including Random Forest as the classification strategy. These analyses revealed a variation of the plasma metabolome in those mice that underwent radiotherapy compared to controls; specifically, fumarate was the best discriminatory feature. Additionally, Nuclear Magnetic Resonance (NMR)-based (13)C-tracing experiments were performed at end-point utilizing [U-(13)C]-Glutamine to investigate its fate in the tumor and contralateral tissues. Irradiated mice displayed lower levels of glycolytic metabolites (e.g. phosphoenolpyruvate) in tumor tissue, and a higher flux of glutamine towards succinate was observed in the radiation cohort. The plasma biomarkers provided herein could be validated in the clinic, thereby improving the assessment of brain tumor patients throughout radiotherapy. Moreover, the metabolic rewiring associated to radiotherapy in tumor tissue could lead to potential metabolic imaging approaches for monitoring treatment using blood draws. Frontiers Media S.A. 2022-10-24 /pmc/articles/PMC9638021/ /pubmed/36353533 http://dx.doi.org/10.3389/fonc.2022.979537 Text en Copyright © 2022 Ruiz-Rodado, Dowdy, Lita, Kramp, Zhang, Shuboni-Mulligan, Herold-Mende, Armstrong, Gilbert, Camphausen and Larion https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Oncology Ruiz-Rodado, Victor Dowdy, Tyrone Lita, Adrian Kramp, Tamalee Zhang, Meili Shuboni-Mulligan, Dorela Herold-Mende, Christel Armstrong, Terri S. Gilbert, Mark R. Camphausen, Kevin Larion, Mioara Metabolic biomarkers of radiotherapy response in plasma and tissue of an IDH1 mutant astrocytoma mouse model |
title | Metabolic biomarkers of radiotherapy response in plasma and tissue of an IDH1 mutant astrocytoma mouse model |
title_full | Metabolic biomarkers of radiotherapy response in plasma and tissue of an IDH1 mutant astrocytoma mouse model |
title_fullStr | Metabolic biomarkers of radiotherapy response in plasma and tissue of an IDH1 mutant astrocytoma mouse model |
title_full_unstemmed | Metabolic biomarkers of radiotherapy response in plasma and tissue of an IDH1 mutant astrocytoma mouse model |
title_short | Metabolic biomarkers of radiotherapy response in plasma and tissue of an IDH1 mutant astrocytoma mouse model |
title_sort | metabolic biomarkers of radiotherapy response in plasma and tissue of an idh1 mutant astrocytoma mouse model |
topic | Oncology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9638021/ https://www.ncbi.nlm.nih.gov/pubmed/36353533 http://dx.doi.org/10.3389/fonc.2022.979537 |
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