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Decomposition of spontaneous fluctuations in tumour oxygenation using BOLD MRI and independent component analysis
BACKGROUND: Solid tumours can undergo cycles of hypoxia, followed by reoxygenation, which can have significant implications for the success of anticancer therapies. A need therefore exists to develop methods to aid its detection and to further characterise its biological basis. We present here a nov...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4647875/ https://www.ncbi.nlm.nih.gov/pubmed/26484634 http://dx.doi.org/10.1038/bjc.2015.270 |
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author | Gonçalves, Miguel R Johnson, S Peter Ramasawmy, Rajiv Pedley, R Barbara Lythgoe, Mark F Walker-Samuel, Simon |
author_facet | Gonçalves, Miguel R Johnson, S Peter Ramasawmy, Rajiv Pedley, R Barbara Lythgoe, Mark F Walker-Samuel, Simon |
author_sort | Gonçalves, Miguel R |
collection | PubMed |
description | BACKGROUND: Solid tumours can undergo cycles of hypoxia, followed by reoxygenation, which can have significant implications for the success of anticancer therapies. A need therefore exists to develop methods to aid its detection and to further characterise its biological basis. We present here a novel method for decomposing systemic and tumour-specific contributions to fluctuations in tumour deoxyhaemoglobin concentration, based on magnetic resonance imaging measurements. METHODS: Fluctuations in deoxyhaemoglobin concentration in two tumour xenograft models of colorectal carcinoma were decomposed into distinct contributions using independent component analysis. These components were then correlated with systemic pulse oximetry measurements to assess the influence of systemic variations in blood oxygenation in tumours, compared with those that arise within the tumour itself (tumour-specific). Immunohistochemical staining was used to assess the physiological basis of each source of fluctuation. RESULTS: Systemic fluctuations in blood oxygenation were found to contribute to cycling hypoxia in tumours, but tumour-specific fluctuations were also evident. Moreover, the size of the tumours was found to influence the degree of systemic, but not tumour-specific, oscillations. The degree of vessel maturation was related to the amplitude of tumour-specific, but not systemic, oscillations. CONCLUSIONS: Our results provide further insights into the complexity of spontaneous fluctuations in tumour oxygenation and its relationship with tumour pathophysiology. These observations could be used to develop improved drug delivery strategies. |
format | Online Article Text |
id | pubmed-4647875 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | Nature Publishing Group |
record_format | MEDLINE/PubMed |
spelling | pubmed-46478752015-12-01 Decomposition of spontaneous fluctuations in tumour oxygenation using BOLD MRI and independent component analysis Gonçalves, Miguel R Johnson, S Peter Ramasawmy, Rajiv Pedley, R Barbara Lythgoe, Mark F Walker-Samuel, Simon Br J Cancer Translational Therapeutics BACKGROUND: Solid tumours can undergo cycles of hypoxia, followed by reoxygenation, which can have significant implications for the success of anticancer therapies. A need therefore exists to develop methods to aid its detection and to further characterise its biological basis. We present here a novel method for decomposing systemic and tumour-specific contributions to fluctuations in tumour deoxyhaemoglobin concentration, based on magnetic resonance imaging measurements. METHODS: Fluctuations in deoxyhaemoglobin concentration in two tumour xenograft models of colorectal carcinoma were decomposed into distinct contributions using independent component analysis. These components were then correlated with systemic pulse oximetry measurements to assess the influence of systemic variations in blood oxygenation in tumours, compared with those that arise within the tumour itself (tumour-specific). Immunohistochemical staining was used to assess the physiological basis of each source of fluctuation. RESULTS: Systemic fluctuations in blood oxygenation were found to contribute to cycling hypoxia in tumours, but tumour-specific fluctuations were also evident. Moreover, the size of the tumours was found to influence the degree of systemic, but not tumour-specific, oscillations. The degree of vessel maturation was related to the amplitude of tumour-specific, but not systemic, oscillations. CONCLUSIONS: Our results provide further insights into the complexity of spontaneous fluctuations in tumour oxygenation and its relationship with tumour pathophysiology. These observations could be used to develop improved drug delivery strategies. Nature Publishing Group 2015-10-20 2015-10-20 /pmc/articles/PMC4647875/ /pubmed/26484634 http://dx.doi.org/10.1038/bjc.2015.270 Text en Copyright © 2015 Cancer Research UK http://creativecommons.org/licenses/by/4.0/ This work is licensed under the Creative Commons Attribution 4.0 International License. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ |
spellingShingle | Translational Therapeutics Gonçalves, Miguel R Johnson, S Peter Ramasawmy, Rajiv Pedley, R Barbara Lythgoe, Mark F Walker-Samuel, Simon Decomposition of spontaneous fluctuations in tumour oxygenation using BOLD MRI and independent component analysis |
title | Decomposition of spontaneous fluctuations in tumour oxygenation using BOLD MRI and independent component analysis |
title_full | Decomposition of spontaneous fluctuations in tumour oxygenation using BOLD MRI and independent component analysis |
title_fullStr | Decomposition of spontaneous fluctuations in tumour oxygenation using BOLD MRI and independent component analysis |
title_full_unstemmed | Decomposition of spontaneous fluctuations in tumour oxygenation using BOLD MRI and independent component analysis |
title_short | Decomposition of spontaneous fluctuations in tumour oxygenation using BOLD MRI and independent component analysis |
title_sort | decomposition of spontaneous fluctuations in tumour oxygenation using bold mri and independent component analysis |
topic | Translational Therapeutics |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4647875/ https://www.ncbi.nlm.nih.gov/pubmed/26484634 http://dx.doi.org/10.1038/bjc.2015.270 |
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