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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...

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Autores principales: Gonçalves, Miguel R, Johnson, S Peter, Ramasawmy, Rajiv, Pedley, R Barbara, Lythgoe, Mark F, Walker-Samuel, Simon
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group 2015
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.
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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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