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Early Diagnosis of Brain Metastases Using a Biofluids-Metabolomics Approach in Mice

Over 20% of cancer patients will develop brain metastases. Prognosis is currently extremely poor, largely owing to late-stage diagnosis. We hypothesized that biofluid metabolomics could detect tumours at the micrometastatic stage, prior to the current clinical gold-standard of blood-brain barrier br...

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Autores principales: Larkin, James R., Dickens, Alex M., Claridge, Timothy D. W., Bristow, Claire, Andreou, Kleopatra, Anthony, Daniel C., Sibson, Nicola R.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Ivyspring International Publisher 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5135440/
https://www.ncbi.nlm.nih.gov/pubmed/27924154
http://dx.doi.org/10.7150/thno.16538
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author Larkin, James R.
Dickens, Alex M.
Claridge, Timothy D. W.
Bristow, Claire
Andreou, Kleopatra
Anthony, Daniel C.
Sibson, Nicola R.
author_facet Larkin, James R.
Dickens, Alex M.
Claridge, Timothy D. W.
Bristow, Claire
Andreou, Kleopatra
Anthony, Daniel C.
Sibson, Nicola R.
author_sort Larkin, James R.
collection PubMed
description Over 20% of cancer patients will develop brain metastases. Prognosis is currently extremely poor, largely owing to late-stage diagnosis. We hypothesized that biofluid metabolomics could detect tumours at the micrometastatic stage, prior to the current clinical gold-standard of blood-brain barrier breakdown. Metastatic mammary carcinoma cells (4T1-GFP) were injected into BALB/c mice via intracerebral, intracardiac or intravenous routes to induce differing cerebral and systemic tumour burdens. B16F10 melanoma and MDA231BR-GFP human breast carcinoma cells were used for additional modelling. Urine metabolite composition was analysed by (1)H NMR spectroscopy. Statistical pattern recognition and modelling was applied to identify differences or commonalities indicative of brain metastasis burden. Significant metabolic profile separations were found between control cohorts and animals with tumour burdens at all time-points for the intracerebral 4T1-GFP time-course. Models became stronger, with higher sensitivity and specificity, as the time-course progressed indicating a more severe tumour burden. Sensitivity and specificity for predicting a blinded testing set were 0.89 and 0.82, respectively, at day 5, both rising to 1.00 at day 35. Significant separations were also found between control and all 4T1-GFP injected mice irrespective of route. Likewise, significant separations were observed in B16F10 and MDA231BR-GFP cell line models. Metabolites underpinning each separation were identified. These findings demonstrate that brain metastases can be diagnosed in an animal model based on urinary metabolomics from micrometastatic stages. Furthermore, it is possible to separate differing systemic and CNS tumour burdens, suggesting a metabolite fingerprint specific to brain metastasis. This method has strong potential for clinical translation.
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spelling pubmed-51354402016-12-06 Early Diagnosis of Brain Metastases Using a Biofluids-Metabolomics Approach in Mice Larkin, James R. Dickens, Alex M. Claridge, Timothy D. W. Bristow, Claire Andreou, Kleopatra Anthony, Daniel C. Sibson, Nicola R. Theranostics Research Paper Over 20% of cancer patients will develop brain metastases. Prognosis is currently extremely poor, largely owing to late-stage diagnosis. We hypothesized that biofluid metabolomics could detect tumours at the micrometastatic stage, prior to the current clinical gold-standard of blood-brain barrier breakdown. Metastatic mammary carcinoma cells (4T1-GFP) were injected into BALB/c mice via intracerebral, intracardiac or intravenous routes to induce differing cerebral and systemic tumour burdens. B16F10 melanoma and MDA231BR-GFP human breast carcinoma cells were used for additional modelling. Urine metabolite composition was analysed by (1)H NMR spectroscopy. Statistical pattern recognition and modelling was applied to identify differences or commonalities indicative of brain metastasis burden. Significant metabolic profile separations were found between control cohorts and animals with tumour burdens at all time-points for the intracerebral 4T1-GFP time-course. Models became stronger, with higher sensitivity and specificity, as the time-course progressed indicating a more severe tumour burden. Sensitivity and specificity for predicting a blinded testing set were 0.89 and 0.82, respectively, at day 5, both rising to 1.00 at day 35. Significant separations were also found between control and all 4T1-GFP injected mice irrespective of route. Likewise, significant separations were observed in B16F10 and MDA231BR-GFP cell line models. Metabolites underpinning each separation were identified. These findings demonstrate that brain metastases can be diagnosed in an animal model based on urinary metabolomics from micrometastatic stages. Furthermore, it is possible to separate differing systemic and CNS tumour burdens, suggesting a metabolite fingerprint specific to brain metastasis. This method has strong potential for clinical translation. Ivyspring International Publisher 2016-09-12 /pmc/articles/PMC5135440/ /pubmed/27924154 http://dx.doi.org/10.7150/thno.16538 Text en © The Authors. This is an open access article distributed under the terms and conditions of the Creative Commons Attribution License https://creativecommons.org/licenses/by/4.0/.
spellingShingle Research Paper
Larkin, James R.
Dickens, Alex M.
Claridge, Timothy D. W.
Bristow, Claire
Andreou, Kleopatra
Anthony, Daniel C.
Sibson, Nicola R.
Early Diagnosis of Brain Metastases Using a Biofluids-Metabolomics Approach in Mice
title Early Diagnosis of Brain Metastases Using a Biofluids-Metabolomics Approach in Mice
title_full Early Diagnosis of Brain Metastases Using a Biofluids-Metabolomics Approach in Mice
title_fullStr Early Diagnosis of Brain Metastases Using a Biofluids-Metabolomics Approach in Mice
title_full_unstemmed Early Diagnosis of Brain Metastases Using a Biofluids-Metabolomics Approach in Mice
title_short Early Diagnosis of Brain Metastases Using a Biofluids-Metabolomics Approach in Mice
title_sort early diagnosis of brain metastases using a biofluids-metabolomics approach in mice
topic Research Paper
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5135440/
https://www.ncbi.nlm.nih.gov/pubmed/27924154
http://dx.doi.org/10.7150/thno.16538
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