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DCE-MRI biomarkers of tumour heterogeneity predict CRC liver metastasis shrinkage following bevacizumab and FOLFOX-6
- Source :
- O'Connor, J P B, Rose, C J, Jackson, A, Watson, Y, Cheung, S, Maders, F, Whitcher, B J, Roberts, C, Buonaccorsi, G A, Thompson, G, Clamp, A R, Jayson, G C & Parker, G J M 2011, ' DCE-MRI biomarkers of tumour heterogeneity predict CRC liver metastasis shrinkage following bevacizumab and FOLFOX-6 ' British Journal of Cancer, vol. 105, no. 1, pp. 139-145 . https://doi.org/10.1038/bjc.2011.191, British Journal of Cancer, O'Connor, J P B, Rose, C J, Jackson, A, Watson, Y, Cheung, S, Maders, F, Whitcher, B J, Roberts, C, Buonaccorsi, G A, Thompson, G, Clamp, A R, Jayson, G C & Parker, G J M 2011, ' DCE-MRI biomarkers of tumour heterogeneity predict CRC liver metastasis shrinkage following bevacizumab and FOLFOX-6 ', British Journal of Cancer, vol. 105, no. 1, pp. 139-145 . https://doi.org/10.1038/bjc.2011.191
- Publication Year :
- 2011
-
Abstract
- Background:There is limited evidence that imaging biomarkers can predict subsequent response to therapy. Such prognostic and/or predictive biomarkers would facilitate development of personalised medicine. We hypothesised that pre-treatment measurement of the heterogeneity of tumour vascular enhancement could predict clinical outcome following combination anti-angiogenic and cytotoxic chemotherapy in colorectal cancer (CRC) liver metastases.Methods:Ten patients with 26 CRC liver metastases had two dynamic contrast-enhanced MRI (DCE-MRI) examinations before starting first-line bevacizumab and FOLFOX-6. Pre-treatment biomarkers of tumour microvasculature were computed and a regression analysis was performed against the post-treatment change in tumour volume after five cycles of therapy. The ability of the resulting linear model to predict tumour shrinkage was evaluated using leave-one-out validation. Robustness to inter-visit variation was investigated using data from a second baseline scan.Results:In all, 86% of the variance in post-treatment tumour shrinkage was explained by the median extravascular extracellular volume (v e), tumour enhancing fraction (E F), and microvascular uniformity (assessed with the fractal measure box dimension, d 0) (R 2 0.86, P0.00005). Other variables, including baseline volume were not statistically significant. Median prediction error was 12%. Equivalent results were obtained from the second scan.Conclusion:Traditional image analyses may over-simplify tumour biology. Measuring microvascular heterogeneity may yield important prognostic and/or predictive biomarkers. © 2011 Cancer Research UK All rights reserved.
- Subjects :
- Oncology
Gadolinium DTPA
Male
Pathology
Cancer Research
genetic structures
Organoplatinum Compounds
Colorectal cancer
Leucovorin
Contrast Media
Metastasis
Prostate cancer
angiogenesis
FOLFOX
Antineoplastic Combined Chemotherapy Protocols
skin and connective tissue diseases
Liver Neoplasms
personalised medicine
Antibodies, Monoclonal
Magnetic Resonance Imaging
Bevacizumab
Survival Rate
Treatment Outcome
outcome
biomarker
Drug Therapy, Combination
Female
Fluorouracil
Liver cancer
Colorectal Neoplasms
medicine.drug
MRI
medicine.medical_specialty
Liver tumor
Tumour heterogeneity
Antibodies, Monoclonal, Humanized
Internal medicine
medicine
Biomarkers, Tumor
Humans
Molecular Diagnostics
Aged
Retrospective Studies
business.industry
medicine.disease
eye diseases
digestive system diseases
sense organs
heterogeneity
business
Subjects
Details
- Language :
- English
- Database :
- OpenAIRE
- Journal :
- O'Connor, J P B, Rose, C J, Jackson, A, Watson, Y, Cheung, S, Maders, F, Whitcher, B J, Roberts, C, Buonaccorsi, G A, Thompson, G, Clamp, A R, Jayson, G C & Parker, G J M 2011, ' DCE-MRI biomarkers of tumour heterogeneity predict CRC liver metastasis shrinkage following bevacizumab and FOLFOX-6 ' British Journal of Cancer, vol. 105, no. 1, pp. 139-145 . https://doi.org/10.1038/bjc.2011.191, British Journal of Cancer, O'Connor, J P B, Rose, C J, Jackson, A, Watson, Y, Cheung, S, Maders, F, Whitcher, B J, Roberts, C, Buonaccorsi, G A, Thompson, G, Clamp, A R, Jayson, G C & Parker, G J M 2011, ' DCE-MRI biomarkers of tumour heterogeneity predict CRC liver metastasis shrinkage following bevacizumab and FOLFOX-6 ', British Journal of Cancer, vol. 105, no. 1, pp. 139-145 . https://doi.org/10.1038/bjc.2011.191
- Accession number :
- edsair.doi.dedup.....20b79a37e1fd8b2b7dbe27378c3b3f89
- Full Text :
- https://doi.org/10.1038/bjc.2011.191