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, P<0.00005). 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.
|
Authors | J P B O'Connor, C J Rose, A Jackson, Y Watson, S Cheung, F Maders, B J Whitcher, C Roberts, G A Buonaccorsi, G Thompson, A R Clamp, G C Jayson, G J M Parker |
Journal | British journal of cancer
(Br J Cancer)
Vol. 105
Issue 1
Pg. 139-45
(Jun 28 2011)
ISSN: 1532-1827 [Electronic] England |
PMID | 21673686
(Publication Type: Journal Article, Research Support, Non-U.S. Gov't)
|
Chemical References |
- Antibodies, Monoclonal
- Antibodies, Monoclonal, Humanized
- Biomarkers, Tumor
- Contrast Media
- Organoplatinum Compounds
- Bevacizumab
- Gadolinium DTPA
- Leucovorin
- Fluorouracil
|
Topics |
- Aged
- Antibodies, Monoclonal
(therapeutic use)
- Antibodies, Monoclonal, Humanized
- Antineoplastic Combined Chemotherapy Protocols
(therapeutic use)
- Bevacizumab
- Biomarkers, Tumor
- Colorectal Neoplasms
(diagnosis, drug therapy)
- Contrast Media
- Drug Therapy, Combination
- Female
- Fluorouracil
(therapeutic use)
- Gadolinium DTPA
- Humans
- Leucovorin
(therapeutic use)
- Liver Neoplasms
(diagnosis, drug therapy, secondary)
- Magnetic Resonance Imaging
- Male
- Organoplatinum Compounds
(therapeutic use)
- Retrospective Studies
- Survival Rate
- Treatment Outcome
|