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Published in: European Radiology 5/2016

Open Access 01-05-2016 | Magnetic Resonance

Diffusion-weighted MR imaging of metastatic abdominal and pelvic tumours is sensitive to early changes induced by a VEGF inhibitor using alternative diffusion attenuation models

Authors: Matthew R. Orton, Christina Messiou, David Collins, Veronica A. Morgan, Jean Tessier, Helen Young, Nandita deSouza, Martin O. Leach

Published in: European Radiology | Issue 5/2016

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Abstract

Objectives

To assess the utility of diffusion weighted imaging for monitoring early treatment effects associated with a VEGF inhibitor.

Materials and methods

Twenty-nine patients with metastatic abdominal and pelvic tumours were recruited and imaged with DW-MRI: twice at baseline, and after 7 and 28 days of treatment with cediranib. Tumour measures were derived using mono-exponential, bi-exponential and stretched-exponential models, and parameter repeatability and treatment effects seen after 7 and 28 days were assessed. Correlations with volume changes and DCE-MRI metrics were also assessed.

Results

Diffusion coefficient repeatabilities from all models were < 6 %; f and D* (bi-exponential) were 22 % and 44 %; α (stretched-exponential) was 4.2 %. Significant increases in the diffusion coefficients from all models were observed at day 28 but not day 7. Significant decreases in D* and f.D* were observed at day 7 and in f at day 28; significant increases in α were observed at both time-points. Weak correlations between DW-MRI changes and volume changes and DCE-MRI changes were observed.

Conclusion

DW-MRI is sensitive to early and late treatment changes caused by a VEGF inhibitor using non-mono-exponential models. Evidence of over-fitting using the bi-exponential model suggests that the stretched-exponential model is best suited to monitor such changes.

Key points

Non-mono-exponential diffusion models widen sensitivity to a broader class of tissue properties.
A stretched-exponential model robustly detects changes after 7 days of VEGF-inhibitor treatment.
There are very weak correlations between DWI-IVIM perfusion and similar DCE-MRI measures.
Diffusion-weighted MRI is a highly informative technique for assessing novel tumour therapies.
Literature
1.
go back to reference Moffat BA, Chenevert TL, Lawrence TS et al (2005) Functional diffusion map: a noninvasive MRI biomarker for early stratification of clinical brain tumor response. Proc Natl Acad Sci U S A 102:5524–5529CrossRefPubMedPubMedCentral Moffat BA, Chenevert TL, Lawrence TS et al (2005) Functional diffusion map: a noninvasive MRI biomarker for early stratification of clinical brain tumor response. Proc Natl Acad Sci U S A 102:5524–5529CrossRefPubMedPubMedCentral
2.
go back to reference Koh DM, Blackledge M, Collins DJ et al (2009) Reproducibility and changes in the apparent diffusion coefficients of solid tumors treated with combretastatin A4 phosphate and bevacizumab in a two-centre phase I clinical trial. Eur Radiol 19:2728–2738CrossRefPubMed Koh DM, Blackledge M, Collins DJ et al (2009) Reproducibility and changes in the apparent diffusion coefficients of solid tumors treated with combretastatin A4 phosphate and bevacizumab in a two-centre phase I clinical trial. Eur Radiol 19:2728–2738CrossRefPubMed
3.
go back to reference Hoff BA, Chenevert TL, Bhojani MS et al (2010) Assessment of multiexponential diffusion features as MRI cancer therapy response metrics. Magn Reson Med 64:1499–1509CrossRefPubMedPubMedCentral Hoff BA, Chenevert TL, Bhojani MS et al (2010) Assessment of multiexponential diffusion features as MRI cancer therapy response metrics. Magn Reson Med 64:1499–1509CrossRefPubMedPubMedCentral
4.
go back to reference Wang Z, Su MY, Najafi A et al (2001) Effect of vasodilator hydralazine on tumor microvascular random flow and blood volume as measured by intravoxel incoherent motion (IVIM) weighted MRI in conjunction with Gd-DTPA-albumin enhanced MRI. Magn Reson Imaging 19:1063–1072CrossRefPubMed Wang Z, Su MY, Najafi A et al (2001) Effect of vasodilator hydralazine on tumor microvascular random flow and blood volume as measured by intravoxel incoherent motion (IVIM) weighted MRI in conjunction with Gd-DTPA-albumin enhanced MRI. Magn Reson Imaging 19:1063–1072CrossRefPubMed
5.
go back to reference Neil JJ, Bosch CS, Ackerman JJ (1994) An evaluation of the sensitivity of the intravoxel incoherent motion (IVIM) method of blood flow measurement to changes in cerebral blood flow. Magn Reson Med 32:60–65CrossRefPubMed Neil JJ, Bosch CS, Ackerman JJ (1994) An evaluation of the sensitivity of the intravoxel incoherent motion (IVIM) method of blood flow measurement to changes in cerebral blood flow. Magn Reson Med 32:60–65CrossRefPubMed
6.
go back to reference Koh DM, Collins DJ, Orton MR (2011) Intravoxel incoherent motion in body diffusion-weighted MRI: reality and challenges. AJR Am J Roentgenol 196:1351–1361CrossRefPubMed Koh DM, Collins DJ, Orton MR (2011) Intravoxel incoherent motion in body diffusion-weighted MRI: reality and challenges. AJR Am J Roentgenol 196:1351–1361CrossRefPubMed
7.
go back to reference Le Bihan D, Breton E, Lallemand D et al (1986) MR imaging of intravoxel incoherent motions: application to diffusion and perfusion in neurologic disorders. Radiology 161:401–407CrossRefPubMed Le Bihan D, Breton E, Lallemand D et al (1986) MR imaging of intravoxel incoherent motions: application to diffusion and perfusion in neurologic disorders. Radiology 161:401–407CrossRefPubMed
8.
go back to reference Le Bihan D, Breton E, Lallemand D et al (1988) Separation of diffusion and perfusion in intravoxel incoherent motion MR imaging. Radiology 168:497–505CrossRefPubMed Le Bihan D, Breton E, Lallemand D et al (1988) Separation of diffusion and perfusion in intravoxel incoherent motion MR imaging. Radiology 168:497–505CrossRefPubMed
9.
go back to reference Hauser T, Essig M, Jensen A et al (2013) Characterization and therapy monitoring of head and neck carcinomas using diffusion-imaging-based intravoxel incoherent motion parameters-preliminary results. Neuroradiology 55:527–536CrossRefPubMed Hauser T, Essig M, Jensen A et al (2013) Characterization and therapy monitoring of head and neck carcinomas using diffusion-imaging-based intravoxel incoherent motion parameters-preliminary results. Neuroradiology 55:527–536CrossRefPubMed
10.
go back to reference Bennett KM, Schmainda KM, Bennett RT et al (2003) Characterization of continuously distributed cortical water diffusion rates with a stretched-exponential model. Magn Reson Med 50:727–734CrossRefPubMed Bennett KM, Schmainda KM, Bennett RT et al (2003) Characterization of continuously distributed cortical water diffusion rates with a stretched-exponential model. Magn Reson Med 50:727–734CrossRefPubMed
11.
go back to reference Kwee TC, Galbán CJ, Tsien C et al (2010) Comparison of apparent diffusion coefficients and distributed diffusion coefficients in high-grade gliomas. J Magn Reson Imaging 31:531–537CrossRefPubMedPubMedCentral Kwee TC, Galbán CJ, Tsien C et al (2010) Comparison of apparent diffusion coefficients and distributed diffusion coefficients in high-grade gliomas. J Magn Reson Imaging 31:531–537CrossRefPubMedPubMedCentral
12.
go back to reference Mazaheri Y, Afaq A, Rowe DB et al (2012) Diffusion-weighted magnetic resonance imaging of the prostate: improved robustness with stretched exponential modeling. J Comput Assist Tomogr 36:695–703CrossRefPubMed Mazaheri Y, Afaq A, Rowe DB et al (2012) Diffusion-weighted magnetic resonance imaging of the prostate: improved robustness with stretched exponential modeling. J Comput Assist Tomogr 36:695–703CrossRefPubMed
14.
go back to reference Wedge SR, Kendrew J, Hennequin LF et al (2005) AZD2171: a highly potent, orally bioavailable, vascular endothelial growth factor receptor-2 tyrosine kinase inhibitor for the treatment of cancer. Cancer Res 65:4389–4400CrossRefPubMed Wedge SR, Kendrew J, Hennequin LF et al (2005) AZD2171: a highly potent, orally bioavailable, vascular endothelial growth factor receptor-2 tyrosine kinase inhibitor for the treatment of cancer. Cancer Res 65:4389–4400CrossRefPubMed
15.
go back to reference Bradley DP, Tessier JL, Checkley D et al (2008) Effects of AZD2171 and vandetanib (ZD6474, Zactima) on haemodynamic variables in an SW620 human colon tumor model: an investigation using dynamic contrast-enhanced MRI and the rapid clearance blood pool contrast agent, P792 (gadomelitol). NMR Biomed 21:42–52CrossRefPubMed Bradley DP, Tessier JL, Checkley D et al (2008) Effects of AZD2171 and vandetanib (ZD6474, Zactima) on haemodynamic variables in an SW620 human colon tumor model: an investigation using dynamic contrast-enhanced MRI and the rapid clearance blood pool contrast agent, P792 (gadomelitol). NMR Biomed 21:42–52CrossRefPubMed
16.
go back to reference Bradley DP, Tessier JJ, Lacey T et al (2009) Examining the acute effects of cediranib (RECENTIN, AZD2171) treatment in tumor models: a dynamic contrast-enhanced MRI study using gadopentate. Magn Reson Imaging 27:377–384CrossRefPubMed Bradley DP, Tessier JJ, Lacey T et al (2009) Examining the acute effects of cediranib (RECENTIN, AZD2171) treatment in tumor models: a dynamic contrast-enhanced MRI study using gadopentate. Magn Reson Imaging 27:377–384CrossRefPubMed
17.
go back to reference Drevs J, Siegert P, Medinger M et al (2007) Phase I clinical study of AZD2171, an oral vascular endothelial growth factor signaling inhibitor, in patients with advanced solid tumors. J Clin Oncol 25:3045–3054CrossRefPubMed Drevs J, Siegert P, Medinger M et al (2007) Phase I clinical study of AZD2171, an oral vascular endothelial growth factor signaling inhibitor, in patients with advanced solid tumors. J Clin Oncol 25:3045–3054CrossRefPubMed
18.
go back to reference Messiou C, Orton M, Ang JE, Collins DJ, Morgan VA, Mears D et al (2012) Advanced solid tumors treated with cediranib: comparison of dynamic contrast-enhanced MR imaging and CT as markers of vascular activity. Radiology 265:426–436CrossRefPubMed Messiou C, Orton M, Ang JE, Collins DJ, Morgan VA, Mears D et al (2012) Advanced solid tumors treated with cediranib: comparison of dynamic contrast-enhanced MR imaging and CT as markers of vascular activity. Radiology 265:426–436CrossRefPubMed
19.
go back to reference Jerome NP, Orton MR, d'Arcy JA et al (2014) Comparison of free-breathing with navigator-controlled acquisition regimes in abdominal diffusion-weighted magnetic resonance images: effect on ADC and IVIM statistics. J Magn Reson Imaging 39:235–240CrossRefPubMed Jerome NP, Orton MR, d'Arcy JA et al (2014) Comparison of free-breathing with navigator-controlled acquisition regimes in abdominal diffusion-weighted magnetic resonance images: effect on ADC and IVIM statistics. J Magn Reson Imaging 39:235–240CrossRefPubMed
20.
go back to reference Padhani AR, Liu G, Koh DM et al (2009) Diffusion-weighted magnetic resonance imaging as a cancer biomarker: consensus and recommendations. Neoplasia 11:102–125CrossRefPubMedPubMedCentral Padhani AR, Liu G, Koh DM et al (2009) Diffusion-weighted magnetic resonance imaging as a cancer biomarker: consensus and recommendations. Neoplasia 11:102–125CrossRefPubMedPubMedCentral
22.
go back to reference Bland JM, Altman DG (1986) Statistical methods for assessing agreement between two methods of clinical measurement. Lancet 1:307–310CrossRefPubMed Bland JM, Altman DG (1986) Statistical methods for assessing agreement between two methods of clinical measurement. Lancet 1:307–310CrossRefPubMed
23.
go back to reference Koh DM, Scurr E, Collins DJ et al (2006) Colorectal hepatic metastases: quantitative measurements using single-shot echo-planar diffusion-weighted MR imaging. Eur Radiol 16:1898–1905CrossRefPubMed Koh DM, Scurr E, Collins DJ et al (2006) Colorectal hepatic metastases: quantitative measurements using single-shot echo-planar diffusion-weighted MR imaging. Eur Radiol 16:1898–1905CrossRefPubMed
24.
go back to reference Yamada I, Aung W, Himeno Y et al (1999) Diffusion coefficients in abdominal organs and hepatic lesions: evaluation with intravoxel incoherent motion echo-planar MR imaging. Radiology 210:617–623CrossRefPubMed Yamada I, Aung W, Himeno Y et al (1999) Diffusion coefficients in abdominal organs and hepatic lesions: evaluation with intravoxel incoherent motion echo-planar MR imaging. Radiology 210:617–623CrossRefPubMed
25.
go back to reference Andreou A, Koh DM, Collins DJ et al (2013) Measurement reproducibility of perfusion fraction and pseudodiffusion coefficient derived by intravoxel incoherent motion diffusion-weighted MR imaging in normal liver and metastases. Eur Radiol 23:428–434CrossRefPubMed Andreou A, Koh DM, Collins DJ et al (2013) Measurement reproducibility of perfusion fraction and pseudodiffusion coefficient derived by intravoxel incoherent motion diffusion-weighted MR imaging in normal liver and metastases. Eur Radiol 23:428–434CrossRefPubMed
26.
go back to reference Dyvorne HA, Galea N, Nevers T et al (2013) Diffusion-weighted imaging of the liver with multiple b values: effect of diffusion gradient polarity and breathing acquisition on image quality and intravoxel incoherent motion parameters--a pilot study. Radiology 266:920–929CrossRefPubMedPubMedCentral Dyvorne HA, Galea N, Nevers T et al (2013) Diffusion-weighted imaging of the liver with multiple b values: effect of diffusion gradient polarity and breathing acquisition on image quality and intravoxel incoherent motion parameters--a pilot study. Radiology 266:920–929CrossRefPubMedPubMedCentral
27.
go back to reference Kwee TC, Takahara T, Koh DM et al (2008) Comparison and reproducibility of ADC measurements in breathhold, respiratory triggered, and free-breathing diffusion-weighted MR imaging of the liver. J Magn Reson Imaging 28:1141–1148CrossRefPubMed Kwee TC, Takahara T, Koh DM et al (2008) Comparison and reproducibility of ADC measurements in breathhold, respiratory triggered, and free-breathing diffusion-weighted MR imaging of the liver. J Magn Reson Imaging 28:1141–1148CrossRefPubMed
28.
go back to reference Patel J, Sigmund EE, Rusinek H et al (2010) Diagnosis of cirrhosis with intravoxel incoherent motion diffusion MRI and dynamic contrast-enhanced MRI alone and in combination: preliminary experience. J Magn Reson Imaging 31:589–600CrossRefPubMed Patel J, Sigmund EE, Rusinek H et al (2010) Diagnosis of cirrhosis with intravoxel incoherent motion diffusion MRI and dynamic contrast-enhanced MRI alone and in combination: preliminary experience. J Magn Reson Imaging 31:589–600CrossRefPubMed
29.
go back to reference Thoeny HC, De Keyzer F, Oyen RH et al (2005) Diffusion-weighted MR imaging of kidneys in healthy volunteers and patients with parenchymal diseases: initial experience. Radiology 235:911–917CrossRefPubMed Thoeny HC, De Keyzer F, Oyen RH et al (2005) Diffusion-weighted MR imaging of kidneys in healthy volunteers and patients with parenchymal diseases: initial experience. Radiology 235:911–917CrossRefPubMed
30.
go back to reference Chiaradia M, Baranes L, Van Nhieu JT et al (2014) Intravoxel incoherent motion (IVIM) MR imaging of colorectal liver metastases: Are we only looking at tumor necrosis? J Magn Reson Imaging 39:317–325CrossRefPubMed Chiaradia M, Baranes L, Van Nhieu JT et al (2014) Intravoxel incoherent motion (IVIM) MR imaging of colorectal liver metastases: Are we only looking at tumor necrosis? J Magn Reson Imaging 39:317–325CrossRefPubMed
31.
go back to reference Le Bihan D, Turner R (1992) The capillary network: a link between IVIM and classical perfusion. Magn Reson Med 27:171–178CrossRefPubMed Le Bihan D, Turner R (1992) The capillary network: a link between IVIM and classical perfusion. Magn Reson Med 27:171–178CrossRefPubMed
32.
go back to reference Akaike H (1974) A new look at the statistical model identification. IEEE Trans Autom Control 19:716–723CrossRef Akaike H (1974) A new look at the statistical model identification. IEEE Trans Autom Control 19:716–723CrossRef
Metadata
Title
Diffusion-weighted MR imaging of metastatic abdominal and pelvic tumours is sensitive to early changes induced by a VEGF inhibitor using alternative diffusion attenuation models
Authors
Matthew R. Orton
Christina Messiou
David Collins
Veronica A. Morgan
Jean Tessier
Helen Young
Nandita deSouza
Martin O. Leach
Publication date
01-05-2016
Publisher
Springer Berlin Heidelberg
Published in
European Radiology / Issue 5/2016
Print ISSN: 0938-7994
Electronic ISSN: 1432-1084
DOI
https://doi.org/10.1007/s00330-015-3933-7

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