4.6 Article

Evaluation of diffusion models in breast cancer

Journal

MEDICAL PHYSICS
Volume 42, Issue 8, Pages 4833-4839

Publisher

WILEY
DOI: 10.1118/1.4927255

Keywords

diffusion weighted MR imaging; diffusion models; breast cancer

Funding

  1. Cancer Research UK
  2. EPSRC Cancer Imaging Centre
  3. MRC
  4. Department of Health (England) [C1060/A10334, C1060/A16464]
  5. NHS
  6. Clinical Research Facility
  7. MRC [G0701533] Funding Source: UKRI
  8. Cancer Research UK [16464] Funding Source: researchfish
  9. Medical Research Council [G0701533] Funding Source: researchfish
  10. National Institute for Health Research [NF-SI-0512-10162] Funding Source: researchfish

Ask authors/readers for more resources

Purpose: The purpose of this study is to investigate whether the microvascular pseudodiffusion effects resulting with non-monoexponential behavior are present in breast cancer, taking into account tumor spatial heterogeneity. Additionally, methodological factors affecting the signal in low and high diffusion-sensitizing gradient ranges were explored in phantom studies. Methods: The effect of eddy currents and accuracy of b-value determination using a multiple b-value diffusion-weighted MR imaging sequence were investigated in test objects. Diffusion model selection and noise were then investigated in volunteers (n = 5) and breast tumor patients (n = 21) using the Bayesian information criterion. Results: 54.3% of lesion voxels were best fitted by a monoexponential, 26.2% by a stretched-exponential, and 19.5% by a biexponential intravoxel incoherent motion (IVIM) model. High correlation (0.92) was observed between diffusion coefficients calculated using mono-and stretched-exponential models and moderate (0.59) between monoexponential and IVIM (medians: 0.96/0.84/0.72x10(-3) mm(2)/s, respectively). Distortion due to eddy currents depended on the direction of the diffusion gradient and displacement varied between 1 and 6 mm for high b-value images. Shift in the apparent diffusion coefficient due to intrinsic field gradients was compensated for by averaging diffusion data obtained from opposite directions. Conclusions: Pseudodiffusion and intravoxel heterogeneity effects were not observed in approximately half of breast cancer and normal tissue voxels. This result indicates that stretched and IVIM models should be utilized in regional analysis rather than global tumor assessment. Cross terms between diffusion-sensitization gradients and other imaging or susceptibility-related gradients are relevant in clinical protocols, supporting the use of geometric averaging of diffusion-weighted images acquired with diffusion-sensitization gradients in opposite directions. (C) 2015 Author(s).

Authors

I am an author on this paper
Click your name to claim this paper and add it to your profile.

Reviews

Primary Rating

4.6
Not enough ratings

Secondary Ratings

Novelty
-
Significance
-
Scientific rigor
-
Rate this paper

Recommended

No Data Available
No Data Available