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Advanced diffusion models in head and neck squamous cell carcinoma patients : Goodness of fit, relationships among diffusion parameters and comparison with dynamic contrast-enhanced perfusion
- Source :
- Magnetic resonance imaging. 36:16-23
- Publication Year :
- 2017
- Publisher :
- Elsevier, 2017.
-
Abstract
- Purpose We assessed advanced fitting models of diffusion weighted imaging (DWI) in head/neck squamous cell carcinoma (HNSCC) patients to determine the best goodness of fit and correlations among diffusion parameters. We compared these results with those of dynamic contrast-enhanced (DCE) perfusion parameters. Materials and methods We retrospectively evaluated 32 HNSCC patients (12 sinonasal, 20 pharynx/oral cavity). The DWI acquisition used single-shot spin-echo echo-planar imaging (EPI) with 12 b-values (0 − 2000). We calculated 14 DWI parameters using mono-exponential, bi-exponential, and tri-exponential models, stretched exponential model (SEM) and diffusion kurtosis imaging (DKI) models. We compared each model's goodness of fit using the residual sum of squares (RSS), Akaike Information Criterion (AIC) and Bayesian information criterion (BIC) value. We determined the correlation between each pair of DWI parameters and between each DWI parameter and DCE perfusion parameter. Results The tri-exponential fit's RSS, AIC and BIC values were significantly smaller than those for bi-exponential fit. The RSS, AIC and BIC values of the SEM fit and DKI fit were significantly smaller than mono-exponential model. Significant correlations were observed in 30 pairs (sinonasal cavity) and 31 (sinonasal cavity group) among 91 DWI parameter combinations. Significant correlations were also observed in nine pairs (both sinonasal cavity and pharynx/oral cavity group) among 64 DWI/DCE perfusion parameter pairs, in particular, high positive correlations between the tri-exponential model's intermediate diffusion fraction (f 2 ) and the volume of the extracellular extravascular space per unit volume of tissue (v e ) were observed in both patient groups. Conclusion We identified several correlations between DWI parameters by advanced fitting models and correlations between DWI and DCE parameters. These will help determine HNSCC patients' detailed tissue structures.
- Subjects :
- Male
medicine.medical_specialty
Biomedical Engineering
Biophysics
Contrast Media
030218 nuclear medicine & medical imaging
Correlation
03 medical and health sciences
0302 clinical medicine
Residual sum of squares
Goodness of fit
Bayesian information criterion
medicine
Humans
Radiology, Nuclear Medicine and imaging
cardiovascular diseases
Diffusion Kurtosis Imaging
Mathematics
Aged
Retrospective Studies
business.industry
Echo-Planar Imaging
Squamous Cell Carcinoma of Head and Neck
Dynamic contrast-enhanced perfusion
Bayes Theorem
Diffusion weighted imaging
Advanced fitting models
Head and neck squamous cell carcinoma
Middle Aged
Models, Theoretical
medicine.disease
Image Enhancement
Head and neck squamous-cell carcinoma
Diffusion Magnetic Resonance Imaging
Head and Neck Neoplasms
Carcinoma, Squamous Cell
Female
Radiology
Akaike information criterion
Nuclear medicine
business
Head
030217 neurology & neurosurgery
Neck
Diffusion MRI
Subjects
Details
- Language :
- English
- ISSN :
- 0730725X
- Volume :
- 36
- Database :
- OpenAIRE
- Journal :
- Magnetic resonance imaging
- Accession number :
- edsair.doi.dedup.....c9d85a3579f4b8e5d87301b69ee80a9f