The application of a gamma distribution model to diffusion-weighted images of the orofacial region
Autor: | Takeshi Kamitani, Wannakamon Panyarak, Shintaro Kawano, Kenji Tokumori, Toru Chikui, Kazunori Yoshiura, Osamu Togao, Yasuo Yamashita |
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Rok vydání: | 2021 |
Předmět: |
Physics
Distribution (number theory) Statistical model General Medicine Magnetic Resonance Imaging 030218 nuclear medicine & medical imaging Perfusion Motion 03 medical and health sciences Diffusion Magnetic Resonance Imaging 0302 clinical medicine Nuclear magnetic resonance Otorhinolaryngology Carcinoma Squamous Cell Gamma distribution Humans Radiology Nuclear Medicine and imaging Diffusion (business) General Dentistry 030217 neurology & neurosurgery Intravoxel incoherent motion Research Article Diffusion MRI |
Zdroj: | Dentomaxillofac Radiol |
ISSN: | 1476-542X 0250-832X |
Popis: | Objectives: This study evaluated the correlation among the diffusion-derived parameters obtained by monoexponential (ME), intravoxel incoherent motion (IVIM) and γ distribution (GD) models and compared these parameters among representative orofacial tumours. Methods: Ninety-two patients who underwent 1.5 T MRI including diffusion-weighted imaging were included. The shape parameter (κ), scale parameter (θ), ratio of the intracellular diffusion (ƒ1), extracellular diffusion (ƒ2) and perfusion (ƒ3) were obtained by the GD model; the true diffusion coefficient (D) and perfusion fraction (f) were obtained by the IVIM model; and the apparent diffusion coefficient (ADC) was obtained by the ME model. Results: ƒ1 had a strongly negative correlation with the ADC (ρ = −0.993) and D (ρ = −0.926). A strong positive correlation between f and ƒ3 (ρ = 0.709) was found. Malignant lymphoma (ML) had the highest ƒ1, followed by squamous cell carcinoma (SCC), malignant salivary gland tumours, pleomorphic adenoma (Pleo) and angioma. Both the IVIM and GD models suggested the highest perfusion in angioma and the lowest perfusion in ML. The GD model demonstrated a high extracellular component in Pleo and revealed that the T4a+T4b SCC group had a lower ƒ2 than the T2+T3 SCC group, and poor to moderately differentiated SCC had a higher ƒ1 than highly differentiated SCC. Conclusions: Given the correlation among the diffusion-derived parameters, the GD model might be a good alternative to the IVIM model. Furthermore, the GD model’s parameters were useful for characterizing the pathological structure. |
Databáze: | OpenAIRE |
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