Analytical and Numerical Connections between Fractional Fickian and Intravoxel Incoherent Motion Models of Diffusion MRI

Impaired tissue perfusion underlies many chronic disease states and aging. Diffusion-weighted imaging (DWI) is a noninvasive MRI technique that has been widely used to characterize tissue perfusion. Parametric models based on DWI measurements can characterize microvascular perfusion modulated by fun...

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Main Authors: Jingting Yao, Muhammad Ali Raza Anjum, Anshuman Swain, David A. Reiter
Format: Article
Language:English
Published: MDPI AG 2021-08-01
Series:Mathematics
Subjects:
Online Access:https://www.mdpi.com/2227-7390/9/16/1963
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spelling doaj-fa4b09170ff147b284d2d78d865cc0de2021-08-26T14:02:25ZengMDPI AGMathematics2227-73902021-08-0191963196310.3390/math9161963Analytical and Numerical Connections between Fractional Fickian and Intravoxel Incoherent Motion Models of Diffusion MRIJingting Yao0Muhammad Ali Raza Anjum1Anshuman Swain2David A. Reiter3Department of Radiology and Imaging Science, Emory University, Atlanta, GA 30322, USADepartment of Radiology and Imaging Science, Emory University, Atlanta, GA 30322, USADepartment of Radiology and Imaging Science, Emory University, Atlanta, GA 30322, USADepartment of Radiology and Imaging Science, Emory University, Atlanta, GA 30322, USAImpaired tissue perfusion underlies many chronic disease states and aging. Diffusion-weighted imaging (DWI) is a noninvasive MRI technique that has been widely used to characterize tissue perfusion. Parametric models based on DWI measurements can characterize microvascular perfusion modulated by functional and microstructural alterations in the skeletal muscle. The intravoxel incoherent motion (IVIM) model uses a biexponential form to quantify the incoherent motion of water molecules in the microvasculature at low b-values of DWI measurements. The fractional Fickian diffusion (FFD) model is a parsimonious representation of anomalous superdiffusion that uses the stretched exponential form and can be used to quantify the microvascular volume of skeletal muscle. Both models are established measures of perfusion based on DWI, and the prognostic value of model parameters for identifying pathophysiological processes has been studied. Although the mathematical properties of individual models have been previously reported, quantitative connections between IVIM and FFD models have not been examined. This work provides a mathematical framework for obtaining a direct, one-way transformation of the parameters of the stretched exponential model to those of the biexponential model. Numerical simulations are implemented, and the results corroborate analytical results. Additionally, analysis of in vivo DWI measurements in skeletal muscle using both biexponential and stretched exponential models is shown and compared with analytical and numerical models. These results demonstrate the difficulty of model selection based on goodness of fit to experimental data. This analysis provides a framework for better interpreting and harmonizing perfusion parameters from experimental results using these two different models.https://www.mdpi.com/2227-7390/9/16/1963biexponentialdiffusion-weighted MRIfractional FickianIVIM modelmuscle perfusionperfusion
collection DOAJ
language English
format Article
sources DOAJ
author Jingting Yao
Muhammad Ali Raza Anjum
Anshuman Swain
David A. Reiter
spellingShingle Jingting Yao
Muhammad Ali Raza Anjum
Anshuman Swain
David A. Reiter
Analytical and Numerical Connections between Fractional Fickian and Intravoxel Incoherent Motion Models of Diffusion MRI
Mathematics
biexponential
diffusion-weighted MRI
fractional Fickian
IVIM model
muscle perfusion
perfusion
author_facet Jingting Yao
Muhammad Ali Raza Anjum
Anshuman Swain
David A. Reiter
author_sort Jingting Yao
title Analytical and Numerical Connections between Fractional Fickian and Intravoxel Incoherent Motion Models of Diffusion MRI
title_short Analytical and Numerical Connections between Fractional Fickian and Intravoxel Incoherent Motion Models of Diffusion MRI
title_full Analytical and Numerical Connections between Fractional Fickian and Intravoxel Incoherent Motion Models of Diffusion MRI
title_fullStr Analytical and Numerical Connections between Fractional Fickian and Intravoxel Incoherent Motion Models of Diffusion MRI
title_full_unstemmed Analytical and Numerical Connections between Fractional Fickian and Intravoxel Incoherent Motion Models of Diffusion MRI
title_sort analytical and numerical connections between fractional fickian and intravoxel incoherent motion models of diffusion mri
publisher MDPI AG
series Mathematics
issn 2227-7390
publishDate 2021-08-01
description Impaired tissue perfusion underlies many chronic disease states and aging. Diffusion-weighted imaging (DWI) is a noninvasive MRI technique that has been widely used to characterize tissue perfusion. Parametric models based on DWI measurements can characterize microvascular perfusion modulated by functional and microstructural alterations in the skeletal muscle. The intravoxel incoherent motion (IVIM) model uses a biexponential form to quantify the incoherent motion of water molecules in the microvasculature at low b-values of DWI measurements. The fractional Fickian diffusion (FFD) model is a parsimonious representation of anomalous superdiffusion that uses the stretched exponential form and can be used to quantify the microvascular volume of skeletal muscle. Both models are established measures of perfusion based on DWI, and the prognostic value of model parameters for identifying pathophysiological processes has been studied. Although the mathematical properties of individual models have been previously reported, quantitative connections between IVIM and FFD models have not been examined. This work provides a mathematical framework for obtaining a direct, one-way transformation of the parameters of the stretched exponential model to those of the biexponential model. Numerical simulations are implemented, and the results corroborate analytical results. Additionally, analysis of in vivo DWI measurements in skeletal muscle using both biexponential and stretched exponential models is shown and compared with analytical and numerical models. These results demonstrate the difficulty of model selection based on goodness of fit to experimental data. This analysis provides a framework for better interpreting and harmonizing perfusion parameters from experimental results using these two different models.
topic biexponential
diffusion-weighted MRI
fractional Fickian
IVIM model
muscle perfusion
perfusion
url https://www.mdpi.com/2227-7390/9/16/1963
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AT anshumanswain analyticalandnumericalconnectionsbetweenfractionalfickianandintravoxelincoherentmotionmodelsofdiffusionmri
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