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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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 |
work_keys_str_mv |
AT jingtingyao analyticalandnumericalconnectionsbetweenfractionalfickianandintravoxelincoherentmotionmodelsofdiffusionmri AT muhammadalirazaanjum analyticalandnumericalconnectionsbetweenfractionalfickianandintravoxelincoherentmotionmodelsofdiffusionmri AT anshumanswain analyticalandnumericalconnectionsbetweenfractionalfickianandintravoxelincoherentmotionmodelsofdiffusionmri AT davidareiter analyticalandnumericalconnectionsbetweenfractionalfickianandintravoxelincoherentmotionmodelsofdiffusionmri |
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