Diffusion in Sephadex Gel Structures: Time Dependency Revealed by Multi-Sequence Acquisition over a Broad Diffusion Time Range

It has been increasingly reported that in biological tissues diffusion-weighted MRI signal attenuation deviates from mono-exponential decay, especially at high <i>b</i>-values. A number of diffusion models have been proposed to characterize this non-Gaussian diffusion behavior. One of th...

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Main Authors: Guangyu Dan, Weiguo Li, Zheng Zhong, Kaibao Sun, Qingfei Luo, Richard L. Magin, Xiaohong Joe Zhou, M. Muge Karaman
Format: Article
Language:English
Published: MDPI AG 2021-07-01
Series:Mathematics
Subjects:
Online Access:https://www.mdpi.com/2227-7390/9/14/1688
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spelling doaj-66235b56470643b782c8aeb1f985b0a92021-07-23T13:52:37ZengMDPI AGMathematics2227-73902021-07-0191688168810.3390/math9141688Diffusion in Sephadex Gel Structures: Time Dependency Revealed by Multi-Sequence Acquisition over a Broad Diffusion Time RangeGuangyu Dan0Weiguo Li1Zheng Zhong2Kaibao Sun3Qingfei Luo4Richard L. Magin5Xiaohong Joe Zhou6M. Muge Karaman7Center for Magnetic Resonance Research, University of Illinois at Chicago, Chicago, IL 60612, USADepartment of Bioengineering, University of Illinois at Chicago, Chicago, IL 60607, USACenter for Magnetic Resonance Research, University of Illinois at Chicago, Chicago, IL 60612, USACenter for Magnetic Resonance Research, University of Illinois at Chicago, Chicago, IL 60612, USACenter for Magnetic Resonance Research, University of Illinois at Chicago, Chicago, IL 60612, USADepartment of Bioengineering, University of Illinois at Chicago, Chicago, IL 60607, USACenter for Magnetic Resonance Research, University of Illinois at Chicago, Chicago, IL 60612, USACenter for Magnetic Resonance Research, University of Illinois at Chicago, Chicago, IL 60612, USAIt has been increasingly reported that in biological tissues diffusion-weighted MRI signal attenuation deviates from mono-exponential decay, especially at high <i>b</i>-values. A number of diffusion models have been proposed to characterize this non-Gaussian diffusion behavior. One of these models is the continuous-time random-walk (CTRW) model, which introduces two new parameters: a fractional order time derivative <i>α</i> and a fractional order spatial derivative <i>β</i>. These new parameters have been linked to intravoxel diffusion heterogeneities in time and space, respectively, and are believed to depend on diffusion times. Studies on this time dependency are limited, largely because the diffusion time cannot vary over a board range in a conventional spin-echo echo-planar imaging sequence due to the accompanying T2 decays. In this study, we investigated the time-dependency of the CTRW model in Sephadex gel phantoms across a broad diffusion time range by employing oscillating-gradient spin-echo, pulsed-gradient spin-echo, and pulsed-gradient stimulated echo sequences. We also performed Monte Carlo simulations to help understand our experimental results. It was observed that the diffusion process fell into the Gaussian regime at extremely short diffusion times whereas it exhibited a strong time dependency in the CTRW parameters at longer diffusion times.https://www.mdpi.com/2227-7390/9/14/1688continuous-time random-walkdiffusion MRIdiffusion timeSephadex gel phantom
collection DOAJ
language English
format Article
sources DOAJ
author Guangyu Dan
Weiguo Li
Zheng Zhong
Kaibao Sun
Qingfei Luo
Richard L. Magin
Xiaohong Joe Zhou
M. Muge Karaman
spellingShingle Guangyu Dan
Weiguo Li
Zheng Zhong
Kaibao Sun
Qingfei Luo
Richard L. Magin
Xiaohong Joe Zhou
M. Muge Karaman
Diffusion in Sephadex Gel Structures: Time Dependency Revealed by Multi-Sequence Acquisition over a Broad Diffusion Time Range
Mathematics
continuous-time random-walk
diffusion MRI
diffusion time
Sephadex gel phantom
author_facet Guangyu Dan
Weiguo Li
Zheng Zhong
Kaibao Sun
Qingfei Luo
Richard L. Magin
Xiaohong Joe Zhou
M. Muge Karaman
author_sort Guangyu Dan
title Diffusion in Sephadex Gel Structures: Time Dependency Revealed by Multi-Sequence Acquisition over a Broad Diffusion Time Range
title_short Diffusion in Sephadex Gel Structures: Time Dependency Revealed by Multi-Sequence Acquisition over a Broad Diffusion Time Range
title_full Diffusion in Sephadex Gel Structures: Time Dependency Revealed by Multi-Sequence Acquisition over a Broad Diffusion Time Range
title_fullStr Diffusion in Sephadex Gel Structures: Time Dependency Revealed by Multi-Sequence Acquisition over a Broad Diffusion Time Range
title_full_unstemmed Diffusion in Sephadex Gel Structures: Time Dependency Revealed by Multi-Sequence Acquisition over a Broad Diffusion Time Range
title_sort diffusion in sephadex gel structures: time dependency revealed by multi-sequence acquisition over a broad diffusion time range
publisher MDPI AG
series Mathematics
issn 2227-7390
publishDate 2021-07-01
description It has been increasingly reported that in biological tissues diffusion-weighted MRI signal attenuation deviates from mono-exponential decay, especially at high <i>b</i>-values. A number of diffusion models have been proposed to characterize this non-Gaussian diffusion behavior. One of these models is the continuous-time random-walk (CTRW) model, which introduces two new parameters: a fractional order time derivative <i>α</i> and a fractional order spatial derivative <i>β</i>. These new parameters have been linked to intravoxel diffusion heterogeneities in time and space, respectively, and are believed to depend on diffusion times. Studies on this time dependency are limited, largely because the diffusion time cannot vary over a board range in a conventional spin-echo echo-planar imaging sequence due to the accompanying T2 decays. In this study, we investigated the time-dependency of the CTRW model in Sephadex gel phantoms across a broad diffusion time range by employing oscillating-gradient spin-echo, pulsed-gradient spin-echo, and pulsed-gradient stimulated echo sequences. We also performed Monte Carlo simulations to help understand our experimental results. It was observed that the diffusion process fell into the Gaussian regime at extremely short diffusion times whereas it exhibited a strong time dependency in the CTRW parameters at longer diffusion times.
topic continuous-time random-walk
diffusion MRI
diffusion time
Sephadex gel phantom
url https://www.mdpi.com/2227-7390/9/14/1688
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