Scan-rescan repeatability of axonal imaging metrics using high-gradient diffusion MRI and statistical implications for study design

Axon diameter mapping using diffusion MRI in the living human brain has attracted growing interests with the increasing availability of high gradient strength MRI systems. A systematic assessment of the consistency of axon diameter estimates within and between individuals is needed to gain a compreh...

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Main Authors: Qiuyun Fan, Maya N. Polackal, Qiyuan Tian, Chanon Ngamsombat, Aapo Nummenmaa, Thomas Witzel, Eric C. Klawiter, Susie Y. Huang
Other Authors: Siriraj Hospital
Format: Article
Published: 2022
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Online Access:https://repository.li.mahidol.ac.th/handle/123456789/78895
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spelling th-mahidol.788952022-08-04T18:14:50Z Scan-rescan repeatability of axonal imaging metrics using high-gradient diffusion MRI and statistical implications for study design Qiuyun Fan Maya N. Polackal Qiyuan Tian Chanon Ngamsombat Aapo Nummenmaa Thomas Witzel Eric C. Klawiter Susie Y. Huang Siriraj Hospital Massachusetts General Hospital Massachusetts Institute of Technology Tianjin University Harvard Medical School Neuroscience Axon diameter mapping using diffusion MRI in the living human brain has attracted growing interests with the increasing availability of high gradient strength MRI systems. A systematic assessment of the consistency of axon diameter estimates within and between individuals is needed to gain a comprehensive understanding of how such methods extend to quantifying differences in axon diameter index between groups and facilitate the design of neurobiological studies using such measures. We examined the scan-rescan repeatability of axon diameter index estimation based on the spherical mean technique (SMT) approach using diffusion MRI data acquired with gradient strengths up to 300 mT/m on a 3T Connectom system in 7 healthy volunteers. We performed statistical power analyses using data acquired with the same protocol in a larger cohort consisting of 15 healthy adults to investigate the implications for study design. Results revealed a high degree of repeatability in voxel-wise restricted volume fraction estimates and tract-wise estimates of axon diameter index derived from high-gradient diffusion MRI data. On the region of interest (ROI) level, across white matter tracts in the whole brain, the Pearson's correlation coefficient of the axon diameter index estimated between scan and rescan experiments was r = 0.72 with an absolute deviation of 0.18 μm. For an anticipated 10% effect size in studies of axon diameter index, most white matter regions required a sample size of less than 15 people to observe a measurable difference between groups using an ROI-based approach. To facilitate the use of high-gradient strength diffusion MRI data for neuroscientific studies of axonal microstructure, the comprehensive multi-gradient strength, multi-diffusion time data used in this work will be made publicly available, in support of open science and increasing the accessibility of such data to the greater scientific community. 2022-08-04T11:14:50Z 2022-08-04T11:14:50Z 2021-10-15 Article NeuroImage. Vol.240, (2021) 10.1016/j.neuroimage.2021.118323 10959572 10538119 2-s2.0-85109215096 https://repository.li.mahidol.ac.th/handle/123456789/78895 Mahidol University SCOPUS https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=85109215096&origin=inward
institution Mahidol University
building Mahidol University Library
continent Asia
country Thailand
Thailand
content_provider Mahidol University Library
collection Mahidol University Institutional Repository
topic Neuroscience
spellingShingle Neuroscience
Qiuyun Fan
Maya N. Polackal
Qiyuan Tian
Chanon Ngamsombat
Aapo Nummenmaa
Thomas Witzel
Eric C. Klawiter
Susie Y. Huang
Scan-rescan repeatability of axonal imaging metrics using high-gradient diffusion MRI and statistical implications for study design
description Axon diameter mapping using diffusion MRI in the living human brain has attracted growing interests with the increasing availability of high gradient strength MRI systems. A systematic assessment of the consistency of axon diameter estimates within and between individuals is needed to gain a comprehensive understanding of how such methods extend to quantifying differences in axon diameter index between groups and facilitate the design of neurobiological studies using such measures. We examined the scan-rescan repeatability of axon diameter index estimation based on the spherical mean technique (SMT) approach using diffusion MRI data acquired with gradient strengths up to 300 mT/m on a 3T Connectom system in 7 healthy volunteers. We performed statistical power analyses using data acquired with the same protocol in a larger cohort consisting of 15 healthy adults to investigate the implications for study design. Results revealed a high degree of repeatability in voxel-wise restricted volume fraction estimates and tract-wise estimates of axon diameter index derived from high-gradient diffusion MRI data. On the region of interest (ROI) level, across white matter tracts in the whole brain, the Pearson's correlation coefficient of the axon diameter index estimated between scan and rescan experiments was r = 0.72 with an absolute deviation of 0.18 μm. For an anticipated 10% effect size in studies of axon diameter index, most white matter regions required a sample size of less than 15 people to observe a measurable difference between groups using an ROI-based approach. To facilitate the use of high-gradient strength diffusion MRI data for neuroscientific studies of axonal microstructure, the comprehensive multi-gradient strength, multi-diffusion time data used in this work will be made publicly available, in support of open science and increasing the accessibility of such data to the greater scientific community.
author2 Siriraj Hospital
author_facet Siriraj Hospital
Qiuyun Fan
Maya N. Polackal
Qiyuan Tian
Chanon Ngamsombat
Aapo Nummenmaa
Thomas Witzel
Eric C. Klawiter
Susie Y. Huang
format Article
author Qiuyun Fan
Maya N. Polackal
Qiyuan Tian
Chanon Ngamsombat
Aapo Nummenmaa
Thomas Witzel
Eric C. Klawiter
Susie Y. Huang
author_sort Qiuyun Fan
title Scan-rescan repeatability of axonal imaging metrics using high-gradient diffusion MRI and statistical implications for study design
title_short Scan-rescan repeatability of axonal imaging metrics using high-gradient diffusion MRI and statistical implications for study design
title_full Scan-rescan repeatability of axonal imaging metrics using high-gradient diffusion MRI and statistical implications for study design
title_fullStr Scan-rescan repeatability of axonal imaging metrics using high-gradient diffusion MRI and statistical implications for study design
title_full_unstemmed Scan-rescan repeatability of axonal imaging metrics using high-gradient diffusion MRI and statistical implications for study design
title_sort scan-rescan repeatability of axonal imaging metrics using high-gradient diffusion mri and statistical implications for study design
publishDate 2022
url https://repository.li.mahidol.ac.th/handle/123456789/78895
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