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Resolution limit of cylinder diameter estimation by diffusion MRI: The impact of gradient waveform and orientation dispersion

Diffusion MRI has been proposed as a non‐invasive technique for axonal diameter mapping. However, accurate estimation of small diameters requires strong gradients, which is a challenge for the transition of the technique from preclinical to clinical MRI scanners, since these have weaker gradients. I...

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Autores principales: Nilsson, Markus, Lasič, Samo, Drobnjak, Ivana, Topgaard, Daniel, Westin, Carl‐Fredrik
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5485041/
https://www.ncbi.nlm.nih.gov/pubmed/28318071
http://dx.doi.org/10.1002/nbm.3711
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author Nilsson, Markus
Lasič, Samo
Drobnjak, Ivana
Topgaard, Daniel
Westin, Carl‐Fredrik
author_facet Nilsson, Markus
Lasič, Samo
Drobnjak, Ivana
Topgaard, Daniel
Westin, Carl‐Fredrik
author_sort Nilsson, Markus
collection PubMed
description Diffusion MRI has been proposed as a non‐invasive technique for axonal diameter mapping. However, accurate estimation of small diameters requires strong gradients, which is a challenge for the transition of the technique from preclinical to clinical MRI scanners, since these have weaker gradients. In this work, we develop a framework to estimate the lower bound for accurate diameter estimation, which we refer to as the resolution limit. We analyse only the contribution from the intra‐axonal space and assume that axons can be represented by impermeable cylinders. To address the growing interest in using techniques for diffusion encoding that go beyond the conventional single diffusion encoding (SDE) sequence, we present a generalised analysis capable of predicting the resolution limit regardless of the gradient waveform. Using this framework, waveforms were optimised to minimise the resolution limit. The results show that, for parallel cylinders, the SDE experiment is optimal in terms of yielding the lowest possible resolution limit. In the presence of orientation dispersion, diffusion encoding sequences with square‐wave oscillating gradients were optimal. The resolution limit for standard clinical MRI scanners (maximum gradient strength 60–80 mT/m) was found to be between 4 and 8 μm, depending on the noise levels and the level of orientation dispersion. For scanners with a maximum gradient strength of 300 mT/m, the limit was reduced to between 2 and 5 μm.
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spelling pubmed-54850412017-07-11 Resolution limit of cylinder diameter estimation by diffusion MRI: The impact of gradient waveform and orientation dispersion Nilsson, Markus Lasič, Samo Drobnjak, Ivana Topgaard, Daniel Westin, Carl‐Fredrik NMR Biomed Research Articles Diffusion MRI has been proposed as a non‐invasive technique for axonal diameter mapping. However, accurate estimation of small diameters requires strong gradients, which is a challenge for the transition of the technique from preclinical to clinical MRI scanners, since these have weaker gradients. In this work, we develop a framework to estimate the lower bound for accurate diameter estimation, which we refer to as the resolution limit. We analyse only the contribution from the intra‐axonal space and assume that axons can be represented by impermeable cylinders. To address the growing interest in using techniques for diffusion encoding that go beyond the conventional single diffusion encoding (SDE) sequence, we present a generalised analysis capable of predicting the resolution limit regardless of the gradient waveform. Using this framework, waveforms were optimised to minimise the resolution limit. The results show that, for parallel cylinders, the SDE experiment is optimal in terms of yielding the lowest possible resolution limit. In the presence of orientation dispersion, diffusion encoding sequences with square‐wave oscillating gradients were optimal. The resolution limit for standard clinical MRI scanners (maximum gradient strength 60–80 mT/m) was found to be between 4 and 8 μm, depending on the noise levels and the level of orientation dispersion. For scanners with a maximum gradient strength of 300 mT/m, the limit was reduced to between 2 and 5 μm. John Wiley and Sons Inc. 2017-03-20 2017-07 /pmc/articles/PMC5485041/ /pubmed/28318071 http://dx.doi.org/10.1002/nbm.3711 Text en Copyright © 2017 The Authors. NMR in Biomedicine Published by John Wiley & Sons Ltd. This is an open access article under the terms of the Creative Commons Attribution‐NonCommercial (http://creativecommons.org/licenses/by-nc/4.0/) License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited and is not used for commercial purposes.
spellingShingle Research Articles
Nilsson, Markus
Lasič, Samo
Drobnjak, Ivana
Topgaard, Daniel
Westin, Carl‐Fredrik
Resolution limit of cylinder diameter estimation by diffusion MRI: The impact of gradient waveform and orientation dispersion
title Resolution limit of cylinder diameter estimation by diffusion MRI: The impact of gradient waveform and orientation dispersion
title_full Resolution limit of cylinder diameter estimation by diffusion MRI: The impact of gradient waveform and orientation dispersion
title_fullStr Resolution limit of cylinder diameter estimation by diffusion MRI: The impact of gradient waveform and orientation dispersion
title_full_unstemmed Resolution limit of cylinder diameter estimation by diffusion MRI: The impact of gradient waveform and orientation dispersion
title_short Resolution limit of cylinder diameter estimation by diffusion MRI: The impact of gradient waveform and orientation dispersion
title_sort resolution limit of cylinder diameter estimation by diffusion mri: the impact of gradient waveform and orientation dispersion
topic Research Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5485041/
https://www.ncbi.nlm.nih.gov/pubmed/28318071
http://dx.doi.org/10.1002/nbm.3711
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