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Evidence for microscopic kurtosis in neural tissue revealed by correlation tensor MRI

PURPOSE: The impact of microscopic diffusional kurtosis (µK), arising from restricted diffusion and/or structural disorder, remains a controversial issue in contemporary diffusion MRI (dMRI). Recently, correlation tensor imaging (CTI) was introduced to disentangle the sources contributing to diffusi...

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Autores principales: Henriques, Rafael Neto, Jespersen, Sune N., Shemesh, Noam
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9290035/
https://www.ncbi.nlm.nih.gov/pubmed/34329509
http://dx.doi.org/10.1002/mrm.28938
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author Henriques, Rafael Neto
Jespersen, Sune N.
Shemesh, Noam
author_facet Henriques, Rafael Neto
Jespersen, Sune N.
Shemesh, Noam
author_sort Henriques, Rafael Neto
collection PubMed
description PURPOSE: The impact of microscopic diffusional kurtosis (µK), arising from restricted diffusion and/or structural disorder, remains a controversial issue in contemporary diffusion MRI (dMRI). Recently, correlation tensor imaging (CTI) was introduced to disentangle the sources contributing to diffusional kurtosis, without relying on a‐priori multi‐gaussian component (MGC) or other microstructural assumptions. Here, we investigated µK in in vivo rat brains and assessed its impact on state‐of‐the‐art methods ignoring µK. THEORY AND METHODS: CTI harnesses double diffusion encoding (DDE) experiments, which were here improved for speed and minimal bias using four different sets of acquisition parameters. The robustness of the improved CTI protocol was assessed via simulations. In vivo CTI acquisitions were performed in healthy rat brains using a 9.4T pre‐clinical scanner equipped with a cryogenic coil, and targeted the estimation of µK, anisotropic kurtosis, and isotropic kurtosis. RESULTS: The improved CTI acquisition scheme substantially reduces scan time and importantly, also minimizes higher‐order‐term biases, thus enabling robust µK estimation, alongside K(aniso) and K(iso) metrics. Our CTI experiments revealed positive µK both in white and gray matter of the rat brain in vivo; µK is the dominant kurtosis source in healthy gray matter tissue. The non‐negligible µK substantially were found to bias prior MGC analyses of K(iso) and K(aniso). CONCLUSIONS: Correlation Tensor MRI offers a more accurate and robust characterization of kurtosis sources than its predecessors. µK is non‐negligible in vivo in healthy white and gray matter tissues and could be an important biomarker for future studies. Our findings thus have both theoretical and practical implications for future dMRI research.
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spelling pubmed-92900352022-07-20 Evidence for microscopic kurtosis in neural tissue revealed by correlation tensor MRI Henriques, Rafael Neto Jespersen, Sune N. Shemesh, Noam Magn Reson Med Research Articles—Imaging Methodology PURPOSE: The impact of microscopic diffusional kurtosis (µK), arising from restricted diffusion and/or structural disorder, remains a controversial issue in contemporary diffusion MRI (dMRI). Recently, correlation tensor imaging (CTI) was introduced to disentangle the sources contributing to diffusional kurtosis, without relying on a‐priori multi‐gaussian component (MGC) or other microstructural assumptions. Here, we investigated µK in in vivo rat brains and assessed its impact on state‐of‐the‐art methods ignoring µK. THEORY AND METHODS: CTI harnesses double diffusion encoding (DDE) experiments, which were here improved for speed and minimal bias using four different sets of acquisition parameters. The robustness of the improved CTI protocol was assessed via simulations. In vivo CTI acquisitions were performed in healthy rat brains using a 9.4T pre‐clinical scanner equipped with a cryogenic coil, and targeted the estimation of µK, anisotropic kurtosis, and isotropic kurtosis. RESULTS: The improved CTI acquisition scheme substantially reduces scan time and importantly, also minimizes higher‐order‐term biases, thus enabling robust µK estimation, alongside K(aniso) and K(iso) metrics. Our CTI experiments revealed positive µK both in white and gray matter of the rat brain in vivo; µK is the dominant kurtosis source in healthy gray matter tissue. The non‐negligible µK substantially were found to bias prior MGC analyses of K(iso) and K(aniso). CONCLUSIONS: Correlation Tensor MRI offers a more accurate and robust characterization of kurtosis sources than its predecessors. µK is non‐negligible in vivo in healthy white and gray matter tissues and could be an important biomarker for future studies. Our findings thus have both theoretical and practical implications for future dMRI research. John Wiley and Sons Inc. 2021-07-30 2021-12 /pmc/articles/PMC9290035/ /pubmed/34329509 http://dx.doi.org/10.1002/mrm.28938 Text en © 2021 The Authors. Magnetic Resonance in Medicine published by Wiley Periodicals LLC on behalf of International Society for Magnetic Resonance in Medicine https://creativecommons.org/licenses/by-nc/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by-nc/4.0/ (https://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—Imaging Methodology
Henriques, Rafael Neto
Jespersen, Sune N.
Shemesh, Noam
Evidence for microscopic kurtosis in neural tissue revealed by correlation tensor MRI
title Evidence for microscopic kurtosis in neural tissue revealed by correlation tensor MRI
title_full Evidence for microscopic kurtosis in neural tissue revealed by correlation tensor MRI
title_fullStr Evidence for microscopic kurtosis in neural tissue revealed by correlation tensor MRI
title_full_unstemmed Evidence for microscopic kurtosis in neural tissue revealed by correlation tensor MRI
title_short Evidence for microscopic kurtosis in neural tissue revealed by correlation tensor MRI
title_sort evidence for microscopic kurtosis in neural tissue revealed by correlation tensor mri
topic Research Articles—Imaging Methodology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9290035/
https://www.ncbi.nlm.nih.gov/pubmed/34329509
http://dx.doi.org/10.1002/mrm.28938
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