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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...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley and Sons Inc.
2021
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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. |
format | Online Article Text |
id | pubmed-9290035 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | John Wiley and Sons Inc. |
record_format | MEDLINE/PubMed |
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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