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Development of a composite diffusion tensor imaging score correlating with short-term neurological status in neonatal hypoxic–ischemic encephalopathy

Hypoxic–ischemic encephalopathy (HIE) is the most common cause of neonatal acquired brain injury. Although conventional MRI may predict neurodevelopmental outcomes, accurate prognostication remains difficult. As diffusion tensor imaging (DTI) may provide an additional diagnostic and prognostic value...

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Autores principales: Onda, Kengo, Catenaccio, Eva, Chotiyanonta, Jill, Chavez-Valdez, Raul, Meoded, Avner, Soares, Bruno P., Tekes, Aylin, Spahic, Harisa, Miller, Sarah C., Parker, Sarah-Jane, Parkinson, Charlamaine, Vaidya, Dhananjay M., Graham, Ernest M., Stafstrom, Carl E., Everett, Allen D., Northington, Frances J., Oishi, Kenichi
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9379310/
https://www.ncbi.nlm.nih.gov/pubmed/35983227
http://dx.doi.org/10.3389/fnins.2022.931360
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author Onda, Kengo
Catenaccio, Eva
Chotiyanonta, Jill
Chavez-Valdez, Raul
Meoded, Avner
Soares, Bruno P.
Tekes, Aylin
Spahic, Harisa
Miller, Sarah C.
Parker, Sarah-Jane
Parkinson, Charlamaine
Vaidya, Dhananjay M.
Graham, Ernest M.
Stafstrom, Carl E.
Everett, Allen D.
Northington, Frances J.
Oishi, Kenichi
author_facet Onda, Kengo
Catenaccio, Eva
Chotiyanonta, Jill
Chavez-Valdez, Raul
Meoded, Avner
Soares, Bruno P.
Tekes, Aylin
Spahic, Harisa
Miller, Sarah C.
Parker, Sarah-Jane
Parkinson, Charlamaine
Vaidya, Dhananjay M.
Graham, Ernest M.
Stafstrom, Carl E.
Everett, Allen D.
Northington, Frances J.
Oishi, Kenichi
author_sort Onda, Kengo
collection PubMed
description Hypoxic–ischemic encephalopathy (HIE) is the most common cause of neonatal acquired brain injury. Although conventional MRI may predict neurodevelopmental outcomes, accurate prognostication remains difficult. As diffusion tensor imaging (DTI) may provide an additional diagnostic and prognostic value over conventional MRI, we aimed to develop a composite DTI (cDTI) score to relate to short-term neurological function. Sixty prospective neonates treated with therapeutic hypothermia (TH) for HIE were evaluated with DTI, with a voxel size of 1 × 1 × 2 mm. Fractional anisotropy (FA) and mean diffusivity (MD) from 100 neuroanatomical regions (FA/MD (*)100 = 200 DTI parameters in total) were quantified using an atlas-based image parcellation technique. A least absolute shrinkage and selection operator (LASSO) regression was applied to the DTI parameters to generate the cDTI score. Time to full oral nutrition [short-term oral feeding (STO) score] was used as a measure of short-term neurological function and was correlated with extracted DTI features. Seventeen DTI parameters were selected with LASSO and built into the final unbiased regression model. The selected factors included FA or MD values of the limbic structures, the corticospinal tract, and the frontotemporal cortices. While the cDTI score strongly correlated with the STO score (rho = 0.83, p = 2.8 × 10(−16)), it only weakly correlated with the Sarnat score (rho = 0.27, p = 0.035) and moderately with the NICHD-NRN neuroimaging score (rho = 0.43, p = 6.6 × 10(−04)). In contrast to the cDTI score, the NICHD-NRN score only moderately correlated with the STO score (rho = 0.37, p = 0.0037). Using a mixed-model analysis, interleukin-10 at admission to the NICU (p = 1.5 × 10(−13)) and tau protein at the end of TH/rewarming (p = 0.036) and after rewarming (p = 0.0015) were significantly associated with higher cDTI scores, suggesting that high cDTI scores were related to the intensity of the early inflammatory response and the severity of neuronal impairment after TH. In conclusion, a data-driven unbiased approach was applied to identify anatomical structures associated with some aspects of neurological function of HIE neonates after cooling and to build a cDTI score, which was correlated with the severity of short-term neurological functions.
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spelling pubmed-93793102022-08-17 Development of a composite diffusion tensor imaging score correlating with short-term neurological status in neonatal hypoxic–ischemic encephalopathy Onda, Kengo Catenaccio, Eva Chotiyanonta, Jill Chavez-Valdez, Raul Meoded, Avner Soares, Bruno P. Tekes, Aylin Spahic, Harisa Miller, Sarah C. Parker, Sarah-Jane Parkinson, Charlamaine Vaidya, Dhananjay M. Graham, Ernest M. Stafstrom, Carl E. Everett, Allen D. Northington, Frances J. Oishi, Kenichi Front Neurosci Neuroscience Hypoxic–ischemic encephalopathy (HIE) is the most common cause of neonatal acquired brain injury. Although conventional MRI may predict neurodevelopmental outcomes, accurate prognostication remains difficult. As diffusion tensor imaging (DTI) may provide an additional diagnostic and prognostic value over conventional MRI, we aimed to develop a composite DTI (cDTI) score to relate to short-term neurological function. Sixty prospective neonates treated with therapeutic hypothermia (TH) for HIE were evaluated with DTI, with a voxel size of 1 × 1 × 2 mm. Fractional anisotropy (FA) and mean diffusivity (MD) from 100 neuroanatomical regions (FA/MD (*)100 = 200 DTI parameters in total) were quantified using an atlas-based image parcellation technique. A least absolute shrinkage and selection operator (LASSO) regression was applied to the DTI parameters to generate the cDTI score. Time to full oral nutrition [short-term oral feeding (STO) score] was used as a measure of short-term neurological function and was correlated with extracted DTI features. Seventeen DTI parameters were selected with LASSO and built into the final unbiased regression model. The selected factors included FA or MD values of the limbic structures, the corticospinal tract, and the frontotemporal cortices. While the cDTI score strongly correlated with the STO score (rho = 0.83, p = 2.8 × 10(−16)), it only weakly correlated with the Sarnat score (rho = 0.27, p = 0.035) and moderately with the NICHD-NRN neuroimaging score (rho = 0.43, p = 6.6 × 10(−04)). In contrast to the cDTI score, the NICHD-NRN score only moderately correlated with the STO score (rho = 0.37, p = 0.0037). Using a mixed-model analysis, interleukin-10 at admission to the NICU (p = 1.5 × 10(−13)) and tau protein at the end of TH/rewarming (p = 0.036) and after rewarming (p = 0.0015) were significantly associated with higher cDTI scores, suggesting that high cDTI scores were related to the intensity of the early inflammatory response and the severity of neuronal impairment after TH. In conclusion, a data-driven unbiased approach was applied to identify anatomical structures associated with some aspects of neurological function of HIE neonates after cooling and to build a cDTI score, which was correlated with the severity of short-term neurological functions. Frontiers Media S.A. 2022-08-02 /pmc/articles/PMC9379310/ /pubmed/35983227 http://dx.doi.org/10.3389/fnins.2022.931360 Text en Copyright © 2022 Onda, Catenaccio, Chotiyanonta, Chavez-Valdez, Meoded, Soares, Tekes, Spahic, Miller, Parker, Parkinson, Vaidya, Graham, Stafstrom, Everett, Northington and Oishi. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Neuroscience
Onda, Kengo
Catenaccio, Eva
Chotiyanonta, Jill
Chavez-Valdez, Raul
Meoded, Avner
Soares, Bruno P.
Tekes, Aylin
Spahic, Harisa
Miller, Sarah C.
Parker, Sarah-Jane
Parkinson, Charlamaine
Vaidya, Dhananjay M.
Graham, Ernest M.
Stafstrom, Carl E.
Everett, Allen D.
Northington, Frances J.
Oishi, Kenichi
Development of a composite diffusion tensor imaging score correlating with short-term neurological status in neonatal hypoxic–ischemic encephalopathy
title Development of a composite diffusion tensor imaging score correlating with short-term neurological status in neonatal hypoxic–ischemic encephalopathy
title_full Development of a composite diffusion tensor imaging score correlating with short-term neurological status in neonatal hypoxic–ischemic encephalopathy
title_fullStr Development of a composite diffusion tensor imaging score correlating with short-term neurological status in neonatal hypoxic–ischemic encephalopathy
title_full_unstemmed Development of a composite diffusion tensor imaging score correlating with short-term neurological status in neonatal hypoxic–ischemic encephalopathy
title_short Development of a composite diffusion tensor imaging score correlating with short-term neurological status in neonatal hypoxic–ischemic encephalopathy
title_sort development of a composite diffusion tensor imaging score correlating with short-term neurological status in neonatal hypoxic–ischemic encephalopathy
topic Neuroscience
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9379310/
https://www.ncbi.nlm.nih.gov/pubmed/35983227
http://dx.doi.org/10.3389/fnins.2022.931360
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