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

被引:3
|
作者
Onda, Kengo [1 ]
Catenaccio, Eva [2 ,12 ]
Chotiyanonta, Jill [1 ]
Chavez-Valdez, Raul [3 ,4 ]
Meoded, Avner [5 ]
Soares, Bruno P. [6 ]
Tekes, Aylin [3 ,7 ]
Spahic, Harisa [4 ]
Miller, Sarah C. [4 ]
Parker, Sarah-Jane [8 ]
Parkinson, Charlamaine [3 ,4 ]
Vaidya, Dhananjay M. [9 ]
Graham, Ernest M. [10 ]
Stafstrom, Carl E. [3 ,11 ]
Everett, Allen D. [12 ]
Northington, Frances J. [3 ,4 ]
Oishi, Kenichi [1 ]
机构
[1] Johns Hopkins Univ, Russell H Morgan Dept Radiol & Radiol Sci, Sch Med, Baltimore, MD 21218 USA
[2] Childrens Hosp Philadelphia, Dept Pediat, Div Pediat Neurol, Philadelphia, PA USA
[3] Johns Hopkins Univ, Neurosci Intens Care Nursery Program, Div Neonatol, Sch Med, Baltimore, MD 21218 USA
[4] Johns Hopkins Univ, Sch Med, Div Neonatol, Dept Pediat, Baltimore, MD USA
[5] Texas Childrens Hosp, Baylor Coll Med, Edward B Singleton Dept Radiol, Houston, TX USA
[6] Univ Vermont, Larner Coll Med, Div Neuroradiol, Dept Radiol, Burlington, VT USA
[7] Johns Hopkins Univ, Dept Radiol, Div Pediat Radiol & Pediat Neuroradiol, Sch Med, Baltimore, MD USA
[8] St Georges Univ London, London, England
[9] Johns Hopkins Univ, Dept Gen Internal Med, Sch Med, Baltimore, MD USA
[10] Johns Hopkins Univ, Dept Gynecol & Obstet, Div Maternal Fetal Med, Sch Med, Baltimore, MD USA
[11] Johns Hopkins Univ, Sch Med, Div Pediat Neurol, Dept Neurol, Baltimore, MD USA
[12] Johns Hopkins Univ Sch Med, Dept Pediat, Div Pediat Cardiol, Baltimore, MD USA
关键词
hypoxic-ischemic encephalopathy; outcome prediction; diffusion tensor imaging; neonatal brain atlas; least absolute shrinkage and selection operator; short-term neurologic outcome; serum biomarkers; BRAIN-INJURY; WALLERIAN DEGENERATION; 3.0; T; HYPOTHERMIA; MR; INFANTS; COEFFICIENT; PRETERM; BORN; NEURODEGENERATION;
D O I
10.3389/fnins.2022.931360
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
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 x 1 x 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 x 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 x 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 x 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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页数:19
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