Zuozhen Cao1, Xiaoxia Shen2, Fusheng Gao3, Tingting Liu1, Zhiyong Zhao1, Hongxi Zhang3, Lizhong Du2, Jiangyang Zhang4, Yi Zhang1, Can Lai3, Xiaolu Ma2, and Dan Wu1
1College of Biomedical Engineering & Instrument Science, Zhejiang University, HangZhou, China, 2Department of Neonatal Intensive Care Unit, Children's Hospital affiliated to Zhejiang University School of Medicine, HangZhou, China, 3Department of Radiology, Children's Hospital affiliated to Zhejiang University School of Medicine, HangZhou, China, 4Department of Radiology, New York University School of Medicine, New York, NY, United States
Synopsis
Diffusion
MRI (dMRI) is known to be sensitive to hypoxic-ischemic encephalopathy (HIE) ,
however, the existing dMRI studies only used diffusion tensor metrics in a few
selected brain regions and primarily focus on severe-to-moderate HIE. Here we investigated microstructural alterations using multi-shell dMRI across the whole-brain in severe, moderate, and mild HIE babies
(n=5/13/13) in comparison with
control neonates (n=11) with
region-of-interest-based, tract-based, and fixel-based analysis. We found
microstructural alternations in projection and association fibers, especially
the inferior fronto-occipital fasciculus and inferior longitudinal fasciculus
that are important for visual functions.
Introduction
Hypoxic-ischemic
encephalopathy (HIE) is one of the most common neonatal diseases that leads to devastating
neurological outcomes. Neonatal HIE is clinically classified into mild,
moderate, severe HIE according to the Sarnat staging system1. Diffusion MRI (dMRI)
is known to be sensitive to Hypoxic-ischemic encephalopathy (HIE) , however,
the existing dMRI studies only used diffusion tensor metrics in a few selected
brain regions and primarily focus on severe-to-moderate HIE. In this study, we
performed a systematic evaluation of the microstructural changes of white
matter structures across the whole-brain at region-of-interest (ROI) level,
tract level, and fixel levels based on
multi-shell dMRI data, in a spectrum of neonatal HIE from severe to
mild injuries. Methods
Data acquisition: A
total of 31 term-born HIE neonates (13 mild, 13 moderate, 5 severe) and 11
healthy term-born neonates were included in this study. The neonates were
scanned at postmenstrual age at scan (PMA) of 0-3 weeks on a 3T Philips Achieva
system with an 8-channel head coil. dMRI data was acquired using a
diffusion-weighted echo-planar imaging sequence: TR/TR = 7177/73ms, FOV = 179.2×179.2×120
mm3, in-plane resolution = 1.4×1.4
mm2, 60 slices with a slice-thickness of 2mm, two b values of
800/1500 s/mm2, and 15 noncolinear diffusion directions for each
b-value.
ROI-based analysis: After
preprocessing, the dMRI data were registered to the JHU Neonatal Atlas2 and segmented
into 40 ROIs bilaterally. Mean fractional anisotropy (FA), mean diffusivity
(MD), and fixel-based metrics were obtained from each ROI.
Tract-based analysis (TBA):
Except for the severe HIE group as the serious brain damage impeded fiber
tracking, six fasciculi were tracked and segmented using Automatic
Fiber Quantification3, including the inferior
fronto-occipital fasciculus (IFOF), inferior longitudinal fasciculus (ILF), anterior
thalamic radiation (ATR), corticospinal tract (CST), genu of corpus callosum (GCC),
and splenium of corpus callosum (SCC). Each tract was divided into 100 segments
to obtain the tract profiles.
Fixel-based analysis (FBA): For
tracts that were found to significantly injured in HIE from the aforementioned
TBA, FBA was performed to obtain microstrucal parameters of fiber density (FD),
fiber cross-section (FC), and fiber density and cross-section (FDC)4 of individual fixels in MRtrix35.
Statistical analysis: ANCOVA
was performed for detecting the difference between the 3 HIE groups (severe, moderate,
mild) and control group separately, with gender, birth weight, gestational age
(GA) at birth, and PMA at scan as covariates. The p values of ROI-based
analysis were adjusted using the FDR method. The significance level was set to
0.05 for all analysis.Results
For
ROI-based analysis (Figure 1), extensive WM and deep GM regions showed reduced
FA bilaterally in the severe HIE babies compared with healthy neonates. In the
moderate HIE group, a few selected ROIs closed to the posterior watershed zone
demonstrated significantly reduced FC, including the left stria terminalis (ST),
right tapetum, right posterior thalamic radiation (PTR), and right sagittal
stratum (SS); while the other tensor-based and FBA-based parameters did not
show group difference. No significant difference was found between the mild HIE
and control group.
The
moderate HIE neonates showed significantly reduced FA, FD, and FDC over the whole-track
in the right IFOF, right ILF, and SCC compared with the control; while in mild
HIE, was FD and FDC in the left ATR found to be reduced (Figure 2). Segmentation
analysis further revealed the injury significantly altered the posterior-to-middle
part of right IFOF, posterior part of right ILF, and central-to-right part of
SCC in moderate HIE neonates (Figure 3). While no significant difference were
found for any segment between mild HIE groups and controls.
Finally, FBA was performed on the
three tracts that were detected by TBA, which revealed consistent but more
extensive fiber damage in moderate HIE compared with TBA findings. In the right
inferior-posterior IFOF&ILF, a number of fixels along the tract orientation
showed statistically reduced FA, FC, FD, and FDC (adjusted p<0.05), as shown
in both axial and sagittal views (Figure 4). An extensive segments of the SCC
towards the central-to-right part demonstrated significantly altered fixels
with reduced FD and FDC (Figure 4).Discussion
In
this study, we performed a systematic analysis of the brain microstructural
alternations in severe, moderate, and mild HIE at ROI, tract, and fixel levels.
Results revealed that : (1) while severe HIE babies showed extensive injury,
the moderate and mild HIE patients exhibited selected regions of WM injury that
can be detected by fixel-based metrics; (2) the right IFOF, right ILF, and SCC
that are associated with the occipital and temporal lobes were found to be
selectively altered in moderate HIE, which agreed with the fact that HIE preferencially
impacts visual function; (3) the tensor-based metrics and fixel-based metrics
demonstrated varying sensitivities to different WM regions depending on the
injury group and may be complementary to each other.Conclusion
ROI
analysis revealed extensively reduced FA across the brain in severe HIE and
reduced fiber cross-section in selected WM close to the posterior watershed
zone in moderate HIE. Tract- and fixel-based analysis pointed to a unique
injury pattern associated with reduced FA, FD, and FC in association fibers in
moderate HIE, indicating selective injury associated with the temporal and
occipital lobes in these neonates. Acknowledgements
Ministry
of Science and Technology of the People’s Republic of China (2018YFE0114600),
National Natural Science Foundation of China (61801424, 81971606, 82122032),
and Science and Technology Department of Zhejiang Province (202006140).References
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