Ryan McNaughton1, Hernan Jara2, Xin Zhang1, Mina Botros2, Robert M Joseph2, Asim Z Mian2, Laurie Douglass2, Karl Kuban2, Rebecca C Fry3, and Michael O'Shea3
1Mechanical Engineering, Boston University, Boston, MA, United States, 2Boston University Medical Center, Boston, MA, United States, 3University of North Carolina at Chapel Hill School of Medicine, Chapel Hill, NC, United States
Synopsis
Purpose: To identify new
qMRI markers for assessing changes in hydration and myelination during
development of the extremely preterm (EP) brain. Methods: Quantitative MR algorithms create maps of the transverse
relaxation time (T2) and normalized proton density (PD) for 7 EP born
individuals using MR images obtained at age 10 and age 15 years. Results: White and grey matter of the
EP brain demonstrate increases in proton density and significant decreases in
tissue T2. Conclusion: Decreases in
T2 potentially describes the evolution of a more myelin rich environment with
age, motivating a new method to assess myelination during brain development.
Purpose
Children born extremely preterm (EP) (gestational age < 28 weeks)
remain at an elevated risk of neurological disability due in part to perinatal
infection and systemic inflammation, which may induce altered central nervous
system architecture throughout aging (1). Development of the white
matter pathways and cortical grey matter has previously been characterized in healthy
subjects spanning childhood to adulthood; however, these diffusion tensor
imaging (DTI) studies do not account for development in the EP brain.
Characteristically, DTI estimates increasing myelination and axon diameter
during brain development via fractional anisotropy and mean diffusivity (2);
however there is a lack of specificity for myelin, which has been more
accurately attributed to the transverse relaxation time (T2), which is accounted
for in myelin water fraction calculations (3,4). In this study, the
longitudinal changes in PD and T2, as measures of tissue hydration and myelin content,
will be quantified on a subcohort of the Extremely Low Gestational Age Newborn
(ELGAN) study from age 10 to age 15, using multispectral quantitative MRI. The
purpose of this study is to provide new qMRI markers of hydration and myelination
changes in the EP brain.Materials and Methods
This study was approved by the
Institutional Review Boards of the 12 participating institutions of the ELGAN
study. A pilot cohort of seven extremely preterm born individuals at ages 9-11
and ages 14-16 were scanned with a 3T MRI protocol using the dual echo turbo
spin echo pulse sequence. At age 9-11 scan parameters were TE1&2eff of
6.3ms and 107ms, and TR of 11s, while at ages 14-16 they were TE1&2eff of
12ms and 102ms, and TR of 10s. Multispectral qMRI and dual-clustering
segmentation algorithms were developed with Python 3.5 in the Canopy integrated
development environment (5,6), according to equations 1 & 2.
Eq.1: $$T_{2} = \frac{abs(TE_{1eff} - TE_{2eff})}{abs(ln(\frac{pv_{E2}}{pv_{E1}}))}$$
E2. 2: $$PD = A_{cal}\times pv_{E1}\times e^\frac{TE_{1eff}}{T_{2}}$$
To ensure the data remained consistent, the pilot cohort was comprised
only of subjects with no diagnosis of structural deformity and were free of
neurological impairment, such as cerebral palsy, and major head trauma. Given
the preservation of tissue integrity in the pilot cohort, average values of the
entire white and grey matter were calculated for proton density and T2. Histograms
of the outcomes were plotted to better elucidate changes in the distribution of
hydration states and myelin composition within the tissue.Results
On average, the PD of white and grey matter
increased between ages 10 and 15, while the T2 of both tissue types experiences
a marked decrease (Figure 1). White matter was more susceptible with a 21.1%
increase in PD and a 36.4% decrease in T2, over the whole tissue volume.
Representative PD maps are shown in Figure 2, showing dramatic increases in
hydration for the white matter peak of the distribution. The subcohort also
exhibits Gaussian distributions of T2 (Figure 3A). The full width half maximum
of the distribution at both ages is constant at 28.4ms. At age 10 a small peak exists
at approximately 25ms, which agrees well with literature for myelin T2.Discussion and Conclusions
Quantitative analysis of the transverse
relaxation time of the EP born brain demonstrated shortening while hydration
levels increased, providing a mechanism to gain insight into the new markers of
development for those born extremely preterm. Decreases in the T2 of white and
grey matter indicates a higher prevalence of the short T2 components in the
brain microstructure. Given the shortest T2 component of the microstructure
correspond to myelin (approximately 20ms), it is likely this decrease can be
attributed to an increased volume of myelin within the brain tissue. It should
be noted a small peak exists at age 10 in this regime. Upon inspection on the
T2 maps this peak is likely due to noise in the tissue surrounding the
intracranial matter, and not directly to myelin. This would explain the peak’s
disappearance by age 15. Since this work is predominantly a pilot study, future
work is required to demonstrate equivalence to the state of the art technique
in myelin imaging, myelin water fraction. For example, this study focuses on
bulk white and grey matter, which allows noise from T2 sensitivity to changes
in the bulk water content and cholesterol, as well as myelin. It is possible
the consistency in full width half maximum can be directly attributed to
changes in the overall environment in addition to increased myelination. Through
further investigation, isolation of purely myelin water via heavy R1 weighting
and synthetic MR will be implemented to precisely calculate the alterations to
myelination in the EP brain. This work could help further the understanding of
the developmental pathways in the extremely preterm brain from age 10 to age 15.Acknowledgements
This
work was supported in part by the National Institute of Neurological Disorders
and Stroke (5U01NS040069-05 and 2R01NS040069-09), National Institutes of Health
Office of the Director (1UG3OD022348-01), and the National Institute of Child
Health and Human Development (5P30HD018655-28).References
1. O'Shea TM, Allred EN, Dammann O, et al. The ELGAN study
of the brain and related disorders in extremely low gestational age newborns.
Early Human Development 2009;85(11):719-725.
2.
Lebel, C. and C. Beaulieu. Longitudinal development of human brain
wiring continues from childhood into adulthood. Journal of Neuroscience
2011;31(30).
3. Deoni, S. C., et al. Investigating white matter development in infancy
and early childhood using myelin water faction and relaxation time mapping.
Neuroimage 2012;63(3).
4. Dean, D. C., et al. Characterizing longitudinal white matter
development during early childhood. Brain Structure and Function 2015;220(4).
5. Jara, H. (2006). Synthetic
images for a magnetic resonance imaging scanner using linear combinations of
source images, Google Patents.
6. Suzuki, S., et al.. Combined
volumetric T1, T2 and secular-T2 quantitative MRI of the brain: age-related
global changes (preliminary results). Magnetic resonance imaging 2006;24(7).