Title :
Measuring longitudinally dynamic cortex development in infants by reconstruction of consistent cortical surfaces
Author :
Gang Li ; Jingxin Nie ; Li Wang ; Feng Shi ; Gilmore, John H. ; Weili Lin ; Dinggang Shen
Author_Institution :
Dept. of Radiol. & BRIC, Univ. of North Carolina at Chapel Hill, Chapel Hill, NC, USA
Abstract :
Quantitative measurement of dynamic cortex development during early postnatal stages is of great importance to understand early cortical structural and functional development. Conventional methods usually independently reconstruct cortical surfaces of longitudinal images from the same infant, which often generates longitudinallyinconsistent cortical surfaces and leads to inconsistence in cortex development measurement. This paper aims to address this problem by presenting a method to reconstruct consistent cortical surfaces from longitudinal brain MR images in the first-year infants for accurate and consistent measurement of dynamic cortex development. Specifically, longitudinal development of the inner cortical surface is first modeled by a deformable sheet with elasto-plasticity property to establish longitudinally smooth correspondences of inner cortical surfaces. Then, the modeled longitudinal inner cortical surfaces are jointly deformed to locate inner and outer cortical surfaces with a spatial-temporal deformable surface. The method has been applied on 10 infants, each with 5 or 6 scans acquired at every 3 months from birth. Experimental results show that our method can accurately and consistently reconstruct dynamic cortical surfaces from longitudinal infant images, with the average surface distance as low as 0.2mm. By using our method, we can quantitatively characterize longitudinally dynamic cortical thickness development in the first-year infants.
Keywords :
biomechanics; biomedical MRI; brain; elastic deformation; elastoplasticity; image reconstruction; medical image processing; paediatrics; plastic deformation; spatiotemporal phenomena; consistent cortical surface reconstruction; cortical functional development; cortical structural development; deformable sheet; early postnatal stages; elasto-plasticity property; infants; longitudinal brain magnetic resonance images; longitudinal image reconstruction; longitudinally dynamic cortical thickness development; quantitative measurement; spatial-temporal deformable surface; Brain modeling; Deformable models; Force; Image reconstruction; Image segmentation; Surface reconstruction; Trajectory; infant cortical thickness development; infant longitudinal cortical surfaces;
Conference_Titel :
Biomedical Imaging (ISBI), 2013 IEEE 10th International Symposium on
Conference_Location :
San Francisco, CA
Print_ISBN :
978-1-4673-6456-0
DOI :
10.1109/ISBI.2013.6556790