Title :
Medial demons registration localizes the degree of genetic influence over subcortical shape variability: An N= 1480 meta-analysis
Author :
Gutman, Boris A. ; Jahanshad, Neda ; Ching, Christopher R. K. ; Yalin Wang ; Kochunov, Peter V. ; Nichols, Thomas E. ; Thompson, Paul M.
Author_Institution :
Imaging Genetics Center, Univ. of Southern California, Marina del Rey, CA, USA
Abstract :
We present a multi-cohort shape heritability study, extending the fast spherical demons registration to subcortical shapes via medial modeling. A multi-channel demons registration based on vector spherical harmonics is applied to medial and curvature features, while controlling for metric distortion. We registered and compared seven subcortical structures of 1480 twins and siblings from the Queensland Twin Imaging Study and Human Connectome Project: Thalamus, Caudate, Putamen, Pallidum, Hippocampus, Amygdala, and Nucleus Accumbens. Radial distance and tensor-based morphometry (TBM) features were found to be highly heritable throughout the entire basal ganglia and limbic system. Surface maps reveal subtle variation in heritability across functionally distinct parts of each structure. Medial Demons reveals more significantly heritable regions than two previously described surface registration methods. This approach may help to prioritize features and measures for genome-wide association studies.
Keywords :
biomedical MRI; brain; genetics; genomics; image registration; medical image processing; Human Connectome Project; Queensland Twin Imaging Study; T1-weighted structural MR images; TBM features; amygdala; basal ganglia; caudate; genetic influence; genome-wide association studies; hippocampus; limbic system; magnetic resonance imaging; medial demons registration; medial modeling; metric distortion; multichannel demons registration; multicohort shape heritability; nucleus accumbens; pallidum; putamen; radial distance; siblings; subcortical shape variability; subcortical shapes; subcortical structures; surface maps; surface registration methods; tensor-based morphometry; thalamus; twins; vector spherical harmonics; Genetics; Harmonic analysis; Jacobian matrices; Kernel; Measurement; Shape; Smoothing methods; heritability; medial curves; meta-analysis; shape registration; spherical demons;
Conference_Titel :
Biomedical Imaging (ISBI), 2015 IEEE 12th International Symposium on
Conference_Location :
New York, NY
DOI :
10.1109/ISBI.2015.7164138