Brain fiber architecture, genetics, and intelligence: a high angular resolution diffusion imaging (HARDI) study


Autoria(s): Chiang, M. C.; Barysheva, M.; Lee, A. D.; Madsen, S.; Klunder, A. D.; Toga, A. W.; McMahon, K. L.; de Zubicaray, Greig I.; Meredith, M.; Wright, M. J.; Srivastava, A.; Balov, N.; Thompson, P. M.
Data(s)

2008

Resumo

We developed an analysis pipeline enabling population studies of HARDI data, and applied it to map genetic influences on fiber architecture in 90 twin subjects. We applied tensor-driven 3D fluid registration to HARDI, resampling the spherical fiber orientation distribution functions (ODFs) in appropriate Riemannian manifolds, after ODF regularization and sharpening. Fitting structural equation models (SEM) from quantitative genetics, we evaluated genetic influences on the Jensen-Shannon divergence (JSD), a novel measure of fiber spatial coherence, and on the generalized fiber anisotropy (GFA) a measure of fiber integrity. With random-effects regression, we mapped regions where diffusion profiles were highly correlated with subjects' intelligence quotient (IQ). Fiber complexity was predominantly under genetic control, and higher in more highly anisotropic regions; the proportion of genetic versus environmental control varied spatially. Our methods show promise for discovering genes affecting fiber connectivity in the brain.

Identificador

http://eprints.qut.edu.au/85698/

Publicador

Springer Berlin Heidelberg

Relação

DOI:10.1007/978-3-540-85988-8_126

Chiang, M. C., Barysheva, M., Lee, A. D., Madsen, S., Klunder, A. D., Toga, A. W., McMahon, K. L., de Zubicaray, Greig I., Meredith, M., Wright, M. J., Srivastava, A., Balov, N., & Thompson, P. M. (2008) Brain fiber architecture, genetics, and intelligence: a high angular resolution diffusion imaging (HARDI) study. In Medical Image Computing and Computer-Assisted Intervention – MICCAI 2008: 11th International Conference, New York, NY, USA, September 6-10, 2008, Proceedings, Part I, Springer Berlin Heidelberg, New York, USA, pp. 1060-1067.

Direitos

Copyright 2008 Springer-Verlag Berlin Heidelberg

Fonte

Faculty of Health; Institute of Health and Biomedical Innovation

Tipo

Conference Paper