Mapping genetic influences on brain fiber architecture with high angular resolution diffusion imaging (HARDI)


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

2008

Resumo

We report the first 3D maps of genetic effects on brain fiber complexity. We analyzed HARDI brain imaging data from 90 young adult twins using an information-theoretic measure, the Jensen-Shannon divergence (JSD), to gauge the regional complexity of the white matter fiber orientation distribution functions (ODF). HARDI data were fluidly registered using Karcher means and ODF square-roots for interpol ation; each subject's JSD map was computed from the spatial coherence of the ODFs in each voxel's neighborhood. We evaluated the genetic influences on generalized fiber anisotropy (GFA) and complexity (JSD) using structural equation models (SEM). At each voxel, genetic and environmental components of data variation were estimated, and their goodness of fit tested by permutation. Color-coded maps revealed that the optimal models varied for different brain regions. Fiber complexity was predominantly under genetic control, and was higher in more highly anisotropic regions. These methods show promise for discovering factors affecting fiber connectivity in the brain.

Identificador

http://eprints.qut.edu.au/85699/

Publicador

IEEE

Relação

DOI:10.1109/ISBI.2008.4541135

Chiang, M. C., Barysheva, M., Lee, A. D., Madsen, S., Klunder, A. D., Toga, A. W., McMahon, K. L., de Zubicaray, G. I., Meredith, M., Wright, M. J., Srivastava, A., Balov, N., & Thompson, P. M. (2008) Mapping genetic influences on brain fiber architecture with high angular resolution diffusion imaging (HARDI). In ISBI 2008. 5th IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2008. Proceedings, IEEE, Paris, France, pp. 871-874.

Direitos

Copyright 2008 IEEE

Fonte

Faculty of Health; Institute of Health and Biomedical Innovation

Palavras-Chave #DTI registration #High angular resolution diffusion imaging #Jensen-Shannon divergence #Structural equation model #Twins
Tipo

Conference Paper