Title :
Mapping abnormal subcortical brain morphometry in an elderly HIV+ cohort
Author :
Wade, Benjamin S. C. ; Valcour, Victor G. ; Wendelken-Riegelhaupt, Lauren ; Esmaeili-Firidouni, Pardis ; Joshi, Shantanu H. ; Wang, Yalin ; Thompson, Paul M.
Author_Institution :
Imaging Genetics Center, Univ. of Southern California, Los Angeles, CA, USA
Abstract :
Over 50% of HIV+ individuals exhibit neurocognitive impairment and subcortical atrophy, but the pattern of brain abnormalities associated with HIV is still poorly understood. Using parametric surface-based shape analyses, we mapped the 3D profile of subcortical morphometry in 63 HIV+ participants and 31 uninfected controls. The thalamus, corpus striatum, hippocampus, amygdala, brainstem, callosum and ventricles were segmented from brain MRIs. To investigate subcortical shape, we analyzed the Jacobian determinant (JD) and radial distances (RD) for structure surfaces. We also investigated effects of nadir CD4+ T-cell counts, viral load, and illness duration on subcortical morphology. Our results characterize subcortical morphometry in older HIV+ people, where participants showed significant volumetric enlargements in the thalamus, left pallidum and the ventricles while showing a reduction in the callosum. Further, RD maps revealed atrophy of the left thalamus and expansion of the brainstem in HIV. RD and JD maps of the right pallidum identified tissue expansion associated with illness duration while the left pallidum showed anterior atrophy and posterior expansion associated with viral load.
Keywords :
Jacobian matrices; biological tissues; biomedical MRI; brain; diseases; image segmentation; medical image processing; microorganisms; neurophysiology; 3D profile; Jacobian determinant; abnormal subcortical brain morphometry mapping; amygdala; anterior atrophy; brain MRI segmentation; brain abnormalities; brainstem; callosum; corpus striatum; elderly HIV+ cohort; hippocampus; illness duration; left pallidum; nadir CD4+ T-cell counts; neurocognitive impairment; parametric surface-based shape analyses; posterior expansion; radial distances; structure surfaces; subcortical atrophy; thalamus; tissue expansion; ventricles; volumetric enlargements; Atrophy; Human immunodeficiency virus; Magnetic resonance imaging; Radio frequency; Shape; Surface morphology; Three-dimensional displays; HIV; MRI; classification; random forest; regularization; shape analysis; subcortical;
Conference_Titel :
Biomedical Imaging (ISBI), 2015 IEEE 12th International Symposium on
Conference_Location :
New York, NY
DOI :
10.1109/ISBI.2015.7164033