Vertex-wise shape analysis of the hippocampus: disentangling positional differences from volume changes

Med Image Comput Comput Assist Interv. 2011;14(Pt 2):352-9. doi: 10.1007/978-3-642-23629-7_43.

Abstract

Hippocampal atrophy and developmental positional variants may co-occur in various neurological disorders. We propose a surface-based framework to analyze independently volume and positioning. After extracting the spherical harmonics combined with point distribution models (SPHARM-PDM) from manual labels, we computed displacement vectors between individual surfaces and the template. Then, we computed surface-based Jacobian determinants (SJD) from these vectors to localize volume changes. To analyze positional variants, we constructed a mean meridian axis (MEMAX), inheriting the shape-constrained point correspondences of SPHARM, on which we compute local curvatures and position vectors. We validated our method on synthetic shapes, and a large database of healthy subjects and patients with temporal lobe epilepsy. Our comprehensive analysis showed that in patients atrophy and positional changes co-occurred at the level of the posterior hippocampus. Indeed, in this region, while SPHARM-PDM showed mirrored deformations, SJD detected atrophy, and shape analysis of MEMAX unveiled medial positioning due to bending.

MeSH terms

  • Adult
  • Algorithms
  • Atrophy
  • Brain Mapping / methods
  • Case-Control Studies
  • Databases, Factual
  • Drug Resistance
  • Epilepsy / pathology*
  • Epilepsy, Temporal Lobe / pathology
  • Hippocampus / pathology*
  • Humans
  • Image Processing, Computer-Assisted / methods*
  • Models, Anatomic
  • Models, Statistical
  • Surface Properties