title: Differentiation of edema and glioma infiltration: proposal of a DTI-based probability map.
abstract: Conflicting results on differentiating edema and glioma by diffusion tensor imaging (DTI) are possibly attributable to dissimilar spatial distribution of the lesions. Combining DTI-parameters and enhanced registration might improve prediction. Regions of edema surrounding 22 metastases were compared to tumor-infiltrated regions from WHO grade 2 (12), 3 (10) and 4 (18) gliomas. DTI data was co-registered using Tract Based Spatial Statistics (TBSS), to measure Fractional Anisotropy (FA) and Mean Diffusivity (MD) for white matter only, and relative changes compared to matching reference regions (dFA and dMD). A two-factor principal component analysis (PCA) on metastasis and grade 2 glioma was performed to explore a possible differentiating combined factor. Edema demonstrated equal MD and higher FA compared to grade 2 and 3 glioma (P < 0.001), but did not differ from glioblastoma. Differences were non-significant when corrected for spatial distribution, since reference regions differed strongly (P < 0.001). The second component of the PCA (PCA-C2) did differentiate edema and low-grade tumor (sensitivity 91.7%, specificity 86.4%). PCA-C2 scores were plotted voxel-wise as a probability-map, discerning distinct areas of presumed edema or tumor infiltration. Correction of spatial dependency appears essential when differentiating glioma from edema. A tumor-infiltration probability-map is presented, based on supplementary information of multiple DTI parameters and spatial normalization.
authors: Department Neurosurgery, Neurosurgical Center Amsterdam, VU University Medical Center, P.O. Box 7057, 1007, MB, Amsterdam, The Netherlands, f.hoefnagels@vumc.nl.
authors: Friso W A
authors: FW
authors: Hoefnagels
authors: Philip
authors: P
authors: De Witt Hamer
authors: Ernesto
authors: E
authors: Sanz-Arigita
authors: Sander
authors: S
authors: Idema
authors: Joost P A
authors: JP
authors: Kuijer
authors: Petra J W
authors: PJ
authors: Pouwels
authors: Frederik
authors: F
authors: Barkhof
authors: W Peter
authors: WP
authors: Vandertop
mesh_terms: D001929:Brain Edema / Q000473:pathology*; D001932:Brain Neoplasms / Q000556:secondary*; D003937:Diagnosis, Differential; D056324:Diffusion Tensor Imaging / Q000379:methods*; D005500:Follow-Up Studies; D005910:Glioma / Q000556:secondary*; D006801:Humans; D007091:Image Processing, Computer-Assisted; D060787:Neoplasm Grading; D011379:Prognosis