DocumentCode :
438657
Title :
Data based optimization of brain SPECT processing for voxel-based statistical analysis
Author :
Barnden, Leighton R. ; Behin-Ain, Setayesh
Author_Institution :
Nucl. Medicine, Queen Elizabeth Hosp., Adelaide, SA, Australia
Volume :
6
fYear :
2004
fDate :
16-22 Oct. 2004
Firstpage :
3708
Abstract :
Brain SPECT processing methods were assessed by reprocessing a SPECT study of ageing in brain perfusion that revealed both localised preservation and losses. Each analysis was characterised by the Z statistic for linear regression of SPECT versus age in 6 locations: 3 with preservation, 3 with accelerated loss. We investigated the effect of reconstruction (FBP or OSEM), scatter subtraction (SS), removal of facial and scalp activity, global scaling to the whole-brain and cerebellum, and spatial normalization with both SPM99 and SPM2. Facial activity was edited manually. Scalp activity was removed using a generic weighting image after an initial affine spatial normalization. Global scaling was performed with SPM´s ´proportional scaling´, or a scalp-free mean applied either as a nuisance variable (ANCOVA) or to pre-scale the images. Stronger statistics resulted from FBP with SS, removal of facial and scalp activity and nonlinear spatial normalization. Proportional scaling was biased and yielded very strong SPECT preservation but no significant SPECT loss. The scalp-free mean as a nuisance variable yielded both significant SPECT preservation and losses, but statistics were strongest when it was used to pre-scale the images. These scaling effects arose from age-dependence in the global means. Scaling to the cerebellum mean yielded weaker results than the whole brain. SPM99 yielded similar results to SPM2. Scaling of brain SPECT images should always utilise a scalp-free mean.
Keywords :
brain; image reconstruction; medical image processing; optimisation; regression analysis; single photon emission computed tomography; SPECT loss; SPECT preservation; SPM2; SPM99; Z statistics; ageing; brain SPECT processing method; brain perfusion; cerebellum; data based optimization; facial activity removal; generic weighting image; global scaling; image pre-scaling; linear regression; localised losses; localised preservation; nuisance variable; proportional scaling; reconstruction effect; scaling effects; scalp activity removal; scalp-free mean; scatter subtraction; spatial normalization; voxel-based statistical analysis; Accelerated aging; Australia; Hospitals; Image reconstruction; Linear regression; Scalp; Scattering; Statistical analysis; Statistics; Telephony;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Nuclear Science Symposium Conference Record, 2004 IEEE
ISSN :
1082-3654
Print_ISBN :
0-7803-8700-7
Electronic_ISBN :
1082-3654
Type :
conf
DOI :
10.1109/NSSMIC.2004.1466686
Filename :
1466686
Link To Document :
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