Brain PET partial-volume compensation using blurred anatomical labels

被引:13
作者
Bataille, F. [1 ]
Comtat, C. [1 ]
Jan, S. [1 ]
Sureau, F. C. [1 ]
Trebossen, R. [1 ]
机构
[1] CEA, Serv Hosp Frederic Joliot, F-91406 Orsay, France
关键词
Geant4; Geant4 Application for Tomographic Emission (GATE); image reconstruction; MAP estimation; Monte Carlo simulation; partial volume effect (PVE); positron emission tomography (PET);
D O I
10.1109/TNS.2007.906165
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Clinical use of positron emission tomography (PET) for brain imaging is limited by the partial-volume effect (PVE) induced by the limited spatial resolution of most scanners. Correction for this effect is often performed using a post-reconstruction processing framework involving external information provided by an MRI acquisition. This approach has the major drawback of being very sensitive to the unavoidable MRI segmentation and PET-MRI registration mismatches. Under the assumption that PVE is better compensated when it is modeled in the reconstruction process, we developed in this work an approach based on the combined usage of a realistic system response function and of a Bayesian framework allowing the incorporation of the external information in the reconstruction process through the blurred anatomical labels method. PVE compensation performance of the proposed methodology was validated on a phantom double-isotope acquisition, in comparison with the post-reconstruction correction method of the geometric transfer matrix (GTM). A Monte Carlo simulation of a realistic brain PET study allowed us to show the performances of our method relative to the residual mismatches mentioned above.
引用
收藏
页码:1606 / 1615
页数:10
相关论文
共 24 条
[1]   Minimum cross-entropy reconstruction of PET images using prior anatomical information [J].
Ardekani, BA ;
Braun, M ;
Hutton, BF ;
Kanno, I ;
Iida, H .
PHYSICS IN MEDICINE AND BIOLOGY, 1996, 41 (11) :2497-2517
[2]   Positron emission tomography partial volume correction: Estimation and algorithms [J].
Aston, JAD ;
Cunningham, VJ ;
Asselin, MC ;
Hammers, A ;
Evans, AC ;
Gunn, RN .
JOURNAL OF CEREBRAL BLOOD FLOW AND METABOLISM, 2002, 22 (08) :1019-1034
[3]   Evaluation of anatomy based reconstruction for partial volume correction in brain FDG-PET [J].
Baete, K ;
Nuyts, J ;
Van Laere, K ;
Van Paesschen, W ;
Ceyssens, S ;
De Ceuninck, L ;
Gheysens, O ;
Kelles, A ;
Van den Eynden, J ;
Suetens, P ;
Dupont, P .
NEUROIMAGE, 2004, 23 (01) :305-317
[4]  
BATAILLE F, 2006, IN PRESS IEEE NUCL S
[5]   Clinically feasible reconstruction of 3D whole-body PET/CT data using blurred anatomical labels [J].
Comtat, C ;
Kinahan, PE ;
Fessler, JA ;
Beyer, T ;
Townsend, DW ;
Defrise, M ;
Michel, C .
PHYSICS IN MEDICINE AND BIOLOGY, 2002, 47 (01) :1-20
[6]   REGULARIZED EMISSION IMAGE-RECONSTRUCTION USING IMPERFECT SIDE INFORMATION [J].
FESSLER, JA ;
CLINTHORNE, NH ;
ROGERS, WL .
IEEE TRANSACTIONS ON NUCLEAR SCIENCE, 1992, 39 (05) :1464-1471
[7]  
Frouin V, 2002, J NUCL MED, V43, P1715
[8]   ACCELERATED IMAGE-RECONSTRUCTION USING ORDERED SUBSETS OF PROJECTION DATA [J].
HUDSON, HM ;
LARKIN, RS .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 1994, 13 (04) :601-609
[9]   Monte Carlo simulation for the ECAT EXACT HR plus system using GATE [J].
Jan, S ;
Comtat, C ;
Strul, D ;
Santin, G ;
Trébossen, R .
IEEE TRANSACTIONS ON NUCLEAR SCIENCE, 2005, 52 (03) :627-633
[10]   GATE:: a simulation toolkit for PET and SPECT [J].
Jan, S ;
Santin, G ;
Strul, D ;
Staelens, S ;
Assié, K ;
Autret, D ;
Avner, S ;
Barbier, R ;
Bardiès, M ;
Bloomfield, PM ;
Brasse, D ;
Breton, V ;
Bruyndonckx, P ;
Buvat, I ;
Chatziioannou, AF ;
Choi, Y ;
Chung, YH ;
Comtat, C ;
Donnarieix, D ;
Ferrer, L ;
Glick, SJ ;
Groiselle, CJ ;
Guez, D ;
Honore, PF ;
Kerhoas-Cavata, S ;
Kirov, AS ;
Kohli, V ;
Koole, M ;
Krieguer, M ;
van der Laan, DJ ;
Lamare, F ;
Largeron, G ;
Lartizien, C ;
Lazaro, D ;
Maas, MC ;
Maigne, L ;
Mayet, F ;
Melot, F ;
Merheb, C ;
Pennacchio, E ;
Perez, J ;
Pietrzyk, U ;
Rannou, FR ;
Rey, M ;
Schaart, DR ;
Schmidtlein, CR ;
Simon, L ;
Song, TY ;
Vieira, JM ;
Visvikis, D .
PHYSICS IN MEDICINE AND BIOLOGY, 2004, 49 (19) :4543-4561