Direct 4D PET MLEM reconstruction of parametric images using the simplified reference tissue model with the basis function method for [11C]raclopride

被引:13
作者
Gravel, Paul [1 ]
Reader, Andrew J. [1 ,2 ]
机构
[1] McGill Univ, Brain Imaging Ctr, Montreal Neurol Inst, Montreal, PQ, Canada
[2] Kings Coll London, St Thomas Hosp, Dept Biomed Engn, Div Imaging Sci & Biomed Engn, London, England
基金
加拿大创新基金会; 加拿大自然科学与工程研究理事会;
关键词
positron emission tomography; image reconstruction; tracer kinetic modeling; binding potential; POSITRON-EMISSION-TOMOGRAPHY; RECEPTOR-BINDING; ALGORITHM; 3D-OSEM; BRAIN;
D O I
10.1088/0031-9155/60/11/4533
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
This work assesses the one-step late maximum likelihood expectation maximization (OSL-MLEM) 4D PET reconstruction algorithm for direct estimation of parametric images from raw PET data when using the simplified reference tissue model with the basis function method (SRTM-BFM) for the kinetic analysis. To date, the OSL-MLEM method has been evaluated using kinetic models based on two-tissue compartments with an irreversible component. We extend the evaluation of this method for twotissue compartments with a reversible component, using SRTM-BFM on simulated 3D + time data sets (with use of [C-11] raclopride time-activity curves from real data) and on real data sets acquired with the high resolution research tomograph. The performance of the proposed method is evaluated by comparing voxel-level binding potential (BPND) estimates with those obtained from conventional post-reconstruction kinetic parameter estimation. For the commonly chosen number of iterations used in practice, our results show that for the 3D + time simulation, the direct method delivers results with lower %RMSE at the normal count level (decreases of 9-10 percentage points, corresponding to a 38-44% reduction), and also at low count levels (decreases of 17-21 percentage points, corresponding to a 26-36% reduction). As for the real 3D data set, the results obtained follow a similar trend, with the direct reconstruction method offering a 21% decrease in (CV)-C-% compared to the post reconstruction method at low count levels. Thus, based on the results presented herein, using the SRTM-BFM kinetic model in conjunction with the OSL-MLEM direct 4D PET MLEM reconstruction method offers an improvement in performance when compared to conventional post reconstruction methods.
引用
收藏
页码:4533 / 4549
页数:17
相关论文
共 44 条
[1]   Reproducibility of striatal and thalamic dopamine D2 receptor binding using [11C]raclopride with high-resolution positron emission tomography [J].
Alakurtti, Kati ;
Aalto, Sargo ;
Johansson, Jarkko J. ;
Nagren, Kjell ;
Tuokkola, Terhi ;
Oikonen, Vesa ;
Laine, Matti ;
Rinne, Juha O. .
JOURNAL OF CEREBRAL BLOOD FLOW AND METABOLISM, 2011, 31 (01) :155-165
[2]  
[Anonymous], 2006, 12 ANN M ORG HUM BRA
[3]   Scanning rats on the high resolution research tomograph (HRRT): A comparison study with a dedicated micro-PET [J].
Blinder, Stephan A. L. ;
Dinelle, Katherine ;
Sossi, Vesna .
MEDICAL PHYSICS, 2012, 39 (08) :5073-5083
[4]   MAPS OF RECEPTOR-BINDING PARAMETERS IN THE HUMAN BRAIN - A KINETIC-ANALYSIS OF PET MEASUREMENTS [J].
BLOMQVIST, G ;
PAULI, S ;
FARDE, L ;
ERIKSSON, L ;
PERSSON, A ;
HALLDIN, C .
EUROPEAN JOURNAL OF NUCLEAR MEDICINE, 1990, 16 (4-6) :257-265
[5]   A STATISTICAL-MODEL FOR POSITRON EMISSION TOMOGRAPHY - THE EM PARAMETRIC IMAGE-RECONSTRUCTION ALGORITHM - COMMENT [J].
CARSON, RE ;
LANGE, K .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1985, 80 (389) :20-22
[6]   AUTOMATIC 3D INTERSUBJECT REGISTRATION OF MR VOLUMETRIC DATA IN STANDARDIZED TALAIRACH SPACE [J].
COLLINS, DL ;
NEELIN, P ;
PETERS, TM ;
EVANS, AC .
JOURNAL OF COMPUTER ASSISTED TOMOGRAPHY, 1994, 18 (02) :192-205
[7]  
Comtat C, 2004, IEEE NUCL SCI CONF R, P3492
[8]   A method to measure PET scatter fractions for daily quality control [J].
de Jong, H. W. ;
Lubberink, M. ;
Watabe, H. ;
Iida, H. ;
Lammertsma, A. A. .
MEDICAL PHYSICS, 2009, 36 (10) :4609-4615
[9]   A positron emission tomography study of nigro-striatal dopaminergic mechanisms underlying attention: implications for ADHD and its treatment [J].
del Campo, Natalia ;
Fryer, Tim D. ;
Hong, Young T. ;
Smith, Rob ;
Brichard, Laurent ;
Acosta-Cabronero, Julio ;
Chamberlain, Samuel R. ;
Tait, Roger ;
Izquierdo, David ;
Regenthal, Ralf ;
Dowson, Jonathan ;
Suckling, John ;
Baron, Jean-Claude ;
Aigbirhio, Franklin I. ;
Robbins, Trevor W. ;
Sahakian, Barbara J. ;
Mueller, Ulrich .
BRAIN, 2013, 136 :3252-3270
[10]   GREY MATTER DENSITY AND GABAA BINDING POTENTIAL SHOW A POSITIVE LINEAR RELATIONSHIP ACROSS CORTICAL REGIONS [J].
Duncan, N. W. ;
Gravel, P. ;
Wiebking, C. ;
Reader, A. J. ;
Northoff, G. .
NEUROSCIENCE, 2013, 235 :226-231