A novel description of FDG excretion in the renal system: application to metformin-treated models

被引:18
作者
Garbarino, S. [1 ,2 ]
Caviglia, G. [1 ]
Sambuceti, G. [3 ,4 ]
Benvenuto, F. [5 ]
Piana, M. [1 ,2 ]
机构
[1] Univ Genoa, Dipartimento Matemat, I-16146 Genoa, Italy
[2] CNR SPIN Genova, I-16146 Genoa, Italy
[3] IRCCS San Martino IST, I-16132 Genoa, Italy
[4] Univ Genoa, Dipartimento Sci Salute, I-16132 Genoa, Italy
[5] Ecole Polytech, F-75230 Paris, France
关键词
compartmental models; FDG excretion; parameter identification; metformin; POSITRON-EMISSION-TOMOGRAPHY; F-18-FDG PET; RECONSTRUCTION; PITFALLS; MRI;
D O I
10.1088/0031-9155/59/10/2469
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
This paper introduces a novel compartmental model describing the excretion of 18F-fluoro-deoxyglucose (FDG) in the renal system and a numerical method based on the maximum likelihood for its reduction. This approach accounts for variations in FDG concentration due to water re-absorption in renal tubules and the increase of the bladder's volume during the FDG excretion process. From the computational viewpoint, the reconstruction of the tracer kinetic parameters is obtained by solving the maximum likelihood problem iteratively, using a non-stationary, steepest descent approach that explicitly accounts for the Poisson nature of nuclear medicine data. The reliability of the method is validated against two sets of synthetic data realized according to realistic conditions. Finally we applied this model to describe FDG excretion in the case of animal models treated with metformin. In particular we show that our approach allows the quantitative estimation of the reduction of FDGde-phosphorylation induced by metformin.
引用
收藏
页码:2469 / 2484
页数:16
相关论文
共 27 条
[1]   Prospective comparison of 18F-FDG PET with conventional imaging modalities (CT, MRI, US) in lymph node staging of head and neck cancer [J].
Adams, S ;
Baum, RP ;
Stuckensen, T ;
Bitter, K ;
Hör, G .
EUROPEAN JOURNAL OF NUCLEAR MEDICINE, 1998, 25 (09) :1255-1260
[2]   The use of the Levenberg-Marquardt curve-fitting algorithm in pharmacokinetic modelling of DCE-MRI data [J].
Ahearn, TS ;
Staff, RT ;
Redpath, TW ;
Semple, SIK .
PHYSICS IN MEDICINE AND BIOLOGY, 2005, 50 (09) :N85-N92
[3]   A novel method for noninvasive detection of neuromodulatory changes in specific neurotransmitter systems [J].
Alpert, NM ;
Badgaiyan, RD ;
Livni, E ;
Fischman, AJ .
NEUROIMAGE, 2003, 19 (03) :1049-1060
[5]  
Cover T.M., 2006, ELEMENTS INFORM THEO, V2nd ed
[6]  
Diederichs CG, 1998, J NUCL MED, V39, P1030
[7]   Estimate of FDG Excretion by means of Compartmental Analysis and Ant Colony Optimization of Nuclear Medicine Data [J].
Garbarino, Sara ;
Caviglia, Giacomo ;
Brignone, Massimo ;
Massollo, Michela ;
Sambuceti, Gianmario ;
Piana, Michele .
COMPUTATIONAL AND MATHEMATICAL METHODS IN MEDICINE, 2013, 2013
[8]   Positron emission tomography compartmental models: A basis pursuit strategy for kinetic modeling [J].
Gunn, RN ;
Gunn, SR ;
Turkheimer, FE ;
Aston, JAD ;
Cunningham, TJ .
JOURNAL OF CEREBRAL BLOOD FLOW AND METABOLISM, 2002, 22 (12) :1425-1439
[9]   Positron emission tomography compartmental models [J].
Gunn, RN ;
Gunn, SR ;
Cunningham, VJ .
JOURNAL OF CEREBRAL BLOOD FLOW AND METABOLISM, 2001, 21 (06) :635-652
[10]   ACCELERATED IMAGE-RECONSTRUCTION USING ORDERED SUBSETS OF PROJECTION DATA [J].
HUDSON, HM ;
LARKIN, RS .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 1994, 13 (04) :601-609