Model selection for DCE-T1 studies in glioblastoma

被引:67
作者
Bagher-Ebadian, Hassan [2 ]
Jain, Rajan [3 ,4 ,5 ]
Nejad-Davarani, Siamak P. [6 ]
Mikkelsen, Tom [5 ]
Lu, Mei [7 ]
Jiang, Quan [2 ,8 ]
Scarpace, Lisa [5 ]
Arbab, Ali S. [3 ,4 ]
Narang, Jayant [3 ,4 ]
Soltanian-Zadeh, Hamid [3 ,4 ]
Paudyal, Ramesh
Ewing, James. R. [1 ,2 ,8 ]
机构
[1] Henry Ford Hosp, Neurol NMR Facil, Dept Neurol, Detroit, MI 48202 USA
[2] Oakland Univ, Dept Phys, Rochester, MI USA
[3] Henry Ford Hosp, Dept Radiol, Detroit, MI 48202 USA
[4] Wayne State Univ, Sch Med, Dept Radiol, Detroit, MI USA
[5] Henry Ford Hosp, Dept Neurosurg, Detroit, MI 48202 USA
[6] Univ Michigan, Dept Biomed Engn, Ann Arbor, MI 48109 USA
[7] Henry Ford Hosp, Dept Publ Hlth Sci, Detroit, MI 48202 USA
[8] Wayne State Univ, Dept Neurol, Detroit, MI USA
关键词
DCE MRI; glioma; vascular permeability; indicator pharmacokinetics; CONTRAST-ENHANCED-MRI; BRAIN TRANSFER CONSTANTS; CEREBRAL-BLOOD-FLOW; TIME UPTAKE DATA; GRAPHICAL EVALUATION; SKELETAL-MUSCLE; SHUTTER-SPEED; IN-VIVO; PERMEABILITY; VOLUME;
D O I
10.1002/mrm.23211
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
100231 [临床病理学]; 100902 [航空航天医学];
摘要
Dynamic contrast enhanced T1-weighted MRI using the contrast agent gadopentetate dimeglumine (Gd-DTPA) was performed on 10 patients with glioblastoma. Nested models with as many as three parameters were used to estimate plasma volume or plasma volume and forward vascular transfer constant (Ktrans) and the reverse vascular transfer constant (kep). These constituted models 1, 2, and 3, respectively. Model 1 predominated in normal nonleaky brain tissue, showing little or no leakage of contrast agent. Model 3 predominated in regions associated with aggressive portions of the tumor, and model 2 bordered model 3 regions, showing leakage at reduced rates. In the patient sample, vp was about four times that of white matter in the enhancing part of the tumor. Ktrans varied by a factor of 10 between the model 2 (1.9 ? 10-3 min-1) and model 3 regions (1.9 ? 10-2 min-1). The mean calculated interstitial space (model 3) was 5.5%. In model 3 regions, excellent curve fits were obtained to summarize concentration-time data (mean R2 = 0.99). We conclude that the three parameters of the standard model are sufficient to fit dynamic contrast enhanced T1 data in glioblastoma under the conditions of the experiment. Magn Reson Med, 2012. (C) 2011 Wiley Periodicals, Inc.
引用
收藏
页码:241 / 251
页数:11
相关论文
共 32 条
[1]
Bates D. M., 1988, Nonlinear regression analysis and its applications, V2
[2]
Pharmacokinetic analysis of tissue microcirculation using nested models: Multimodel inference and parameter identifiability [J].
Brix, Gunnar ;
Zwick, Stefan ;
Kiessling, Fabian ;
Griebel, Juergen .
MEDICAL PHYSICS, 2009, 36 (07) :2923-2933
[3]
PERMEABILITY OF CAPILLARIES IN VARIOUS ORGANS AS DETERMINED BY USE OF INDICATOR DIFFUSION METHOD [J].
CRONE, C .
ACTA PHYSIOLOGICA SCANDINAVICA, 1963, 58 (04) :292-&
[4]
High-resolution T1 and T2 mapping of the brain in a clinically acceptable time with DESPOT1 and DESPOT2 [J].
Deoni, SCL ;
Peters, TM ;
Rutt, BK .
MAGNETIC RESONANCE IN MEDICINE, 2005, 53 (01) :237-241
[5]
Dittmer DS, 1963, BLOOD OTHER BODY FLU
[6]
Model selection in magnetic resonance imaging measurements of vascular permeability: Gadomer in a 9L model of rat cerebral tumor [J].
Ewing, JR ;
Brown, SL ;
Lu, M ;
Panda, S ;
Ding, GL ;
Knight, RA ;
Cao, Y ;
Jiang, Q ;
Nagaraja, TN ;
Churchman, JL ;
Fenstermacher, JD .
JOURNAL OF CEREBRAL BLOOD FLOW AND METABOLISM, 2006, 26 (03) :310-320
[7]
The viscosity of the blood in narrow capillary tubes [J].
Fahraeus, R ;
Lindqvist, T .
AMERICAN JOURNAL OF PHYSIOLOGY, 1931, 96 (03) :562-568
[8]
Gjedde A, 1997, NUCL MED COMMUN, V3, P274
[9]
Temporal sampling requirements for the tracer kinetics modeling of breast disease [J].
Henderson, E ;
Rutt, BK ;
Lee, TY .
MAGNETIC RESONANCE IMAGING, 1998, 16 (09) :1057-1073
[10]
The magnetic resonance shutter speed discriminates vascular properties of malignant and benign breast tumors in vivo [J].
Huang, Wei ;
Li, Xin ;
Morris, Elizabeth A. ;
Tudorica, Luminita A. ;
Seshan, Venkatraman E. ;
Rooney, William D. ;
Tagge, Ian ;
Wang, Ya ;
Xu, Jingang ;
Springer, Charles S., Jr. .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2008, 105 (46) :17943-17948