Quantitative analysis of arterial spin labeling FMRI data using a general linear model

被引:21
作者
Hernandez-Garcia, Luis [1 ,2 ]
Jahanian, Hesamoddin [1 ,2 ]
Rowe, Daniel B. [3 ,4 ]
机构
[1] Univ Michigan, fMRI Lab, Ann Arbor, MI 48109 USA
[2] Univ Michigan, Dept Biomed Engn, Ann Arbor, MI 48109 USA
[3] Marquette Univ, Dept Math Stat & Comp Sci, Milwaukee, WI 53233 USA
[4] Med Coll Wisconsin, Dept Biophys, Milwaukee, WI 53226 USA
基金
美国国家卫生研究院;
关键词
ASL; Perfusion quantification; General linear model; CEREBRAL-BLOOD-FLOW; PERFUSION FMRI; BOLD; MRI; SENSITIVITY; RELAXATION; INVERSION; DESIGN; TASKS; TESLA;
D O I
10.1016/j.mri.2010.03.035
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
Arterial spin labeling techniques can yield quantitative measures of perfusion by fitting a kinetic model to difference images (tagged-control). Because of the noisy nature of the difference images investigators typically average a large number of tagged versus control difference measurements over long periods of time. This averaging requires that the perfusion signal be at a steady state and not at the transitions between active and baseline states in order to quantitatively estimate activation induced perfusion. This can be an impediment for functional magnetic resonance imaging task experiments. In this work, we introduce a general linear model (GLM) that specifies Blood Oxygenation Level Dependent (BOLD) effects and arterial spin labeling modulation effects and translate them into meaningful, quantitative measures of perfusion by using standard tracer kinetic models. We show that there is a strong association between the perfusion values using our GLM method and the traditional subtraction method, but that our GLM method is more robust to noise. (C) 2010 Elsevier Inc. All rights reserved.
引用
收藏
页码:919 / 927
页数:9
相关论文
共 22 条
[1]   Experimental design and the relative sensitivity of BOLD and perfusion fMRI [J].
Aguirre, GK ;
Detre, JA ;
Zarahn, E ;
Alsop, DC .
NEUROIMAGE, 2002, 15 (03) :488-500
[2]   Reduced transit-time sensitivity in noninvasive magnetic resonance imaging of human cerebral blood flow [J].
Alsop, DC ;
Detre, JA .
JOURNAL OF CEREBRAL BLOOD FLOW AND METABOLISM, 1996, 16 (06) :1236-1249
[3]  
Bevington P.R., 2003, DATA REDUCTION ERROR
[4]   An investigation of the relationship between BOLD and perfusion signal changes during epileptic generalised spike wave activity [J].
Carmichael, David W. ;
Hamandi, Khalid ;
Laufs, Helmut ;
Duncan, John S. ;
Thomas, David L. ;
Lemieux, Louis .
MAGNETIC RESONANCE IMAGING, 2008, 26 (07) :870-873
[5]   Mild Cognitive Impairment and Alzheimer Disease: Patterns of Altered Cerebral Blood Flow at MR Imaging [J].
Dai, Weiying ;
Lopez, Oscar L. ;
Carmichael, Owen T. ;
Becker, James T. ;
Kuller, Lewis H. ;
Gach, H. Michael .
RADIOLOGY, 2009, 250 (03) :856-866
[6]   Continuous Flow-Driven Inversion for Arterial Spin Labeling Using Pulsed Radio Frequency and Gradient Fields [J].
Dai, Weiying ;
Garcia, Dairon ;
de Bazelaire, Cedric ;
Alsop, David C. .
MAGNETIC RESONANCE IN MEDICINE, 2008, 60 (06) :1488-1497
[7]   Arterial spin-labeled perfusion MRI in basic and clinical neuroscience [J].
Detre, John A. ;
Wang, Jiongjiong ;
Wang, Ze ;
Rao, Hengyi .
CURRENT OPINION IN NEUROLOGY, 2009, 22 (04) :348-355
[8]   Fast, pseudo-continuous arterial spin labeling for functional imaging using a two-coil system [J].
Hernandez-Garcia, L ;
Lee, GR ;
Vazquez, AL ;
Noll, DC .
MAGNETIC RESONANCE IN MEDICINE, 2004, 51 (03) :577-585
[9]   Continuous ASL perfusion fMRI investigation of higher cognition: Quantification of tonic CBF changes during sustained attention and working memory tasks [J].
Kim, Junghoon ;
Whyte, John ;
Wang, Jiongjiong ;
Rao, Hengyi ;
Tang, Kathy Z. ;
Detre, John A. .
NEUROIMAGE, 2006, 31 (01) :376-385
[10]   A signal processing model for arterial spin labeling functional MRI [J].
Liu, TT ;
Wong, EC .
NEUROIMAGE, 2005, 24 (01) :207-215