Original Article
Journal of Cerebral Blood Flow & Metabolism (2006) 26, 310–320. doi:10.1038/sj.jcbfm.9600189; published online 3 August 2005
Model selection in magnetic resonance imaging measurements of vascular permeability: Gadomer in a 9L model of rat cerebral tumor
This grant was funded in part by the following NIH grants: R01 HL70023 MRI Measures of Blood Brain Barrier Permeability and NINCDS P01 NS 23393 Center for Stroke Research.
James R Ewing1,2, Stephen L Brown3, Mei Lu4, Swayamprava Panda1, Guangliang Ding1, Robert A Knight1, Yue Cao5, Quan Jiang1, Tavarekere N Nagaraja6, Jamie L Churchman1 and Joseph D Fenstermacher6
- 1Department of Neurology, Henry Ford Health Systems, University of Michigan, Detroit, Michigan, USA
- 2Department of Radiology, Henry Ford Health Systems, University of Michigan, Detroit, Michigan, USA
- 3Department of Radiation Oncology, Henry Ford Health Systems, University of Michigan, Detroit, Michigan, USA
- 4Department of Biostatistics and Research Epidemiology, Henry Ford Health Systems, University of Michigan, Detroit, Michigan, USA
- 5Departments of Radiation Oncology and Radiology, Henry Ford Health Systems, University of Michigan, Detroit, Michigan, USA
- 6Department of Anesthesiology, Henry Ford Health Systems, University of Michigan, Detroit, Michigan, USA
Correspondence: Dr JR Ewing, Neurology NMR Facility, E&R B126, Henry Ford Health Systems, 2799 W Grand Blvd, Detroit, MI 48202, USA. E-mail: jre@neurnis.neuro.hfh.edu
Received 15 February 2005; Revised 18 April 2005; Accepted 6 June 2005; Published online 3 August 2005.
Abstract
Vasculature in and around the cerebral tumor exhibits a wide range of permeabilities, from normal capillaries with essentially no blood–brain barrier (BBB) leakage to a tumor vasculature that freely passes even such large molecules as albumin. In measuring BBB permeability by magnetic resonance imaging (MRI), various contrast agents, sampling intervals, and contrast distribution models can be selected, each with its effect on the measurement's outcome. Using Gadomer, a large paramagnetic contrast agent, and MRI measures of T1 over a 25-min period, BBB permeability was estimated in 15 Fischer rats with day-16 9L cerebral gliomas. Three vascular models were developed: (1) impermeable (normal BBB); (2) moderate influx (leakage without efflux); and (3) fast leakage with bidirectional exchange. For data analysis, these form nested models. Model 1 estimates only vascular plasma volume, vD, Model 2 (the Patlak graphical approach) vD and the influx transfer constant Ki. Model 3 estimates vD, Ki, and the reverse transfer constant, kb, through which the extravascular distribution space, ve, is calculated. For this contrast agent and experimental duration, Model 3 proved the best model, yielding the following central tumor means (
s.d.; n=15): vD=0.07
0.03 for Ki=0.0105
0.005 min-1 and ve=0.10
0.04. Model 2 Ki estimates were approximately 30% of Model 3, but highly correlated (r=0.80, P<0.0003). Sizable inhomogeneity in vD, Ki, and kb appeared within each tumor. We conclude that employing nested models enables accurate assessment of transfer constants among areas where BBB permeability, contrast agent distribution volumes, and signal-to-noise vary.
Keywords:
blood–brain barrier, 9L cerebral tumor, magnetic resonance contrast agents, MRI, transfer constants, vascular permeability
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