IEEE TRANSACTIONS ON MEDICAL IMAGING, VOL. 26, NO. 11, NOVEMBER 2007 1437
Accuracy of -Space Related Parameters in MRI:
Simulations and Phantom Measurements
Jimmy Lätt*, Markus Nilsson, Carin Malmborg, Hannah Rosquist, Ronnie Wirestam, Freddy Ståhlberg,
Daniel Topgaard, and Sara Brockstedt
Abstract—The accuracy of -space measurements was evaluated
at a 3.0-T clinical magnetic resonance imaging (MRI) scanner,
as compared with a 4.7-T nuclear magnetic resonance (NMR)
spectrometer. Measurements were performed using a stimu-
lated-echo pulse-sequence on -decane as well as on polyethylene
glycol (PEG) mixed with different concentrations of water, in
order to obtain bi-exponential signal decay curves. The diffusion
coefficients as well as the modelled diffusional kurtosis were
obtained from the signal decay curve, while the full-width at
half-maximum (FWHM) and the diffusional kurtosis were
obtained from the displacement distribution. Simulations of
restricted diffusion, under conditions similar to those obtainable
with a clinical MRI scanner, were carried out assuming various
degrees of violation of the short gradient pulse (SGP) condition
and of the long diffusion time limit. The results indicated that an
MRI system can not be used for quantification of structural sizes
less than about 10 m by means of FWHM since the parameter
underestimates the confinements due to violation of the SGP
condition. However, FWHM can still be used as an important
contrast parameter. The obtained kurtosis values were lower than
expected from theory and the results showed that care must be
taken when interpreting a kurtosis estimate deviating from zero.
Index Terms—Diffusion, displacement distribution, kurtosis,
magnetic resonance imaging (MRI), -space.
I. INTRODUCTION
B
Y THE use of a pulsed gradient spin-echo (PGSE) pulse
sequence [1] it is possible to use the -space methodology
for assessment of the dynamic displacement of molecules that
occurs due to their self-diffusion [2]. This approach has been
employed in several in vitro and ex vivo studies performed
with nuclear magnetic resonance (NMR) spectrometers to gain
Manuscript received June 1, 2007; revised August 15, 2007. This work was
supported in part by the Swedish Research Council under Grant 13514, in part
by the Swedish Cancer Society under Grant CAN 2006/1272, in part by the
Swedish Society of Medicine, in part by the Lund University Hospital Donation
Funds, and in part by the Knut and Alice Wallenberg Foundation (KAW 1998.
0182). Asterisk indicates corresponding author.
*J. Lätt is with the Department of Medical Radiation Physics, Clinical Sci-
ences, Lund University, SE-221 85 Lund, Sweden (e-mail: jimmy.latt@med.lu.
se).
M. Nilsson, H. Rosquist and R. Wirestam are with the Department of Med-
ical Radiation Physics, Clinical Sciences, Lund University, SE-221 85 Lund,
Sweden.
C. Malmborg and D. Topgaard are with the division of Physical Chemistry
1, Centre for Chemistry and Chemical Engineering, Lund University, SE-22100
Lund, Sweden.
F. Ståhlberg and S. Brockstedt are with the Department of Medical Radiation
Physics, Clinical Sciences, Lund University, SE-221 85 Lund, Sweden and with
the Department of Diagnostic Radiology, Clinical Sciences, Lund University,
SE-221 85 Lund, Sweden.
Digital Object Identifier 10.1109/TMI.2007.907278
knowledge about the origin of the diffusion signal in biological
materials and to improve the differentiation between healthy
and pathologic tissue [3]–[7]. During the last decade, the
-space concept has been adopted from the NMR environment
and implemented in the clinical setting of magnetic resonance
imaging (MRI) [8]–[11]. Attempts have been made to visualize
and determine cell sizes in vivo [12], although the possibility
to correctly quantify confinement sizes with an MRI system
has not been sufficiently clarified. In NMR spectrometry, the
-space methodology is well established, but the fundamental
differences between an NMR spectrometer and a clinical MRI
scanner, such as the gradient system performance, the magnetic
field strength and the SNR, are likely to hamper the accuracy of
-space analyses in the MRI environment. In order to resolve
small structures which restrict the self-diffusion a large time
integral of the diffusion encoding gradients is required, but the
duration of the diffusion encoding gradients must at the
same time be kept short compared with the time required for
the molecules to diffuse across the whole confinement, i.e.,
, where is the size of the confinement and
is the diffusion coefficient. This requirement is known as the
short gradient pulse (SGP) condition, and a violation will lead
to an underestimation of the confinement [13]–[16]. In MRI,
this requirement is commonly violated in order to achieve a
sufficiently high -space resolution, since the gradient system
amplitudes are typically two orders of magnitude lower on
MRI scanners than on NMR spectrometers (about 50 mT/m
compared to about 10 T/m). Furthermore, the use of a long
in MRI requires a long echo time (TE), resulting in a lowered
SNR due to T2 relaxation.
Extensive displacement distribution measurements and sim-
ulations have been carried out under conditions achievable with
NMR spectrometers [16]–[20], but few studies have evaluated
the effects of the limitations associated with clinical scanners.
A related approach for obtaining structural information from
the displacement distribution is to analyse the corresponding
diffraction pattern in the signal domain [21], and studies have
been performed with the primary aim of evaluating this possi-
bility with an NMR system [22], [23]. Recently, a phantom ex-
periment and an ex vivo study of fixated rat brain, designed to
resolve confinements from diffraction patterns, were conducted
by Weng et al. on a clinical scanner equipped with an insert gra-
dient coil [24]. However, to the best of our knowledge a diffrac-
tion pattern has not yet been measured in vivo and it has been
speculated that the complexity of the tissue, as well as an ex-
pected distribution of confinement sizes, would cancel out the
characteristics of such a pattern [23], [25]. In the clinical set-
ting, Assaf et al. used -space imaging in an in vivo study of
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