Benjamin Leporq1,2, Arnaud Le Troter3, Yann Le fur3, Emmanuelle Salort-Campana4, Maxime Guye3, Olivier Beuf2, and David Bendahan3,5
1Center of Research on inflammation; Inserm U1149, Université Paris Diderot, Paris, France, 2CREATIS CNRS UMR 5220; Inserm U1044, Université de Lyon, Villeurbanne, France, 3CRMBM; CNRS UMR 7339, Aix-Marseille University, Marseille, France, 4Genetique Médicale et Génomique Fonctionelle; Inserm UMR S_910, Aix Marseille University, Marseille, France, 5CEMEREM, Hopital de la Timone, Pôle d’imagerie médicale, AP-HM, Marseille, France
Synopsis
We have developed a dedicated algorithm allowing to
quantify, from a single MR acquisition fat and muscle fractions together with magnetic
susceptibility and transverse relaxation time (T2*). This approach
was linked to a dedicated segmentation algorithm allowing to quantify specific
indices which could be of interest for the assessment of disease severity and
progression. Our results showed the feasibility of quantitative susceptibility
mapping (QSM) in thigh muscles and demonstrated that
its implementation into the fat-water separation reconstruction pipeline is
possible. For dystrophies assessment, magnetic susceptibility-related
information might provide a useful supplementary materials in comparison to
relaxometry and fat fraction measurements.Purpose
To develop a dedicated algorithm allowing to quantify,
from a single MR acquisition, fat and muscle fractions together with magnetic
susceptibility and transverse relaxation time (T
2*) and to assess
dystrophic patients on the basis of specific quantitative indices.
Patients-Methods
Patients: MR acquisition was
performed at 1.5T using a 3D multiple-echo spoiled gradient echo sequence in 9
patients with a facio-scapulo-humeral dystrophy and 8 controls. According to
commonly used clinical and functional scales, two subgroups of patients were
distinguished (moderate (MOD) and severe (SEV)).
Image reconstruction: Phase images were
unwrapped to compute the B0 field inhomogeneities (ΔB0) map
and the ΔB0-demodulated
real part images. The real part was used for fat-water separation as previously
described (1). The fat-water separation algorithm provided T2* and
PDFF maps. From the ΔB0 map,
external (Bout) and internal (Bint) fields were separated
with the projection into dipole field (2). From Bint, the dipole
inversion was performed with a single orientation Bayesian regularization
including spatial priors derived from magnitude images to compute the
susceptibility map (3). A segmentation algorithm (4) was used to calculate the index of fatty infiltration (IFI) representing the
relative amount of fatty-infiltrated pixels and defines the normal appearing
muscle area from which the distributions of PDFF, T2* and magnetic
susceptibility were analyzed (Figure 1).
Results
The SEV group displayed a significantly larger fatty
infiltration (p<0.01) of the normal-appearing muscle compartment i.e. PDFF
muscle
= 22.0 ± 4.7% as compared to the control group (11.3 ± 3.7%) whereas no
significant difference was found between the MOD (13.8 ± 2.1%) and the control
group. In the normal-appearing muscular compartment, the averaged T
2*
value was significantly higher (p<0.05) in both the MOD (30.4 ± 0.8 ms) and
the SEV (30.4 ± 1.7 ms) groups as compared to the controls (29.2 ± 0.5 ms). No
significant difference was found between the patients groups. T
2*
FWHM (Full Width at Half Maximum) significantly increased (p<0.01) with
respect to the groups (10.6 ± 1.0, 12.2 ± 1.4 and 17.6 ± 3.3 ms in the control,
MOD and SEV group respectively). The averaged magnetic susceptibility significantly
decreased with respect to the groups:
-0.89 ± 0.29; -1.49 ± 0.34 and -2.06 ± 0.16 ppm in the control, MOD and SEV
group respectively whereas magnetic susceptibility FWHM increased: 7.2 ± 1.4, 8.2 ± 0.4 and 9.4 ± 0.5 ppm in the control, MOD
and SEV group respectively).
Discussion
The present results illustrated that QSM could be performed in skeletal muscle at
1.5T and that the corresponding algorithm can be included in the fat-water
separation pipeline. The dedicated segmentation method allowed us to quantify
the corresponding indices in the normal-appearing muscle compartment. The short
echo-time spacing, mandatory for an accurate fat-water separation, is advantageous
for the QSM reconstruction given that wraps between echoes can be consistently reduced
thereby simplifying the unwrapping procedure. However, the phase-to-noise ratio
was not optimal since the echo train length remains shorter than T
2*.
Nevertheless, this effect was limited by the high number of echoes. On that
basis, it has been possible to obtain a multiparametric information from a
single MR acquisition. While magnetic susceptibility-related information can be
added to the relaxometry and fat fraction measurements for the assessement of disease
severity and progression, further works would be mandatory in order to
delineate the exact mechanisms leading to magnetic susceptibility changes in
the normal appearing muscle and more particularly to understand the exact links
with edema, inflammation, fibrosis and macromolecule deposition.
Acknowledgements
This work was performed within the
framework of the LABEX PRIMES (ANR-11-LABX-0063) of Université de Lyon, within
the program "Investissements d'Avenir" (ANR-11-IDEX-0007) operated by
the French National Research Agency (ANR). This work is supported by CNRS (UMR
7339), Aix-Marseille University and Assistance Publique Hôpitaux de Marseille
(APHM).References
(1) Leporq B et al. NMR Biomed 2014;27:1211-1221.
(2) Liu T et al. NMR Biomed 2011;24:1129-1136.
(3) De Rochefort L et al. Magn Reson Med 2010;63:194-206.
(4) Lareau-Trudel E et al. PLoS One. 2015;10(7):e0132717