Nora-Josefin Breutigam1, Federico von Samson-Himmelstjerna1, and Matthias Günther1
1MR Physics, Fraunhofer MEVIS, Bremen, Germany
Synopsis
A dynamic feedback algorithm to find the
optimal free-lunch (FL) bolus-length in a multi-TI Hadamard-encoding scheme is
presented. An estimated FL bolus-length is often not ideal for the examined
subject. In arterial spin labeling (ASL) this frequently results in unwanted
arterial transit-delay (ATD) artefacts. The proposed method allows approaching
the optimal FL bolus-length individually by analyzing intermediate decoded
perfusion-weighted images during a running MRI scan. The aim is to reduce the
FL bolus-length as much as necessary, but to keep it as long as possible to
yield maximal signal.Purpose
In Arterial Spin Labeling (ASL) the high individual
variability of arterial transit-times (ATT) especially in patients often leads
to arterial transit-delay (ATD) artefacts
1 due to non-optimal timing
of bolus-length (BL) and post-labeling delay (PLD). Timings tailored to the
individual patient are highly warranted here, especially in pathologies like
ischemic stroke or Moya-Moya. This also affects the free-lunch (FL) approach
2
in Hadamard pseudo-continuous ASL (H-pCASL), where the first Hadamard-subbolus
is used as a long conventional pCASL-bolus and the remaining subboli for
time-encoding (fig. 1a). Early detection of non-optimal timing of BL and PLD is
possible with the recently proposed Walsh-sorted H-pCASL
3 (WH-pCASL),
where intermediate perfusion-weighted images (PWI) are obtained during the running
measurement. However, with this technique PLD, net BL, and individual sub-bolus
lengths are fixed parameters. For optimal results, these measurement parameters
have to be modified during runtime. Therefore, we propose an acquisition
strategy that allows automatic adaption of sub-bolus lengths during a running
scan, with the aim to keep the FL-bolus as long as possible to get optimal
signal, but short enough to avoid ATD-artefacts.
Theory
In order to determine the optimal PLD for the FL-bolus,
the timepoint at which all tissue-voxels are filled with labelled blood is
identified. At this PLD the ATD-artefacts are greatly reduced without
shortening the FL-bolus unnecessarily. Therefore the intermediate decoded
images from WH-pCASL are assessed. They correspond to several long subboli.
These are composed of short subboli whose lengths are variable, but sum up to
the long BL. This degree of freedom is used to adapt the length of the first
(FL-) subbolus. To decide whether the PLD of the FL-bolus length should be
shortened or prolonged, the number of voxels above noise level (NoV) is
determined. If in one image the NoV is higher than in another, the labelled
blood already reached more voxels in that image. The NoV at the longest PLD
(NoV
late) is compared with the NoV at earlier PLDs (NoV
early).
If NoV
late > NoV
early, some voxels are not yet filled
and the border of the FL bolus is shifted to the left (longer FL-PLD, shorter
FL-BL) (fig. 1b). If NoV
late ≤ NoV
early, the maximum
number of voxels is filled. In this case the last acquisition is repeated with
the FL-bolus border shifted to the right (shorter FL-PLD, longer FL-BL) to
increase the FL-bolus signal.
Methods
Encoding:
For encoding an 8x8 Walsh-sorted Hadamard-matrix is used
which is mirrored left to right and where the second row is acquired twice,
however once with label and control interchanged. This results in a 9x8
encoding matrix. From the first three acquisitions two PWIs are computed (fig
1b), whose NoVs are subsequently compared by a Python-based algorithm. For full
decoding the left-right mirrored Walsh-sorted Hadamard-matrix and the
corresponding images are used in analogy to conventional H-pCASL.
Imaging:
Two healthy volunteers (age
25-26, one female) were scanned with a 3T system (Skyra, SIEMENS Healthcare)
using a 16-channel head-coil. The initial SBLs were: 650, 650, 650, 650, 300,
300, 300 [ms]. A PLD of 100 ms was chosen. Two hyperbolic secant pulses were
used for background suppression. For the readout a segmented 3D-GRASE
4
readout was used (slices: 24, segments: 4, resolution: 2x2x5 mm3
(interpolated), TR: 5000 ms, TE: 19 ms).
Results and Discussion
For both subjects the initial FL-PLD was too short and
the algorithm consequently reduced the FL-bolus length stepwise to increase its
PLD. After two steps to the left, the eight resulting images were used to
decode the images for the seven final sub-boli (fig 2). Figure 3a shows images
from the initial FL-bolus and figure 3b those from the final (both with identical
TIs and LUT).
The PWIs in figure 2 clearly show an increase of the NoV
with increasing PLDs. This confirms the correct performance of the applied
feedback algorithm. Furthermore, figure 3a presents bright spots resulting from
arterial signal which are greatly reduced in figure 3b which emphasizes the
possibility of automatic reduction of ATD-artefacts by the presented method. Thus,
the proposed dynamic feedback algorithm successfully identified an optimized FL
bolus-length.
However, the choice of decision criteria, next to NoV,
provides further optimization possibilities. For instance, analysis of image
histograms could be used to identify arterial artefacts.
Conclusion
The presented acquisition strategy for Free-Lunch H-pCASL
allows an adaptation of ASL-parameters like BL and PLD during a running measurement.
This way an ASL-sequence can be automatically tailored to an individual
subject. Especially in clinical applications where pathologies demand parameter
adaption this can considerably reduce scan-time and increase the quality of ASL-data.
Acknowledgements
No acknowledgement found.References
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