Disclaimer: This isn't an April Fool!
I'd like to
use the collective wisdom of the Internet to discuss the pros and cons of
a general approach to simultaneous multislice (SMS) EPI that I've been thinking about recently,
before anyone wastes time doing any actual programming or data acquisition.
Multi-echo EPI for de-noising fMRI data
There has been quite a lot of interest in using multi-echo EPI to characterize and de-noise time series data, e.g.
http://www.ncbi.nlm.nih.gov/ pubmed/22209809
http://www.ncbi.nlm.nih.gov/
These methods rest
on one critical aspect: they use in-plane parallel imaging (GRAPPA or
SENSE, usually depending on the scanner vendor) to render the per slice
acquisition time reasonable. For example, with R=2 acceleration it's possible to get
three echo planar images per slice at TEs of around 15, 40 and 60 ms. The multiple
echoes can then be used to characterize BOLD from non-BOLD signal
variations, etc.
The immediate problem with this scheme is that the per
slice acquisition time is still a lot longer than for normal EPI, meaning less brain coverage. The
suggestion has been to use MB/SMS to regain speed in the slice
dimension. This results in the combination of MB/SMS in the slice
dimension and GRAPPA/SENSE in-plane, thereby complicating the
reconstruction, possibly (probably) amplifying artifacts, enhancing motion sensitivity, etc. If we could eliminate the in-plane parallel imaging and
do all the acceleration through MB/SMS then that would possibly reduce some of the
artifact amplification, might simplify (slightly) the necessary
reference data, etc.
A different approach?
What I've been mulling is using the PRESTO approach of echo shifting in combination with MB/SMS. Right now we assume that we are crushing all residual signal at the end of each slice acquisition whatever EPI scheme we're using. But if instead we set up the gradients at the end of each readout period so that they are fully balanced/refocused prior to the next excitation then we might have some signal from the prior slice(s) existing at the same time as new signal from the subsequent slice(s). In an experiment detected with a non-array RF coil this would just cause artifacts, but with an array RF coil and the MB/SMS scheme it seems like a solvable problem. Essentially, at the time of acquisition there would be the primary signals from the current SMS excitation, all arising from one set of slice positions, plus the secondary (old) signals from the prior SMS excitation arising from a different set of slice positions. For simplicity, if we assume just these two types of signal are present during each readout period then a modified MB/SMS reconstruction should be able to separate the signals. And we would get two different effective TEs to use in characterizing the BOLD-like characteristics.
Caveats
The second problem is that some signals are likely to persevere for three or more acquisition periods; CSF and vitreous fluid come to mind because they have very long T2 and quite long T2*. Will the persistence of these uninteresting signals overwhelm the potential benefits of second echo signals from gray matter? We might also get accidental spin and stimulated echoes arising from any imperfections in the slice selection scheme, too.
Over to you
So there you have today's thought experiment. If nothing else perhaps this is a good way for you to learn more about EPI - accelerated or not - as it is acquired today. It might make an interesting teaching tool for understanding how gradients balance and how k-space works. Can you draw out the modified gradient scheme that would be required to maintain signal from excitation to excitation in a single-shot unaccelerated EPI sequence?
A note on nomenclature: Simultaneous multi-slice (SMS) and multi-band (MB) are used equivalently here. However, I am trying to shift towards using SMS rather than MB because I think it is a more intuitive description of the sequence, and it's hard enough to comprehend the alphabet soup in MRI as it is!
At a TE of 80 ms I have to wonder whether intra-scan motion problems could start to dominate the usual inter-scan motion problem. The slice group would be selected at t=0 but possibly have a significantly different orientation and position at readout time. This would not be a huge problem if the receive field were homogeneous but for an array receiver using MB/SMS new motion related issue could arise.
ReplyDeleteWhich gets me wondering whether MB/SMS should be expected to be more susceptible to intra-scan motion effects than vanilla EPI even at a TE of 30 ms.
Even for a homogeneous Rx coil ther would be potential intra-scan motion problems.
DeleteHi all, Really happy to hear about the interest in multi-echo. You might want to take a look at our pretty recent PNAS paper for more ideas. Working together with Tom Liu's group (with Valur Olafson), we have upcoming ISMRM abstracts on multi-band/multi-echo. Teaser - building on Valur's prior demonstrations on ME/SMS denoising, multi-band-specific artifacts are pretty clearly distinguishable for having high spin-density modulation, i.e. they are identifiably non-BOLD, which is good news!
ReplyDeletehttp://www.pnas.org/content/110/40/16187.short
Thanks, Prantik. So at the risk of getting into trouble with the ISMRM, can you say whether you had to use in-plane parallel imaging (I'm guessing SENSE on a GE scanner) in order to get multiple echoes with the MB acquisition?
DeleteHi Prantik
ReplyDeleteWhich MB-specific artifacts?
These: http://submissions.miracd.com/ismrm2013/proceedings/files/3275.PDF
ReplyDeletePrantik
ReplyDeleteIt's Interesting that we can also see MB-related banding in stationary phantoms as well.
https://github.com/eauerbach/CMRR-MB/issues/37
Ah, yeah, and the recon was definitely worse back in the '12-'13 time frame, too. See examples here:
Deletehttp://practicalfmri.blogspot.com/2013/07/shared-mb-epi-data.html
Thermal drift tends to make the slice direction banding worse, presumably this would be treated as a slow motion component by the cleanup.
The problem that I have with these methods is that they are too tightly intertwined with ICA. Before introducing ICA into this mix the ME method of separating BOLD from non-BOLD signal must be justified independently.
ReplyDelete