Orthonormal Spherical Harmonic basis¶
An important change between the old and new versions of MRtrix is a modification to the Spherical Harmonic (SH) basis functions. This change has important consequences in terms of data that were generated prior to the user changing to the new version, or any data that may be used interchangeably between the two versions.
Important: note that although it is possible to use and display FODs generated using MRtrix 0.2.x in the newer MRtrix3 applications (and vice-versa), the FODs will NOT be correct. Moreover, it is very difficult to tell the difference on simple visual inspection - the FODs will still look reasonable, but will give incorrect results if used for tractography or in quantitative analyses. To ensure your images are correct, you should use the shbasis application included in MRtrix3, as described below.
For Spherical Deconvolution (SD) as implemented in MRtrix, processing is done in the Spherical Harmonic (SH) basis; this mathematical formulation provides a smooth representation of data distributed on the sphere. When we do SD, the resulting Fibre Orientation Distributions (FODs) are written to an image. These FOD images contain coefficients in this SH basis, that when interpreted correctly, produce the FOD butterflies we all know and love. If you’ve ever looked at the raw image volumes from an FOD image, you’ll know that all but the first one are basically not interpretable.
Here’s where it gets tricky. In all previous versions of MRtrix, there was a ‘bug’ in the SH basis functions. Mathematically, the basis was ‘non-orthonormal’; you don’t necessarily need to know what this means, just appreciate that the formulation of this mathematical basis was not optimal.
Now this ‘bug’ didn’t actually cause any problems; the previous version of MRtrix was self-consistent in its handling of the issue throughout the code. It was annoying for any users transferring data between MRtrix and other packages though. For the release of the new MRtrix3, we have decided to correct the underlying error in the SH basis once and for all, as there are various mathematical operations that are greatly simplified when the basis is orthonormal. This does however introduce a problem for anyone that has done prior image processing using the old MRtrix 0.2 and wants to be able to use that data with MRtrix3: if you have image data that was generated using the old SH basis, but read it using MRtrix code that was compiled using the new SH basis, the data will not be interpreted correctly.
There is a solution, but it takes a bit of manual labour on your part.
We have provided a new command called
shbasis. This command
will read your image data, and tell you which SH basis it thinks your
image data are stored in (or if it’s unable to make this decision).
Furthermore, it includes a command-line option for changing the SH
basis of the underlying image data:
-convert. The most important
choice for this option is
-convert native. This option identifies
the SH basis that MRtrix3 is compiled for (this is the
new orthonormal basis by default); and if the image data is not
currently stored in this basis, it modifies the image data in-place so
that it conforms to the correct basis.
Any data that you generate after this update has occurred will
automatically be produced in the new SH basis, and therefore will not
need to be converted using
shbasis. However if you are uncertain
whether or not a particular image does or does not need to be converted,
shbasis can always be used to verify whether or not the image data
are in the correct SH basis; and if you provide the
option despite the image data already being in the new SH basis, no
modification of the image data will take place.
My recommendation is therefore as follows. When you commit to using the
new version of MRtrix, you should go through all of your diffusion
image data on all systems that you use, and run
shbasis -convert native on all images that contain spherical
harmonic data (only FOD images; raw DWIs / response functions / TDIs /
etc. do not need to be converted).
Also: Remember I said that data previously generated will not be
interpreted correctly by MRtrix3 commands without the SH basis
conversion? The same applies in the other direction. So if you load FOD
images that have either been generated using MRtrix, or have
been previously converted using
shbasis, commands from the previous
version of MRtrix (0.2) won’t interpret them correctly. We hope that
once we have feature completeness in MRtrix3, the old version
will no longer be necessary, and therefore this will not be a problem.
In some circumstances, the
shbasis command will give an error
something like this:
shbasis [WARNING]: Cannot make unambiguous decision on SH basis of image csd.mif (power ratio regressed to l=0 is 1.58446)
shbasis uses a data-driven approach to automatically determine the
SH basis that the image data are currently stored in; however a number
of issues can arise that lead to a breakdown of the numerical assumption
that it is based on, and it can no longer make this decision.
If this occurs, but you are confident that your image data are in the
old non-orthonormal basis and need to be converted to the new
orthonormal basis, you can run:
shbasis <image> -convert force_oldtonew. This will inform
shbasis that even though it’s unable to determine the current SH
basis, you’re confident that you do know it, and therefore it should
perform the conversion anyway. It will give you a couple of loud
warnings just to make sure you appreciate the danger in what you’re
doing, so you should only ever use this setting for problematic data;
for the vast majority of conversions,
-convert native is much