Diffusion gradient scheme handling¶
An essential piece of information for DWI processing is the diffusion-weighted (DW) gradient scheme, also known as the “DW gradient table”, the “DW encoding”, the “b-vectors”, the “bvecs”, and other variations on the theme. This table provides information about the diffusion sensitisation gradients applied during acquisition of each imaging volume in a DWI dataset, usually in the form of the b-value and the (unit) vector for the DW gradient direction. In this page we will describe the details of how this information is typically stored / represented, and how MRtrix3 handles / manipulates this data.
Gradient table storage¶
MRtrix3 allows the DW gradient table to be read directly from, or written to, the image headers for specific image formats; notably DICOM (folder or .dcm) (read-only) and the MRtrix image formats (.mih / .mif) (read/write). MRtrix3 applications will automatically make use of this information when it is available for the input dataset through storage of the table within the image header, without requiring explicit intervention from the user. In addition, MRtrix3 commands can also import or export this information from/to two different external file formats: typically referred to as the MRtrix format and the FSL format. These differ in a number of respects, as outlined below.
This format consists of a single ASCII text file, with no restrictions on the
filename. It consists of one row per entry (i.e. per DWI volume), with each row
consisting of 4 space-separated floating-point values; these correspond to
[ x y z b ], where
[ x y z ] are the components of the gradient vector,
b is the b-value in units of s/mm². A typical MRtrix format DW
gradient table file might look like this:
0 0 0 0 0 0 0 0 -0.0509541 0.0617551 -0.99679 3000 0.011907 0.955047 0.296216 3000 -0.525115 0.839985 0.136671 3000 -0.785445 -0.6111 -0.0981447 3000 0.060862 -0.456701 0.887536 3000 0.398325 0.667699 0.6289 3000 -0.680604 0.689645 -0.247324 3000 0.237399 0.969995 0.0524565 3000 0.697302 0.541873 -0.469195 3000 -0.868811 0.407442 0.28135 3000 ...
It is important to note that in this format, the direction vectors are assumed
to be provided with respect to real or scanner coordinates. This is the same
convention as is used in the DICOM format. Also note that the file does not
need to have the file type extension
.b (or any other particular suffix);
this is simply a historical convention.
When using the MRtrix image formats (.mih / .mif), MRtrix3 has the capability of embedding the diffusion gradient table within the header of the image file. This provides significant advantages when performing image processing:
- The table accompanies the image data at all times, which means that the user is not responsible for tracking which diffusion gradient table corresponds to which image file, or whether or not a particular gradient table file reflects some manipulation that has been applied to an image.
- In MRtrix3 commands that require a diffusion gradient table, and/or make modifications to the image data that require corresponding modifications to the diffusion gradient table, these data will be utilised (and/or modified) automatically, without requiring explicit intervention from the user.
For these reasons, the general recommendation of the MRtrix3 team is to make use of the MRtrix image formats (.mih / .mif) whenever possible.
This embedding is achieved by writing an entry into the Image
Header key-value pairs, using the key
dw_scheme. The value of this
entry is the complete diffusion gradient table, stored in the MRtrix format.
However, this entry should generally not be accessed or manipulated directly
by users; instead, users should rely on the internal handling of these data as
performed by MRtrix3 commands, or where relevant, use the command-line
options provided as part of specific MRtrix3 commands, as detailed later.
This format consists of a pair of ASCII text files, typically named
(or variations thereof). The
bvals file consists of a single row of
space-separated floating-point values, all in one row, with one value per
volume in the DWI dataset. The
bvecs file consists of 3 rows of space-separated
floating-point values, with the first row corresponding to the x-component
of the DW gradient vectors, one value per volume in the dataset; the second
row corresponding to the y-component, and the third row to the z-component.
A typical pair of FSL format DW gradient files might look like:
0 0 -4.30812931665e-05 -0.00028279245503 -0.528846962834659 -0.781281266220383 0.014299684287952 0.36785999072309 -0.66507232482745 0.237350171404029 0.721877079467007 -0.880754419294581 0 -0.870185851757858 ... 0 0 -0.002606397951389 -0.97091525561761 -0.846605326714759 0.615840299891175 0.403330065122241 -0.70377676751476 -0.67378508548543 -0.971399047063277 -0.513131073140676 -0.423391107245363 0 -0.416501756655988 ... 0 0 -0.999996760803023 0.23942421337746 0.059831733802001 -0.101684552642539 0.914942902775223 0.60776414747636 -0.32201498900359 0.007004078617919 -0.464317089148873 0.212157919445896 0 -0.263255013300656 ...
0 0 3000 3000 3000 3000 3000 3000 3000 3000 3000 3000 ...
It is important to note that in this format, the gradient vectors are provided
with respect to the image axes, not in real or scanner coordinates
(actually, it’s a little bit more complicated than that, refer to the FSL wiki
for details). This is a rich source of confusion, since seemingly innocuous
changes to the image can introduce inconsistencies in the b-vectors. For
example, simply reformatting the image from sagittal to axial will effectively
rotate the b-vectors, since this operation changes the image axes. It is
also important to remember that a particular
bvals/bvecs pair is only valid
for the particular image that it corresponds to.
Using the DW gradient table in MRtrix3 applications¶
Querying the DW gradient table¶
As mentioned above, MRtrix3 will use the DW gradient table from the image
headers when it is available. Currently, only the DICOM (folder or .dcm) and
MRtrix image formats (.mih / .mif) support this. The DW gradient table can be queried
for any particular image using the mrinfo command in combination with the
-dwgrad option. For example:
$ mrinfo DICOM/ -dwgrad mrinfo: [done] scanning DICOM folder "DICOM/" mrinfo: [100%] reading DICOM series "BRI 64 directions ep2d_diff_3scan_trace_p2" 0 0 0 0 -0.999994 0.00167109 0.00300897 3000 -0 0.999996 0.00299996 3000 0.0261389 0.65148 -0.758215 3000 -0.590138 -0.767763 -0.249553 3000 0.236087 -0.527069 -0.816371 3000 0.893005 -0.261931 -0.36597 3000 -0.797405 0.126351 -0.590068 3000 -0.233751 0.930868 -0.280794 3000 -0.936406 0.141569 -0.321095 3000 -0.505355 -0.845584 0.17206 3000 -0.346203 -0.848909 0.39937 3000 -0.457204 -0.633042 0.624678 3000 0.48716 -0.391994 -0.780395 3000 0.617871 0.674589 -0.403938 3000 0.577709 -0.102522 0.809779 3000 0.825818 -0.523076 -0.210752 3000 ...
Exporting the DW gradient table¶
This information can also be exported from the image headers using the
-export_grad_mrtrix option (for the MRtrix format) or
-export_grad_fsl option (for the FSL format) in commands that support
it. For example:
$ mrinfo dwi.mif -export_grad_mrtrix grad.b
results in a
grad.b file in MRtrix format, while:
$ mrconvert DICOM/ dwi.nii.gz -export_grad_fsl bvecs bvals mrconvert: [done] scanning DICOM folder "DICOM/" mrconvert: [100%] reading DICOM series "BRI 64 directions ep2d_diff_3scan_trace_p2" mrconvert: [100%] reformatting DICOM mosaic images mrconvert: [100%] copying from "DICOM data...ns ep2d_diff_3scan_trace_p2" to "dwi.nii.gz" mrconvert: [100%] compressing image "dwi.nii.gz"
Importing the DW gradient table¶
If the image header already contain the DW information, then no further action
is required - the MRtrix3 application will be able to find it and use it
directly. If this is not the case (e.g. the image format does not support
including it in the header), or the information contained is not correct,
MRtrix3 applications also allow the DW gradient table to be imported using
-grad option (for the MRtrix format) or the
-fslgrad option (for
the FSL format). Note that this will override the information found in the
image headers if it was there. This can be used during conversion using
mrconvert, or at the point of use. For example:
$ mrconvert dwi.nii -fslgrad dwi_bvecs dwi_bvals dwi.mif
will convert the
dwi.nii from NIfTI & NIfTI-2 (.nii) to
MRtrix image formats (.mih / .mif), embedding the DW gradient table information found
dwi_bvals files (in FSL format) directly into the
output image header. As another example:
$ dwi2tensor DICOM/ -grad encoding.b tensor.nii
will process the DWI dataset found in the
DICOM/ folder (in
DICOM (folder or .dcm) format), but override any DW gradient information
in the DICOM data with the table stored in the MRtrix format file
Operations performed by MRtrix3 when handling DW gradient tables¶
MRtrix3 applications will perform a number of sanity checks and modifications to the information in the DW gradient table, depending on the nature of the operation, and its original format.
When using the FSL format¶
In this format, the gradient vectors are provided relative to the image axes (as detailed in the FSL wiki). To convert them to the internal representation used in MRtrix3 (and in the MRtrix format gradient table), these vectors need to be transformed into the real / scanner coordinate system. To do this requires knowledge of the DWI dataset these vectors correspond to, in particular the image transform. In essence, this consists of rotating the gradient vectors according to the rotation part of the transform (i.e. the top-left 3×3 part of the matrix). This will introduce differences between the components of the gradient vectors when stored in MRtrix format compared to the FSL format, particularly for images not acquired in a pure axial orientation (i.e. images where the rotation part of the image transform is identity). Indeed, as mentioned earlier, there is an additional confound related to the handed-ness of the coordinate system; see the FSL wiki for details.
Never perform a manual conversion between MRtrix and FSL gradient table formats using a text editor or basic shell script. This poses a risk of introducing an unwanted rotation / reflection of the gradient directions, with concomitant errors in later processing.
Note that in this operation, what matters is the transform as stored in the
NIfTI headers (i.e. the
qform); the transform as reported by
mrinfo can differ substantially from this (while still being consistent
with the data), as the MRtrix3 image loading backend will try to provide the
image transform in a near-axial orientation (by inverting / exchanging columns
of the transform, and adjusting the Strides to match - see
The image transfom for details). To find out the actual transform that
was stored in the NIfTI header, use mrinfo with the
When copying or converting¶
mrconvert that don’t actually need to interpret the DW
gradient table will simply pass the information through to the output
unmodified. If the DW gradient table was found in the input image header, it
will be written to the output image header if the image format supports it
(i.e. if the output is in MRtrix image formats (.mih / .mif) - DICOM is not supported
for writing). If the DW gradient table is imported via the
-fslgrad option, it will also be passed through as-is (although including
the modifications mentioned above in the When using the FSL format section).
If the output image format does not allow storing the DW gradient table in the
image header, the
-export_grad_fsl options can
be used to write it out to separate files, ready for use with third-party
applications, or directly within MRtrix3 if users prefer to keep their data
organised in this way.
When using the information for processing¶
Applications that actually need to make use of the DW gradient information
dwiextract, ...) will perform additional
sanity checks and modifications of these data, beyond those described above.
- verifying that the number of volumes in the DWI dataset matches the number of entries in the DW gradient table;
- where relevant, verifying that the DW gradient tables contains the data in a
shell structure, by clustering similar b-values together (see mrinfo‘s
- normalising the gradient vectors to unit amplitude;
- scaling the b-values by the square of the gradient vector amplitude - see b-value scaling for details.
mrinfo will also perform most of these checks. While there is no
technical reason for it to interpret the DW gradient information, in practice
it is generally helpful to view the information as it would be interpreted by
other MRtrix3 applications. If this is not desired, you can add the
-raw_dwgrad option to mrinfo to disable these modifications when
querying the DW gradient table.
On MRI scanners that do not explicitly allow for multi-shell datasets, a common workaround is to set the scanning protocol according to the largest desired b-value, but use gradient vector directions that have less than unit norm. This results in diffusion sensitisation gradients with reduced strength, and hence images with lower b-values.
For example, if this was the desired gradient table:
0 0 0 0 1 0 0 700 1 0 0 2800
This could be achieved on some systems by supplying this custom diffusion vectors file, now nominally containing only b = 0 and b = 2800 s/mm²:
0 0 0 0 0.5 0 0 2800 1 0 0 2800
By default, MRtrix3 applications will automatically scale the b-values by the squared amplitude of the gradient vectors (so that the stored gradient table is equivalent to the first example), in order to more sensibly reflect the nature of the image data.
While this scaling allows such datasets to be processed seamlessly, it will
introduce minor variations in the b-values for other datasets, due to minor
rounding errors in the components of the direction vectors. These are benign,
and have no consequence on the correct operation of MRtrix3 applications,
since the deviations are typically very small, and the strategy used to group
b-values into shells is robust to such variations. If however this becomes a
problem (e.g. for third-party applications), this feature can be disabled
-bvalue_scaling option for those applications that support it.