This package contains python-based tools for representing, validating, and manipulating the NIfTI-MRS format. NIfTI-MRS is a standardised format for storing Magnetic Resonance Spectroscopy data.
These tools are used extensively in the spec2nii format conversion program and the FSL-MRS analysis software. However, this library can also be used as a stand-alone set of tools.
If you use these tools please cite: Clarke, WT, Bell, TK, Emir, UE, et al. NIfTI-MRS: A standard data format for magnetic resonance spectroscopy. Magn Reson Med. 2022; 88: 2358- 2370. doi:10.1002/mrm.29418
Installation is via conda(-forge) or Pypi.
conda install -c conda-forge nifti-mrs
or
pip install nifti-mrs
Note this package is a requirement of spec2nii (>v0.4.9) and FSL-MRS (>v2.0.9) and will automatically be installed with them.
MRS data stored in NIfTI-MRS format can contain multiple higher dimensions. For example it might contain dimensions encoding multiple receive coils, multiple temporal averages, or even a spectral editing dimension.
Data might need to be manipulated within the NIfTI-MRS storage framework before, after, or during preprocessing. For this, FLS-MRS provides the mrs_tools command line script. mrs_tools has the ability to merge and split NIfTI-MRS files along the higher encoding dimensions. It can also reorder the higher dimensions, or create a new singleton dimension for further manipulation.
mrs_tools split takes a single file and splits it along a specified dimension e.g. --dim DIM_DYN, at a single point (--index 8) or extracting multiple elements into a second file (--indices 8 9 10).
mrs_tools merge takes two or more files and merges them along a specified dimension e.g. --dim DIM_EDIT. Use --newaxis if that dimension doesn't exist in the files already.
mrs_tools reorder permutes the dimensions of an existing NIfTI-MRS file. For example, the 5th through 7th dimensions can be changed from DIM_COIL, DIM_DYN, DIM_EDIT to DIM_DYN, DIM_EDIT, DIM_COIL using --dim_order DIM_DYN DIM_EDIT DIM_COIL. Reorder can be used to add a tag to a singleton dimension.
mrs_tools reshape allows Numpy-style reshaping of the higher dimensions. For example if two editing conditions are interleaved you can reshape a file from (32, 128) to (32, 64, 2), and by specifying -d6 DIM_DYN -d7 DIM_EDIT you can tag the new dimensions appropriately.
mrs_tools also contains the mrs_tools vis and mrs_tools info options to provide quick visualisation and information on the command line. See the FSL-MRS Visualisation documentation for more information on mrs_tools vis/info.
Note: visualisation of NIfTI-MRS data using mrs_tools requires the installation of the FSL-MRS package
The command-line tools presents an interface to the underlying code library. The library can be used directly in interactive or scripted python. For example:
from nifti_mrs.nifti_mrs import NIFTI_MRS
from nifti_mrs import tools
obj = NIFTI_MRS('path/to/data.nii.gz')
# Split the object at index 16 (1-16, 17-N) along the dynamics dimension
part_1, part_2 = tools.split(obj, 'DIM_DYN', 15)
# Save the first part
part_1.save('output/location/part_1.nii.gz')
See the API documentation for details.
Contributions to improve or extend these tools via pull requests are extremely welcome. Contributors, please take time to develop tests to continually validate new features or changes.
William Clarke, University of Oxford
This work was funded by the Wellcome Trust [225924/Z/22/Z, 203139/Z/16/Z and 203139/A/16/Z].