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QSMxT: Robust masking and artifact reduction for quantitative susceptibility mapping.
Ashley Wilton Stewart1,2, Simon Daniel Robinson2,3,4,5, Kieran O'Brien1,2,6
1ARC Training Centre for Innovation in Biomedical Imaging Technology, University of Queensland, Brisbane, Queensland, Australia.
Magnetic Resonance in Medicine
|October 23, 2021
Summary
A new two-pass method for quantitative susceptibility mapping (QSM) improves accuracy by separating reliable phase data. This robust technique reduces artifacts and enhances anatomical detail in QSM processing.
Area of Science:
- Medical Imaging
- Biophysics
Background:
- Quantitative susceptibility mapping (QSM) is crucial for estimating tissue magnetic susceptibility from MRI phase data.
- Current QSM masking techniques suffer from artifacts, exclude anatomical information, and require extensive parameter tuning and anatomical priors.
Purpose of the Study:
- To develop a robust, automated masking and reconstruction procedure for QSM.
- To overcome limitations of existing QSM masking techniques, reducing artifacts and improving anatomical detail.
- To integrate the new procedure into an open-source software framework, QSMxT.
Main Methods:
- A novel masking technique was developed to automatically differentiate reliable from unreliable phase regions.
- A two-pass reconstruction procedure was employed, processing separated phase regions before combination.
- The method was tested across various MRI acquisitions, including 3 T and 7 T in volunteers, patients, and an in silico phantom.
Main Results:
- The two-pass inversion significantly reduced streaking artifacts compared to standard methods.
- The technique demonstrated robustness across diverse acquisition settings and phantoms.
- Substantial reductions in artifacts and errors were observed, alongside enhanced anatomical detail and minimal parameter tuning.
Conclusions:
- The developed two-pass masking and reconstruction procedure enables more accurate QSM.
- This method mitigates artifacts, operates without anatomical priors, and requires minimal parameter tuning.
- Integration into QSMxT enhances accessibility and robustness of QSM processing, particularly against streaking artifacts.
Keywords:
QSM maskingQSM pipelineQSM softwarequantitative imagingquantitative susceptibility mapping (QSM)
