QSMxT: Robust masking and artifact reduction for quantitative susceptibility mapping.


Journal

Magnetic resonance in medicine
ISSN: 1522-2594
Titre abrégé: Magn Reson Med
Pays: United States
ID NLM: 8505245

Informations de publication

Date de publication:
03 2022
Historique:
revised: 30 08 2021
received: 05 05 2021
accepted: 27 09 2021
pubmed: 24 10 2021
medline: 1 2 2022
entrez: 23 10 2021
Statut: ppublish

Résumé

Quantitative susceptibility mapping (QSM) estimates the spatial distribution of tissue magnetic susceptibilities from the phase of a gradient-echo signal. QSM algorithms require a signal mask to delineate regions with reliable phase for subsequent susceptibility estimation. Existing masking techniques used in QSM have limitations that introduce artifacts, exclude anatomical detail, and rely on parameter tuning and anatomical priors that narrow their application. Here, a robust masking and reconstruction procedure is presented to overcome these limitations and enable automated QSM processing. Moreover, this method is integrated within an open-source software framework: QSMxT. A robust masking technique that automatically separates reliable from less reliable phase regions was developed and combined with a two-pass reconstruction procedure that operates on the separated sources before combination, extracting more information and suppressing streaking artifacts. Compared with standard masking and reconstruction procedures, the two-pass inversion reduces streaking artifacts caused by unreliable phase and high dynamic ranges of susceptibility sources. It is also robust across a range of acquisitions at 3 T in volunteers and phantoms, at 7 T in tumor patients, and in an in silico head phantom, with significant artifact and error reductions, greater anatomical detail, and minimal parameter tuning. The two-pass masking and reconstruction procedure separates reliable from less reliable phase regions, enabling a more accurate QSM reconstruction that mitigates artifacts, operates without anatomical priors, and requires minimal parameter tuning. The technique and its integration within QSMxT makes QSM processing more accessible and robust to streaking artifacts.

Identifiants

pubmed: 34687073
doi: 10.1002/mrm.29048
pmc: PMC7612305
mid: EMS140944
doi:

Types de publication

Journal Article Research Support, Non-U.S. Gov't

Langues

eng

Sous-ensembles de citation

IM

Pagination

1289-1300

Subventions

Organisme : Austrian Science Fund FWF
ID : KLI 646
Pays : Austria
Organisme : Austrian Science Fund FWF
ID : P 31452
Pays : Austria

Informations de copyright

© 2021 International Society for Magnetic Resonance in Medicine.

Références

NMR Biomed. 2015 Oct;28(10):1294-303
pubmed: 26313885
J Magn Reson Imaging. 2019 Sep;50(3):725-732
pubmed: 30637892
NMR Biomed. 2017 Apr;30(4):
pubmed: 27619999
Brain. 2017 Aug 1;140(8):2112-2119
pubmed: 28899019
Front Neuroinform. 2014 Apr 28;8:44
pubmed: 24817849
PLoS One. 2013;8(3):e57924
pubmed: 23555565
Magn Reson Med. 2004 Sep;52(3):612-8
pubmed: 15334582
Z Med Phys. 2016 Mar;26(1):6-34
pubmed: 26702760
Brain. 2017 Jan;140(1):118-131
pubmed: 27836833
Tomography. 2017 Jun;3(2):96-100
pubmed: 30042974
Neuroimage. 2015 May 1;111:622-30
pubmed: 25731991
Hum Brain Mapp. 2006 Feb;27(2):99-113
pubmed: 15986433
Radiology. 2014 Apr;271(1):183-92
pubmed: 24475808
Magn Reson Med. 2015 Sep;74(3):673-83
pubmed: 25199788
Magn Reson Med. 2021 Apr;85(4):2294-2308
pubmed: 33104278
Magn Reson Med. 2020 Dec;84(6):3040-3053
pubmed: 32491224
Magn Reson Med. 2016 Sep;76(3):781-91
pubmed: 26414757
Neuroimage. 2020 Oct 1;219:117012
pubmed: 32526386
PLoS One. 2016 Sep 06;11(9):e0162460
pubmed: 27598250
Front Neuroinform. 2011 Aug 22;5:13
pubmed: 21897815
NMR Biomed. 2017 Apr;30(4):
pubmed: 27434134
Neuroimage. 2018 Feb 15;167:438-452
pubmed: 29097315
Magn Reson Med. 2021 Jul;86(1):526-542
pubmed: 33638241
Magn Reson Med. 2017 Jul;78(1):303-315
pubmed: 27464893
Neuroimage. 2021 May 1;231:117701
pubmed: 33484853
J Neurosci Res. 2019 Apr;97(4):467-479
pubmed: 30489648
Magn Reson Med. 2017 Sep;78(3):1080-1086
pubmed: 27699883
PLoS One. 2017 May 11;12(5):e0177459
pubmed: 28494014
Methods. 2015 Feb;73:18-26
pubmed: 25620005
Hum Brain Mapp. 2002 Nov;17(3):143-55
pubmed: 12391568
Neuroimage. 2021 Aug 15;237:118175
pubmed: 34000407
Magn Reson Med. 2021 Sep;86(3):1241-1255
pubmed: 33783037
Radiology. 2013 May;267(2):551-9
pubmed: 23315661
J Alzheimers Dis. 2018;64(2):393-404
pubmed: 29865069
Magn Reson Med. 2017 Nov;78(5):1933-1943
pubmed: 28097689
Neuroimage. 2012 Aug 15;62(2):782-90
pubmed: 21979382
J Magn Reson Imaging. 2016 Aug;44(2):420-5
pubmed: 26718014
Med Image Comput Comput Assist Interv. 2011;14(Pt 3):659-66
pubmed: 22003756
Sci Data. 2016 Jun 21;3:160044
pubmed: 27326542
NMR Biomed. 2017 Apr;30(4):
pubmed: 27717080
Magn Reson Med. 2018 Jun;79(6):2996-3006
pubmed: 29034511
J Magn Reson Imaging. 2017 Oct;46(4):951-971
pubmed: 28295954
Radiology. 2014 Feb;270(2):496-505
pubmed: 24126366
J Magn Reson Imaging. 2015 Jul;42(1):224-9
pubmed: 25174493

Auteurs

Ashley Wilton Stewart (AW)

ARC Training Centre for Innovation in Biomedical Imaging Technology, University of Queensland, Brisbane, Queensland, Australia.
Centre for Advanced Imaging, University of Queensland, Brisbane, Australia.

Simon Daniel Robinson (SD)

Centre for Advanced Imaging, University of Queensland, Brisbane, Australia.
Department of Neurology, Medical University of Graz, Graz, Austria.
Karl Landsteiner Institute for Clinical Molecular MR in Musculoskeletal Imaging, Vienna, Austria.
Department of Biomedical Imaging and Image-Guided Therapy, High Field MR Center, Medical University of Vienna, Vienna, Austria.

Kieran O'Brien (K)

ARC Training Centre for Innovation in Biomedical Imaging Technology, University of Queensland, Brisbane, Queensland, Australia.
Centre for Advanced Imaging, University of Queensland, Brisbane, Australia.
Siemens Healthcare Pty Ltd, Brisbane, Queensland, Australia.

Jin Jin (J)

ARC Training Centre for Innovation in Biomedical Imaging Technology, University of Queensland, Brisbane, Queensland, Australia.
Centre for Advanced Imaging, University of Queensland, Brisbane, Australia.
Siemens Healthcare Pty Ltd, Brisbane, Queensland, Australia.

Georg Widhalm (G)

Department of Neurosurgery, Medical University of Vienna, Vienna, Austria.

Gilbert Hangel (G)

Department of Biomedical Imaging and Image-Guided Therapy, High Field MR Center, Medical University of Vienna, Vienna, Austria.
Department of Neurosurgery, Medical University of Vienna, Vienna, Austria.

Angela Walls (A)

Clinical & Research Imaging Centre, South Australian Health and Medical Research Institute, Adelaide, South Australia, Australia.

Jonathan Goodwin (J)

Department of Radiation Oncology, Calvary Mater Hospital, Newcastle, New South Wales, Australia.
School of Mathematical and Physical Science, University of Newcastle, Newcastle, New South Wales, Australia.

Korbinian Eckstein (K)

Department of Biomedical Imaging and Image-Guided Therapy, High Field MR Center, Medical University of Vienna, Vienna, Austria.

Monique Tourell (M)

ARC Training Centre for Innovation in Biomedical Imaging Technology, University of Queensland, Brisbane, Queensland, Australia.
Centre for Advanced Imaging, University of Queensland, Brisbane, Australia.

Catherine Morgan (C)

School of Psychology and Centre for Brain Research, The University of Auckland, Auckland, New Zealand.
Centre of Research Excellence, Brain Research New Zealand-Rangahau Roro Aotearoa, Auckland, New Zealand.
Centre for Advanced MRI, The University of Auckland, Auckland, New Zealand.

Aswin Narayanan (A)

Centre for Advanced Imaging, University of Queensland, Brisbane, Australia.

Markus Barth (M)

ARC Training Centre for Innovation in Biomedical Imaging Technology, University of Queensland, Brisbane, Queensland, Australia.
Centre for Advanced Imaging, University of Queensland, Brisbane, Australia.
School of Information Technology and Electrical Engineering, The University of Queensland, Brisbane, Queensland, Australia.

Steffen Bollmann (S)

ARC Training Centre for Innovation in Biomedical Imaging Technology, University of Queensland, Brisbane, Queensland, Australia.
Centre for Advanced Imaging, University of Queensland, Brisbane, Australia.
School of Information Technology and Electrical Engineering, The University of Queensland, Brisbane, Queensland, Australia.

Articles similaires

[Redispensing of expensive oral anticancer medicines: a practical application].

Lisanne N van Merendonk, Kübra Akgöl, Bastiaan Nuijen
1.00
Humans Antineoplastic Agents Administration, Oral Drug Costs Counterfeit Drugs

Smoking Cessation and Incident Cardiovascular Disease.

Jun Hwan Cho, Seung Yong Shin, Hoseob Kim et al.
1.00
Humans Male Smoking Cessation Cardiovascular Diseases Female
Humans United States Aged Cross-Sectional Studies Medicare Part C
1.00
Humans Yoga Low Back Pain Female Male

Classifications MeSH