Motion compensation using principal component analysis and projection onto dipole fields for abdominal magnetic resonance thermometry.


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:
01 2019
Historique:
received: 03 10 2017
revised: 24 04 2018
accepted: 25 04 2018
pubmed: 31 7 2018
medline: 31 12 2019
entrez: 31 7 2018
Statut: ppublish

Résumé

High intensity focused ultrasound (HIFU) has the potential to locally and non-invasively treat cancer with fewer side effects than alternative therapies. However, motion and tissue heterogeneity in the abdomen can compromise the HIFU focus and confound current thermometry methods. The proposed thermometry method combines principal component analysis (PCA), as a multi-baseline technique, and projection onto dipole fields (PDF), as a near-referenceless method. PCA forgoes tracking tools by projecting incoming images onto a subspace spanning the motion history. PDF is subsequently used to synthesize the naturally feasible components of the residual phase using a magnetic dipole model. This leaves only the phase shifts that are induced by HIFU. With in vivo measurements, in porcine and human kidneys, the mean pixel-wise temperature SD was 0.86 ± 0.41°C in selected regions of interest (ROIs) across all data sets, without any user-interaction or supplementary tracking tools. This is an improvement over a benchmark hybrid method, which scored 1.36 ± 1.20°C on the same data. Uncorrected subtraction of the data yielded a score of 3.02 ± 2.87°C. The PCA-PDF hybrid method achieves superior artifact correction by exploiting the motion history and intrinsic magnetic susceptibility of the underlying tissue.

Identifiants

pubmed: 30058167
doi: 10.1002/mrm.27368
doi:

Types de publication

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

Langues

eng

Sous-ensembles de citation

IM

Pagination

195-207

Subventions

Organisme : CIHR
Pays : Canada
Organisme : Discovery Program of the Natural Sciences and Engineering Research Council of Canada
Pays : International
Organisme : Federal Economic Development Agency for Southern Ontario
Pays : International
Organisme : CIHR-NSERC Collaborative Health Research Program
ID : Temperature measurement in cortical bone and bone
Pays : International

Informations de copyright

© 2018 International Society for Magnetic Resonance in Medicine.

Auteurs

Jeremy Tan (J)

Institute of Biomaterials and Biomedical Engineering, University of Toronto, Toronto, Ontario, Canada.
Centre for Image Guided Innovation and Therapeutic Intervention, Hospital for Sick Children, Toronto, Ontario, Canada.

Charles Mougenot (C)

University Medical Center Utrecht, Utrecht, The Netherlands.

Samuel Pichardo (S)

Radiology and Clinical Neurosciences, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada.
Biomedical Engineering, Schulich School of Engineering, University of Calgary, Calgary, Alberta, Canada.

James M Drake (JM)

Institute of Biomaterials and Biomedical Engineering, University of Toronto, Toronto, Ontario, Canada.
Centre for Image Guided Innovation and Therapeutic Intervention, Hospital for Sick Children, Toronto, Ontario, Canada.

Adam C Waspe (AC)

Centre for Image Guided Innovation and Therapeutic Intervention, Hospital for Sick Children, Toronto, Ontario, Canada.
Department of Medical Imaging, University of Toronto, Toronto, Ontario, Canada.

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