TY - JOUR
T1 - A Beginner's Guide to Arterial Spin Labeling (ASL) Image Processing
AU - Keil, VCW
AU - Clement, Patricia
AU - Petr, Jan
AU - Dijsselhof, Mathijs B.J.
AU - Padrela, Beatriz
AU - Pasternak, Maurice
AU - Dolui, Sudipto
AU - Jarutyte, Lina
AU - Pinter, Nandor
AU - Hernandez-Garcia, Luis
AU - Jahn, Andrew
AU - Kuijer, Joost P.A.
AU - Barkhof, Frederik
AU - Mutsaerts, Henk J.M.M.
N1 - Funding Information: This project is part of the Eurostars-2 joint programme with co-funding from the European Union Horizon 2020 research and innovation programme (ASPIRE E!113701), provided by the Netherlands Enterprise Agency (RvO). MD, JP, and HM are supported by the Dutch Heart Foundation (03-004-2020-T049). BP, JP, and HM are supported by the EU Joint Program for Neurodegenerative Disease Research, provided by the Netherlands Organisation for Health Research and Development and Alzheimer's Netherland (DEBBIE JPND2020-568-106). FB is supported by the NIHR biomedical research center at UCLH. SD is supported by grants from the National Institutes of Health (R01 NS111115 and R03 AG063213). NP is funded by the Dent family foundation. PC, JP, MD, BP, VK, and HM are members of Task Forces of COST Action CA18206 Glioma MR Imaging 2.0, supported by COST (European Cooperation in Science and Technology) www.cost.eu ; www.glimr.eu . Publisher Copyright: Copyright © 2022 Clement, Petr, Dijsselhof, Padrela, Pasternak, Dolui, Jarutyte, Pinter, Hernandez-Garcia, Jahn, Kuijer, Barkhof, Mutsaerts and Keil.
PY - 2022
Y1 - 2022
N2 - Arterial spin labeling (ASL) is a non-invasive and cost-effective MRI technique for brain perfusion measurements. While it has developed into a robust technique for scientific and clinical use, its image processing can still be daunting. The 2019 Ann Arbor ISMRM ASL working group established that education is one of the main areas that can accelerate the use of ASL in research and clinical practice. Specifically, the post-acquisition processing of ASL images and their preparation for region-of-interest or voxel-wise statistical analyses is a topic that has not yet received much educational attention. This educational review is aimed at those with an interest in ASL image processing and analysis. We provide summaries of all typical ASL processing steps on both single-subject and group levels. The readers are assumed to have a basic understanding of cerebral perfusion (patho) physiology; a basic level of programming or image analysis is not required. Starting with an introduction of the physiology and MRI technique behind ASL, and how they interact with the image processing, we present an overview of processing pipelines and explain the specific ASL processing steps. Example video and image illustrations of ASL studies of different cases, as well as model calculations, help the reader develop an understanding of which processing steps to check for their own analyses. Some of the educational content can be extrapolated to the processing of other MRI data. We anticipate that this educational review will help accelerate the application of ASL MRI for clinical brain research.
AB - Arterial spin labeling (ASL) is a non-invasive and cost-effective MRI technique for brain perfusion measurements. While it has developed into a robust technique for scientific and clinical use, its image processing can still be daunting. The 2019 Ann Arbor ISMRM ASL working group established that education is one of the main areas that can accelerate the use of ASL in research and clinical practice. Specifically, the post-acquisition processing of ASL images and their preparation for region-of-interest or voxel-wise statistical analyses is a topic that has not yet received much educational attention. This educational review is aimed at those with an interest in ASL image processing and analysis. We provide summaries of all typical ASL processing steps on both single-subject and group levels. The readers are assumed to have a basic understanding of cerebral perfusion (patho) physiology; a basic level of programming or image analysis is not required. Starting with an introduction of the physiology and MRI technique behind ASL, and how they interact with the image processing, we present an overview of processing pipelines and explain the specific ASL processing steps. Example video and image illustrations of ASL studies of different cases, as well as model calculations, help the reader develop an understanding of which processing steps to check for their own analyses. Some of the educational content can be extrapolated to the processing of other MRI data. We anticipate that this educational review will help accelerate the application of ASL MRI for clinical brain research.
KW - MRI
KW - arterial spin labeling
KW - cerebral blood flow
KW - graphical user interface
KW - image processing
KW - perfusion
KW - processing pipeline
UR - http://www.scopus.com/inward/record.url?scp=85167479998&partnerID=8YFLogxK
U2 - 10.3389/fradi.2022.929533
DO - 10.3389/fradi.2022.929533
M3 - Article
SN - 2673-8740
VL - 2
JO - Frontiers in Radiology
JF - Frontiers in Radiology
M1 - 929533
ER -