Evidence map›Paper›PMID 37492666›Full record

ReviewFrontiers in radiology2022

A Beginner's Guide to Arterial Spin Labeling (ASL) Image Processing.

Patricia Clement, Jan Petr, Mathijs B J Dijsselhof, Beatriz Padrela, Maurice Pasternak, Sudipto Dolui, Lina Jarutyte, Nandor Pinter, Luis Hernandez-Garcia, Andrew Jahn and 4 more

Abstract readReview
In one paragraph

Review in Frontiers in radiology, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 35 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
35citing papers in PubMed, 1 pooled it
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

35 citing papers in PubMed, 1 synthesis or guideline pooled it.

  1. Glutamatergic Modulation of Brain Function in Psychosis: A Systematic Review of Neuroimaging Studies.Biological psychiatry. Cognitive neuroscience and neuroimaging · 2025
    Pooled it
  2. Trial
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  10. Spatially and temporally progressive hypoperfusion in Alzheimer's disease revealed by normative modeling.Alzheimer's & dementia : the journal of the Alzheimer's Association · 2026
    Article
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  12. Article
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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

14 authors.

Patricia ClementGhent Institute for Functional and Metabolic Imaging (GIfMI), Ghent University, Ghent, Belgium.
Jan PetrInstitute of Radiopharmaceutical Cancer Research, Helmholtz-Zentrum Dresden-Rossendorf, Dresden, Germany.
Mathijs B J DijsselhofDepartment of Radiology and Nuclear Medicine, Amsterdam UMC, location VUmc, Amsterdam, Netherlands.
Beatriz PadrelaDepartment of Radiology and Nuclear Medicine, Amsterdam UMC, location VUmc, Amsterdam, Netherlands.
Maurice PasternakHurvitz Brain Sciences Research Program, Sunnybrook Research Institute, Toronto, OT, Canada.
Sudipto DoluiDepartment of Radiology, University of Pennsylvania, Philadelphia, PA, United States.
Lina JarutyteSchool of Psychological Science, University of Bristol, England, United Kingdom.
Nandor PinterDepartment of Radiology and Nuclear Medicine, Amsterdam UMC, location VUmc, Amsterdam, Netherlands.
Luis Hernandez-GarciafMRI Laboratory, Department of Biomedical Engineering, University of Michigan, Ann Arbor, MI, United States.
Andrew JahnfMRI Laboratory, Department of Biomedical Engineering, University of Michigan, Ann Arbor, MI, United States.
Joost P A KuijerDepartment of Radiology and Nuclear Medicine, Amsterdam UMC, location VUmc, Amsterdam, Netherlands.
Frederik BarkhofDepartment of Radiology and Nuclear Medicine, Amsterdam UMC, location VUmc, Amsterdam, Netherlands.
Henk J M M MutsaertsGhent Institute for Functional and Metabolic Imaging (GIfMI), Ghent University, Ghent, Belgium.
Vera C KeilDepartment of Radiology and Nuclear Medicine, Amsterdam UMC, location VUmc, Amsterdam, Netherlands.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

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.

Indexed as

arterial spin labelingcerebral blood flowgraphical user interfaceimage processingMRIperfusionprocessing pipeline

Identifiers

PMID37492666
PMCPMC10365107

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.