Evidence map›Paper›PMID 34971458›Full record

ArticleMagnetic resonance in medicine2022

Virtual injections using 4D flow MRI with displacement corrections and constrained probabilistic streamlines.

Grant S Roberts, Michael W Loecher, Alma Spahic, Kevin M Johnson, Patrick A Turski, Laura B Eisenmenger, Oliver Wieben

Abstract read
In one paragraph

Article in Magnetic resonance in medicine, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing papers in PubMed
–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

3 citing papers in PubMed.

  1. Coronary Artery Blood Flow Imaging Using 3D Flow MRI.Magnetic resonance in medicine · 2026
    Article
  2. 4D flow MRI velocity uncertainty quantification.Magnetic resonance in medicine · 2025
    Article
  3. Article
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

7 authors.

Grant S RobertsDepartment of Medical Physics, University of Wisconsin-Madison, Madison, Wisconsin, USA.ORCID 0000-0003-1472-4352
Michael W LoecherDepartment of Radiology, Stanford University, Stanford, California, USA.ORCID 0000-0002-6533-1113
Alma SpahicDepartment of Medical Physics, University of Wisconsin-Madison, Madison, Wisconsin, USA.
Kevin M JohnsonDepartment of Medical Physics, University of Wisconsin-Madison, Madison, Wisconsin, USA.ORCID 0000-0002-8660-0853
Patrick A TurskiDepartment of Radiology, University of Wisconsin-Madison, Madison, Wisconsin, USA.
Laura B EisenmengerDepartment of Radiology, University of Wisconsin-Madison, Madison, Wisconsin, USA.ORCID 0000-0001-6764-4239
Oliver WiebenDepartment of Medical Physics, University of Wisconsin-Madison, Madison, Wisconsin, USA.ORCID 0000-0002-7931-1930

Funding

University of Wisconsin Institute for Clinical and Translational ResearchUL1TR002373 · NCATS · UNIVERSITY OF WISCONSIN-MADISON · PI ELIZABETH S BURNSIDE, Allan R. Brasier · 2017 to 2026
$75.9M
Wisconsin Alzheimer's Disease Research CenterP30AG062715 · NIA · UNIVERSITY OF WISCONSIN-MADISON · PI Barbara Brigitta Bendlin · 2019 to 2026
$34.5M
Institutional Career Development CoreKL2TR002374 · NCATS · UNIVERSITY OF WISCONSIN-MADISON · PI Bo Liu, Marin Leigh Schweizer · 2017 to 2026
$9.7M
Accelerated Neuro-MRA Using Compressed Sensing and Constrained ReconstructionR01NS066982 · NINDS · UNIVERSITY OF WISCONSIN-MADISON · PI JOHNSON, KEVIN MICHAEL, TURSKI, PATRICK ALAN · 2010 to 2018
$2.7M
Multi-Parametric Imaging of Systemic Cardiovascular and Cerebrovascular Health in Alzheimer's DiseaseF31AG071183 · NIA · UNIVERSITY OF WISCONSIN-MADISON · PI ROBERTS, GRANT S. · 2021 to 2022
$70k
American Heart Association 12PRE12080073NCATS NIH HHS KL2 TR002374NCATS NIH HHS KL2TR002374NCATS NIH HHS UL1 TR002373NCATS NIH HHS UL1TR002373NIA NIH HHS F31 AG071183NIA NIH HHS F31AG071183NIA NIH HHS P30 AG062715NIA NIH HHS P30AG062715NINDS NIH HHS R01 NS066982NINDS NIH HHS R01NS066982
6 · The paper itself

Abstract

purposeStreamlines from 4D-flow MRI have been used clinically for intracranial blood-flow tracking. However, deterministic and stochastic errors degrade streamline quality. The purpose of this study is to integrate displacement corrections, probabilistic streamlines, and novel fluid constraints to improve selective blood-flow tracking and emulate "virtual bolus injections."

methodsBoth displacement artifacts (deterministic) and velocity noise (stochastic) inherently occur during phase-contrast MRI acquisitions. Here, two displacement correction methods, single-step and iterative, were tested in silico with simulated displacements and were compared with ground-truth velocity fields. Next, the effects of combining displacement corrections and constrained probabilistic streamlines were performed in 10 healthy volunteers using time-averaged 4D-flow data. Measures of streamline length and depth into vasculature were then compared with streamlines generated with no corrections and displacement correction alone using one-way repeated-measures analysis of variance and Friedman's tests. Finally, virtual injections with improved streamlines were generated for three intracranial pathology cases.

resultsIterative displacement correction outperformed the single-step method in silico. In volunteers, the combination of displacement corrections and constrained probabilistic streamlines allowed for significant improvements in streamline length and increased the number of streamlines entering the circle of Willis relative to streamlines with no corrections and displacement correction alone. In the pathology cases, virtual injections with improved streamlines were qualitatively similar to dynamic arterial spin labeling images and allowed for forward/reverse selective flow tracking to characterize cerebrovascular malformations.

conclusionVirtual injections with improved streamlines from 4D-flow MRI allow for flexible, robust, intracranial flow tracking.

Indexed as

Magnetic Resonance AngiographyMagnetic Resonance ImagingArtifactsBlood Flow VelocityHumansImaging, Three-DimensionalSpin LabelsSpin Labels4D flow MRIangiographyblood flow trackingdisplacement correctionintracranialprobabilistic streamlines

Identifiers

PMID34971458
PMCPMC8884720

What OpenQuestion holds

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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.