Evidence map›Paper›PMID 41820234›Full record

ArticleMagnetic resonance in medicine2026

Optimizing Selective RF Pulses for Enhanced Signal Stability in Turbo Spin Echo Using a Differentiable Extended Phase Graph Model.

Madison M Augelli, Anuj Sharma, Mark A Griswold, William A Grissom

Abstract read
In one paragraph

Article in Magnetic resonance in medicine, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. 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

4 authors.

Madison M AugelliBiomedical Engineering, Case Western Reserve University, Cleveland, Ohio, USA.ORCID 0009-0003-3259-2135
Anuj SharmaBiomedical Engineering, Case Western Reserve University, Cleveland, Ohio, USA.ORCID 0009-0001-2782-1242
Mark A GriswoldBiomedical Engineering, Case Western Reserve University, Cleveland, Ohio, USA.ORCID 0000-0002-3011-6747
William A GrissomBiomedical Engineering, Case Western Reserve University, Cleveland, Ohio, USA.ORCID 0000-0002-3289-1827

Funding

Interdisciplinary Biomedical Imaging Training ProgramT32EB007509 · NIBIB · CASE WESTERN RESERVE UNIVERSITY · PI DAVID Lynn WILSON, Xin Yu · 2007 to 2026
$5.6M
fMRI Technologies for Imaging at the Limit of Biological Spatiotemporal Resolution: Administrative SupplementR01EB019437 · NIBIB · MASSACHUSETTS GENERAL HOSPITAL · PI POLIMENI, JONATHAN RIZZO, SETSOMPOP, KAWIN · 2015 to 2024
$5.5M
Harnessing low-field MRI and robotics to enable personalized incisionless prostate surgeryR01CA281043 · NCI · CASE WESTERN RESERVE UNIVERSITY · PI William A Grissom · 2024 to 2026
$1.8M
National Science Foundation GRFP 2437833NIH HHS R01 CA 281043NIH HHS R01 EB 019437NIH HHS T32 EB 007509Siemens Healthineers
6 · The paper itself

Abstract

purposeTo improve slice profile consistency across echo trains in turbo spin echo (TSE) imaging, thereby reducing image blurring and increasing the accuracy of multi echo spin echo

methodsExcitation and refocusing RF pulses were optimized for TSE using a differentiable extended phase graph model that incorporates the spinor profiles of the RF pulses to calculate the magnetization slice profile across the echo train. The pulses were optimized using an L-BFGS algorithm in PyTorch to minimize an error term on the target signal magnitude with singular value regularization to promote similarity. The performance of the optimized pulses was assessed by comparing to time bandwidth-matched SLR RF pulses. Slice profile consistency was calculated in simulation and in a homogeneous phantom. Images were acquired in vivo to assess blurring artifacts, and

resultsThe optimized pulses demonstrated superior performance over time bandwidth-matched SLR pulses, with a 90% reduction in the standard deviation of the normalized integrated signal at each echo. Optimized pulses increased sharpness in vivo at the edges of CSF and veins perpendicular to the phase-encoded direction, reduced

conclusionThe optimization method enables flexible design of RF pulses in echo train pulse sequences with consistent slice profiles, achieving a target signal progression while also maintaining a constant phase and FWHM between echoes.

Indexed as

BrainImage EnhancementImage Interpretation, Computer-AssistedImage Processing, Computer-AssistedMagnetic Resonance ImagingAlgorithmsArtifactsComputer SimulationHumansPhantoms, ImagingRadio WavesReproducibility of ResultsSignal Processing, Computer-Assistedextended phase graphoptimizationRF pulse designturbo spin echo

Identifiers

PMID41820234
PMCPMC13156457

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.