Evidence map›Paper›PMID 38282270›Full record

ArticleMagnetic resonance in medicine2024

Zero-DeepSub: Zero-shot deep subspace reconstruction for rapid multiparametric quantitative MRI using 3D-QALAS.

Yohan Jun, Yamin Arefeen, Jaejin Cho, Shohei Fujita, Xiaoqing Wang, P Ellen Grant, Borjan Gagoski, Camilo Jaimes, Michael S Gee, Berkin Bilgic

Abstract read
In one paragraph

Article in Magnetic resonance in medicine, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 15 papers.

0numbers the graph read from it
0cells of the map it votes in
15citing 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

15 citing papers in PubMed.

  1. Article
  2. Article
  3. Article
  4. Article
  5. Abdominal simultaneous 3D water TMagnetic resonance in medicine · 2026
    Article
  6. Article
  7. Article
  8. ACCELERATING QUANTITATIVE MRI USING SUBSPACE MULTISCALE ENERGY MODEL (SS-MUSE).Proceedings. IEEE International Symposium on Biomedical Imaging · 2025
    Article
  9. Review
  10. Article
  11. Article
  12. Review
  13. Article
  14. Article
  15. 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

10 authors.

Yohan JunAthinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Boston, Massachusetts, USA.ORCID 0000-0003-4787-4760
Yamin ArefeenChandra Family Department of Electrical and Computer Engineering, The University of Texas, Austin, Texas, USA.ORCID 0000-0003-2194-1945
Jaejin ChoAthinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Boston, Massachusetts, USA.ORCID 0000-0001-5672-6765
Shohei FujitaAthinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Boston, Massachusetts, USA.ORCID 0000-0003-4276-6226
Xiaoqing WangAthinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Boston, Massachusetts, USA.ORCID 0000-0001-7036-7930
P Ellen GrantDepartment of Radiology, Harvard Medical School, Boston, Massachusetts, USA.ORCID 0000-0003-1005-4013
Borjan GagoskiDepartment of Radiology, Harvard Medical School, Boston, Massachusetts, USA.ORCID 0000-0003-3777-2621
Camilo JaimesDepartment of Radiology, Harvard Medical School, Boston, Massachusetts, USA.ORCID 0000-0002-7169-4244
Michael S GeeDepartment of Radiology, Harvard Medical School, Boston, Massachusetts, USA.ORCID 0000-0002-6117-5168
Berkin BilgicAthinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Boston, Massachusetts, USA.ORCID 0000-0002-9080-7865

Funding

CONNECTOME 2.0: DEVELOPING THE NEXT GENERATION HUMAN MRI SCANNER FOR BRIDGING STUDIES OF THE MICRO-, MESO- AND MACRO-CONNECTOMEU01EB026996 · NIBIB · MASSACHUSETTS GENERAL HOSPITAL · PI BASSER, PETER J., HUANG, SUSIE YI · 2018 to 2022
$14.2M
5/24 Healthy Brain and Child Development National ConsortiumU01DA055353 · NIDA · BOSTON CHILDREN'S HOSPITAL · PI Michelle A Bosquet Enlow, Patricia Ellen Grant · 2021 to 2026
$12.1M
Training and Dissemination CoreP41EB030006 · NIBIB · MASSACHUSETTS GENERAL HOSPITAL · PI Susie Yi Huang · 2020 to 2026
$10.9M
Genetic Analysis and Manipulation Core (GAEC)P50HD105351 · NICHD · BOSTON CHILDREN'S HOSPITAL · PI Hisashi Umemori · 2021 to 2026
$9.4M
Neuroimaging Training ProgramT32EB001680 · NIBIB · MASSACHUSETTS INSTITUTE OF TECHNOLOGY · PI BRUCE R ROSEN · 2003 to 2026
$3.8M
MRI technology for restoring brain image quality for pediatric patients with metallic orthodontic hardwareR01EB028797 · NIBIB · MASSACHUSETTS GENERAL HOSPITAL · PI Berkin Bilgic, Jason P Stockmann · 2020 to 2026
$3.0M
Harmonizing data acquisition, reconstruction, and analysis for reproducible, cross-vendor, open source MRIR01EB032378 · NIBIB · BRIGHAM AND WOMEN'S HOSPITAL · PI BILGIC, BERKIN, RATHI, YOGESH · 2022 to 2025
$2.7M
Hybrid TMS/MRI system for regionally tailored causal mapping of human cortical circuits and connectivityUG3EB034875 · NIBIB · MASSACHUSETTS GENERAL HOSPITAL · PI BILGIC, BERKIN, HUANG, SUSIE YI · 2023 to 2024
$837k
Rapid Fetal HASTE MR ImagingR03EB031175 · NIBIB · MASSACHUSETTS GENERAL HOSPITAL · PI BILGIC, BERKIN · 2021 to 2022
$188k
NIBIB NIH HHS P41 EB030006NIBIB NIH HHS R01 EB028797NIBIB NIH HHS R01 EB032378NIBIB NIH HHS R03 EB031175NIBIB NIH HHS T32 EB001680NIBIB NIH HHS U01 EB026996NIBIB NIH HHS UG3 EB034875NICHD NIH HHS P50 HD105351NIDA NIH HHS U01 DA055353NIH HHS P41 EB030006NIH HHS R01 EB028797NIH HHS R01 EB032378NIH HHS R03 EB031175NIH HHS U01 DA055353NIH HHS U01 EB026996NIH HHS UG3 EB034875
6 · The paper itself

Abstract

purposeTo develop and evaluate methods for (1) reconstructing 3D-quantification using an interleaved Look-Locker acquisition sequence with T THEORY AND

methodsA low-rank subspace method for 3D-QALAS (i.e., subspace QALAS) and zero-shot deep-learning subspace method (i.e., Zero-DeepSub) were proposed for rapid and high fidelity T

resultsPhantom experiments showed that subspace QALAS had good linearity with respect to the reference methods while reducing biases and improving precision compared to conventional QALAS, especially for T

conclusionThe proposed subspace QALAS along with Zero-DeepSub enabled high fidelity and rapid whole-brain multiparametric quantification and time-resolved imaging.

Indexed as

Magnetic Resonance ImagingMultiparametric Magnetic Resonance ImagingBrainImaging, Three-DimensionalPhantoms, ImagingReproducibility of Results3D‐QALASlow‐rank subspacemultiparametric mappingquantitative MRIzero‐shot learning

Identifiers

PMID38282270
PMCPMC11005062

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Registered trials

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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.