365-06-011 ISMRM Abstract

Deep Learning Reconstruction Effects in High b-Value DWI: From Fruit Phantoms to Breast Tissue

Primary: Body - Breast

Secondary: Diffusion - Diffusion Reconstruction

365-06-011 · Diffusion MRI Reconstruction Methods · Monday, 11 May, 5:05 PM–6:00 PM · Digital Posters Row F

Keywords: Breast dwi High b-value imaging Low-cost phantoms

Accepted

Marialena Tsarouchi ^1,2, Zoia Laraib¹, Wei Liu³, Elisabeth Weiland³, Marnix C Maas¹, Ritse M Mann^1,2

¹Department for Medical Imaging, Radboud University Medical Center, Nijmegen, Netherlands

²Radiology, the Netherlands Cancer Institute, Amsterdam, Netherlands

³Research & Clinical Translation, Magnetic Resonance, Siemens Healthineers AG, Erlangen, Germany

Presenting Author: Marialena Tsarouchi

Synopsis

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References

1. Amornsiripanitch N, Bickelhaupt S, Shin HJ, et al. Diffusion-weighted MRI for Unenhanced Breast Cancer Screening. Radiology. 2019 Dec;293(3):504-520. doi: 10.1148/radiol.2019182789. Epub 2019 Oct 8. PMID: 31592734; PMCID: PMC6884069. [doi] [pmid]

2. Iima M, Honda M, Sigmund EE, et al. Diffusion MRI of the breast: Current status and future directions. J Magn Reson Imaging. 2020 Jul;52(1):70-90. doi: 10.1002/jmri.26908. Epub 2019 Sep 14. PMID: 31520518. [doi] [pmid]

3. Baltzer P, Mann RM, Iima M, et al. Diffusion-weighted imaging of the breast-a consensus and mission statement from the EUSOBI International Breast Diffusion-Weighted Imaging working group. Eur Radiol. 2020 Mar;30(3):1436-1450. doi: 10.1007/s00330-019-06510-3. Epub 2019 Nov 30. PMID: 31786616; PMCID: PMC7033067. [doi] [pmid]

4. Liu W, Darwish O, Benkert T, et al. Improved readout-segmented EPI using deep learning reconstruction. Proc. Intl.Soc., 4th-9th of May 2024, Annual Meeting of International Society of Magnetic Resonance in Medicine (ISMRM), Singagpore

5. Laraib Z, Tsarouchi M, Cevval ZK, et al. Annual Meeting of International Society of Magnetic Resonance in Medicine (ISMRM), Comparative Analysis of Image Quality in Breast DWI at 3.0T: DL- RESOLVE vs. Standard RESOLVE, 10th - 15th of May 2025, Hawaii, USA

6. Porter DA, Heidemann RM. High resolution diffusion-weighted imaging using readout- segmented echo-planar imaging, parallel imaging and a two-dimensional navigator based reacquisition. Magn Reson Med 2009; 62(2):468-475.

Cite this abstract

http://echo.ismrm.org/p/ISMRM2026/365-06-011