Direct Reconstruction of Tracer Kinetic Parameter Maps in Abbreviated Breast MRI

Motivation: Quantitative assessment of DCE-MRI data as abbreviated breast MRI data is non-trivial as robust image reconstruction of highly undersampled DCE-MRI data with a short scan time remains challenging, especially to determine an optimal regularization method. Goal(s): This study aims to develop a direct reconstruction of tracer kinetic parameter maps such that the temporal regularization is embedded in the reconstruction process. Approach: The reconstruction method was assessed using numerically generated phantom data and realistic digital reference objects of breast MRI. Results: The results suggest that the tracer kinetic parameter maps from the proposed direct reconstruction could differentiate malignant lesions from benign ones. Impact: This proposed direct reconstruction method aims to streamline the complex image reconstruction and data analysis processes of DCE-MRI and has the potential to make DCE MRI a more efficient, faster, and accessible tool for breast cancer exams.

Authors

Publication Details

Journal
Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition
Published
2025-09-16
DOI
https://doi.org/10.58530/2025/0520
Primary Topic
MRI in cancer diagnosis
Type
article
Field-Weighted Citation Impact
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article

Direct Reconstruction of Tracer Kinetic Parameter Maps in Abbreviated Breast MRI

Florian Knöll, Eddy Solomon, Jonghyun Bae, Sungheon Kim et al.
Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition
MRI in cancer diagnosis
article

Direct Reconstruction of Tracer Kinetic Parameter Maps in Abbreviated Breast MRI

Florian Knöll, Eddy Solomon, Jonghyun Bae, Sungheon Kim, Zhengguo Tan, Arianna Brenes, Erik Goesche
article en

Abstract

Motivation: Quantitative assessment of DCE-MRI data as abbreviated breast MRI data is non-trivial as robust image reconstruction of highly undersampled DCE-MRI data with a short scan time remains challenging, especially to determine an optimal regularization method. Goal(s): This study aims to develop a direct reconstruction of tracer kinetic parameter maps such that the temporal regularization is embedded in the reconstruction process. Approach: The reconstruction method was assessed using numerically generated phantom data and realistic digital reference objects of breast MRI. Results: The results suggest that the tracer kinetic parameter maps from the proposed direct reconstruction could differentiate malignant lesions from benign ones. Impact: This proposed direct reconstruction method aims to streamline the complex image reconstruction and data analysis processes of DCE-MRI and has the potential to make DCE MRI a more efficient, faster, and accessible tool for breast cancer exams.

Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition
Openalex Percentile: Top 65%
MRI in cancer diagnosis
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