Impact of Deep Learning denoising and ultra-high density coil array on prostate diffusion imaging
Motivation: Multiparametric-MRI (mpMRI) of the prostate is integral in the detection, staging, treatment planning, and targeting for prostate cancer. Particularly diffusion weight imaging (DWI) provides a strong correlation with cancer grade. However, DWI, particularly at high b-value suffers from low SNR. Goal(s): To improve image quality of DWI, particularly at high-b-value, for prostate MRI-guided clinical care. Approach: This study employs a novel body-conforming high-density 50-Channel pelvic coil with additional perineal coverage and Deep Learning (DL) based reconstruction for denoising diffusion images. Results: High density pelvic coil and DL-based reconstruction improves the image quality demonstrated in reader score and statistical measurements. Impact: This study shows a clinically feasible approach by combining a novel 50-channel pelvic coil with perineal coverage with DL based reconstruction for an improved DWI imaging in prostate MR.
Authors
- Yun-Jeong Stickle
- Aytekin Oto (ORCID: https://orcid.org/0000-0003-4325-2489)
- Ambereen Yousuf (ORCID: https://orcid.org/0000-0002-0475-9087)
- Arnaud Guidon (ORCID: https://orcid.org/0000-0001-6777-1633)
- Patricia Lan (ORCID: https://orcid.org/0000-0003-1763-9540)
- Xinzeng Wang (ORCID: https://orcid.org/0000-0002-0415-7246)
- Clyve Follante
- Milica Medved (ORCID: https://orcid.org/0000-0003-2945-5511)
- Fraser Robb (ORCID: https://orcid.org/0000-0002-1625-9709)
- Sherry Huang (ORCID: https://orcid.org/0000-0003-0614-6628)
- Roger Engelmann (ORCID: https://orcid.org/0000-0002-3898-8478)
- Grace Lee (ORCID: https://orcid.org/0000-0001-7892-2871)
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/10.58530/2025/0101
- Primary Topic
- Advanced Neuroimaging Techniques and Applications
- Type
- article
- Field-Weighted Citation Impact
- 0.00