Radiomics of voxelwise DCE-MRI TIC profiles map enables quantifying temporal and spatial hemodynamic heterogeneity in breast lesions
Motivation: An effective approach that enables simultaneous quantification of spatial and temporal heterogeneity based on DCE-MRI is lacking. Goal(s): To develop a data-driven model-free approach to quantify spatial and temporal hemodynamic heterogeneity. Approach: We introduced radiomics analysis based on voxelwise mapping of DCE-MRI time-intensity-curve (TIC) profiles to quantify temporal and spatial hemodynamic heterogeneity and investigated its value in differentiating malignant and benign breast lesions. Results: Radiomics features and composition ratio of voxelwise TIC profiles showed good performance in differentiating malignant and benign breast lesions. Impact: We provide a novel data-driven model-free approach for visualizing and quantifying temporal and spatial hemodynamic heterogeneity simultaneously, which shows potential for a variety of clinical implications concerning individualized management of breast lesions.
Authors
- Bingyu Yao (ORCID: https://orcid.org/0000-0003-3900-1097)
- Wei Cui (ORCID: https://orcid.org/0000-0002-3356-5054)
- Qian Yang (ORCID: https://orcid.org/0000-0003-4401-1257)
- Dehong Luo (ORCID: https://orcid.org/0000-0001-7902-386X)
- Meng Sun
- Ya Ren
- Zhou Liu (ORCID: https://orcid.org/0000-0001-9863-6653)
- Meng Wang (ORCID: https://orcid.org/0000-0001-5823-254X)
- Na Zhang (ORCID: https://orcid.org/0009-0004-7140-1271)
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
- 2024-11-26
- DOI
- https://doi.org/10.58530/2024/4603
- Primary Topic
- MRI in cancer diagnosis
- Type
- article
- Field-Weighted Citation Impact
- 0.00