Tumor-infiltrating lymphocytes evaluation using quantitative DCE-MRI-based habitat imaging in breast cancer patients: a preliminary study
Motivation: Tumor-infiltrating lymphocytes (TILs) are highly correlated with the prognosis of tumor treatment. We seek an efficient and noninvasive method for evaluating TILs based on habitat imaging of perfusion MRI. Goal(s): We investigate whether the quantitative DCE-based habitat imaging could be utilized to assess TILs in breast cancer patients. Approach: We developed a logistic predictive model utilizing extracted subregion DCE features to assess TILs, leveraging tumor spatial heterogeneity. Results: Significant perfusion differences exist between the low and medium-high TILs groups. The predictive model distinguishes the two groups with an AUC of 0.671, sensitivity of 0.571, and specificity of 0.75. Impact: This study indicates that quantitative DCE-based habitat imaging holds potential for the assessment of TILs in breast cancer.
Authors
- Haifa Liu
- Hui Liu (ORCID: https://orcid.org/0000-0003-4599-5702)
- Qi Wang (ORCID: https://orcid.org/0000-0003-1402-7485)
- Peng Sun (ORCID: https://orcid.org/0000-0002-0095-4782)
- Z Mao (ORCID: https://orcid.org/0009-0003-2988-7813)
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/10.58530/2025/2321
- Primary Topic
- MRI in cancer diagnosis
- Type
- article
- Field-Weighted Citation Impact
- 0.00